diff --git a/Results/Performance results/Device_classification_DecisionTrees.txt b/Results/Performance results/Device_classification_DecisionTrees.txt new file mode 100644 index 0000000..db0dd04 --- /dev/null +++ b/Results/Performance results/Device_classification_DecisionTrees.txt @@ -0,0 +1,351 @@ +=== Run information === + +Scheme:weka.classifiers.trees.J48 -C 0.25 -M 2 +Relation: Dataset0_1_500bins_devices +Instances: 4926 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +J48 pruned tree +------------------ + +B8 <= 91 +| B2 <= 1108 +| | B2 <= 517 +| | | B5 <= 297 +| | | | B7 <= 78 +| | | | | B14 <= 56: dell_b (12.0/1.0) +| | | | | B14 > 56: dell_c (36.0) +| | | | B7 > 78 +| | | | | B16 <= 67: dell_b (199.0) +| | | | | B16 > 67 +| | | | | | B10 <= 31: dell_c (3.0) +| | | | | | B10 > 31: dell_b (8.0) +| | | B5 > 297 +| | | | B7 <= 92 +| | | | | B7 <= 82: dell_c (157.0/1.0) +| | | | | B7 > 82 +| | | | | | B22 <= 7 +| | | | | | | B13 <= 36: dell_c (17.0/1.0) +| | | | | | | B13 > 36 +| | | | | | | | B25 <= 5: dell_b (11.0/1.0) +| | | | | | | | B25 > 5: dell_c (4.0) +| | | | | | B22 > 7: dell_c (31.0/2.0) +| | | | B7 > 92 +| | | | | B14 <= 31: dell_c (9.0) +| | | | | B14 > 31: dell_b (33.0/1.0) +| | B2 > 517: dell_d (516.0) +| B2 > 1108: dell_e (611.0) +B8 > 91 +| B17 <= 36 +| | B32 <= 6 +| | | B6 <= 833 +| | | | B5 <= 340 +| | | | | B24 <= 3 +| | | | | | B91 <= 0 +| | | | | | | B95 <= 0 +| | | | | | | | B92 <= 0 +| | | | | | | | | B93 <= 0 +| | | | | | | | | | B65 <= 0 +| | | | | | | | | | | B58 <= 0 +| | | | | | | | | | | | B15 <= 12 +| | | | | | | | | | | | | B51 <= 0 +| | | | | | | | | | | | | | B81 <= 0 +| | | | | | | | | | | | | | | B27 <= 0 +| | | | | | | | | | | | | | | | B39 <= 1 +| | | | | | | | | | | | | | | | | B40 <= 0: nokia_b (21.0) +| | | | | | | | | | | | | | | | | B40 > 0 +| | | | | | | | | | | | | | | | | | B42 <= 0: nokia_a (3.0) +| | | | | | | | | | | | | | | | | | B42 > 0: nokia_b (5.0) +| | | | | | | | | | | | | | | | B39 > 1: nokia_a (3.0/1.0) +| | | | | | | | | | | | | | | B27 > 0 +| | | | | | | | | | | | | | | | B34 <= 0 +| | | | | | | | | | | | | | | | | B32 <= 1 +| | | | | | | | | | | | | | | | | | B30 <= 1 +| | | | | | | | | | | | | | | | | | | B41 <= 0: nokia_b (11.0/1.0) +| | | | | | | | | | | | | | | | | | | B41 > 0: nokia_a (4.0/1.0) +| | | | | | | | | | | | | | | | | | B30 > 1: nokia_a (2.0) +| | | | | | | | | | | | | | | | | B32 > 1: nokia_a (4.0) +| | | | | | | | | | | | | | | | B34 > 0: nokia_a (6.0) +| | | | | | | | | | | | | | B81 > 0: nokia_b (2.0) +| | | | | | | | | | | | | B51 > 0: nokia_b (5.0) +| | | | | | | | | | | | B15 > 12: nokia_a (4.0) +| | | | | | | | | | | B58 > 0: nokia_a (2.0) +| | | | | | | | | | B65 > 0: nokia_b (2.0) +| | | | | | | | | B93 > 0: nokia_a (3.0/1.0) +| | | | | | | | B92 > 0: nokia_b (4.0) +| | | | | | | B95 > 0: nokia_a (3.0) +| | | | | | B91 > 0: nokia_b (4.0) +| | | | | B24 > 3: nokia_a (6.0) +| | | | B5 > 340 +| | | | | B47 <= 2 +| | | | | | B6 <= 798 +| | | | | | | B3 <= 1169 +| | | | | | | | B35 <= 0 +| | | | | | | | | B31 <= 1 +| | | | | | | | | | B4 <= 1932: nokia_b (11.0) +| | | | | | | | | | B4 > 1932: nokia_a (3.0/1.0) +| | | | | | | | | B31 > 1: nokia_a (2.0) +| | | | | | | | B35 > 0: nokia_a (12.0) +| | | | | | | B3 > 1169 +| | | | | | | | B43 <= 4 +| | | | | | | | | B85 <= 0: nokia_a (485.0/22.0) +| | | | | | | | | B85 > 0 +| | | | | | | | | | B12 <= 16: nokia_b (3.0) +| | | | | | | | | | B12 > 16: nokia_a (8.0) +| | | | | | | | B43 > 4 +| | | | | | | | | B7 <= 286: nokia_b (3.0) +| | | | | | | | | B7 > 286: nokia_a (4.0) +| | | | | | B6 > 798 +| | | | | | | B3 <= 1469 +| | | | | | | | B74 <= 0 +| | | | | | | | | B64 <= 0 +| | | | | | | | | | B60 <= 0 +| | | | | | | | | | | B53 <= 0 +| | | | | | | | | | | | B41 <= 0 +| | | | | | | | | | | | | B87 <= 0 +| | | | | | | | | | | | | | B1 <= 151 +| | | | | | | | | | | | | | | B56 <= 0 +| | | | | | | | | | | | | | | | B27 <= 1 +| | | | | | | | | | | | | | | | | B59 <= 0 +| | | | | | | | | | | | | | | | | | B58 <= 0 +| | | | | | | | | | | | | | | | | | | B20 <= 0: nokia_b (4.0) +| | | | | | | | | | | | | | | | | | | B20 > 0 +| | | | | | | | | | | | | | | | | | | | B11 <= 50 +| | | | | | | | | | | | | | | | | | | | | B12 <= 11: nokia_b (3.0) +| | | | | | | | | | | | | | | | | | | | | B12 > 11 +| | | | | | | | | | | | | | | | | | | | | | B34 <= 0: nokia_a (26.0) +| | | | | | | | | | | | | | | | | | | | | | B34 > 0 +| | | | | | | | | | | | | | | | | | | | | | | B28 <= 2 +| | | | | | | | | | | | | | | | | | | | | | | | B10 <= 74: nokia_b (3.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | | B10 > 74: nokia_a (13.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | B28 > 2: nokia_b (3.0) +| | | | | | | | | | | | | | | | | | | | B11 > 50 +| | | | | | | | | | | | | | | | | | | | | B3 <= 1390: nokia_b (11.0/1.0) +| | | | | | | | | | | | | | | | | | | | | B3 > 1390: nokia_a (2.0) +| | | | | | | | | | | | | | | | | | B58 > 0: nokia_b (2.0) +| | | | | | | | | | | | | | | | | B59 > 0: nokia_a (5.0) +| | | | | | | | | | | | | | | | B27 > 1: nokia_a (16.0/1.0) +| | | | | | | | | | | | | | | B56 > 0: nokia_a (8.0) +| | | | | | | | | | | | | | B1 > 151: nokia_b (6.0) +| | | | | | | | | | | | | B87 > 0: nokia_a (4.0/1.0) +| | | | | | | | | | | | B41 > 0: nokia_a (39.0/2.0) +| | | | | | | | | | | B53 > 0: nokia_a (6.0) +| | | | | | | | | | B60 > 0: nokia_a (9.0) +| | | | | | | | | B64 > 0 +| | | | | | | | | | B6 <= 821: nokia_a (3.0) +| | | | | | | | | | B6 > 821: nokia_b (4.0) +| | | | | | | | B74 > 0: nokia_b (4.0/1.0) +| | | | | | | B3 > 1469: nokia_b (11.0/1.0) +| | | | | B47 > 2 +| | | | | | B46 <= 2: nokia_a (9.0/1.0) +| | | | | | B46 > 2 +| | | | | | | B35 <= 0: nokia_b (8.0) +| | | | | | | B35 > 0 +| | | | | | | | B19 <= 2: nokia_b (4.0) +| | | | | | | | B19 > 2: nokia_a (3.0) +| | | B6 > 833 +| | | | B2 <= 325 +| | | | | B6 <= 886 +| | | | | | B63 <= 0 +| | | | | | | B67 <= 0 +| | | | | | | | B51 <= 0 +| | | | | | | | | B58 <= 0 +| | | | | | | | | | B69 <= 0 +| | | | | | | | | | | B3 <= 1429 +| | | | | | | | | | | | B49 <= 0 +| | | | | | | | | | | | | B84 <= 0 +| | | | | | | | | | | | | | B88 <= 0 +| | | | | | | | | | | | | | | B19 <= 4 +| | | | | | | | | | | | | | | | B3 <= 1290: nokia_a (6.0/1.0) +| | | | | | | | | | | | | | | | B3 > 1290 +| | | | | | | | | | | | | | | | | B47 <= 0 +| | | | | | | | | | | | | | | | | | B55 <= 0 +| | | | | | | | | | | | | | | | | | | B43 <= 1 +| | | | | | | | | | | | | | | | | | | | B4 <= 1206 +| | | | | | | | | | | | | | | | | | | | | B11 <= 46: nokia_a (7.0) +| | | | | | | | | | | | | | | | | | | | | B11 > 46 +| | | | | | | | | | | | | | | | | | | | | | B8 <= 168: nokia_a (4.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | B8 > 168: nokia_b (11.0) +| | | | | | | | | | | | | | | | | | | | B4 > 1206 +| | | | | | | | | | | | | | | | | | | | | B43 <= 0 +| | | | | | | | | | | | | | | | | | | | | | B17 <= 0: nokia_a (2.0) +| | | | | | | | | | | | | | | | | | | | | | B17 > 0 +| | | | | | | | | | | | | | | | | | | | | | | B7 <= 375: nokia_b (51.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | B7 > 375 +| | | | | | | | | | | | | | | | | | | | | | | | B1 <= 106: nokia_a (4.0) +| | | | | | | | | | | | | | | | | | | | | | | | B1 > 106: nokia_b (2.0) +| | | | | | | | | | | | | | | | | | | | | B43 > 0 +| | | | | | | | | | | | | | | | | | | | | | B25 <= 0 +| | | | | | | | | | | | | | | | | | | | | | | B22 <= 0: nokia_b (2.0) +| | | | | | | | | | | | | | | | | | | | | | | B22 > 0: nokia_a (4.0) +| | | | | | | | | | | | | | | | | | | | | | B25 > 0: nokia_b (4.0) +| | | | | | | | | | | | | | | | | | | B43 > 1: nokia_a (2.0) +| | | | | | | | | | | | | | | | | | B55 > 0: nokia_b (5.0) +| | | | | | | | | | | | | | | | | B47 > 0 +| | | | | | | | | | | | | | | | | | B40 <= 0 +| | | | | | | | | | | | | | | | | | | B37 <= 0: nokia_b (9.0/1.0) +| | | | | | | | | | | | | | | | | | | B37 > 0: nokia_a (3.0/1.0) +| | | | | | | | | | | | | | | | | | B40 > 0: nokia_a (6.0/1.0) +| | | | | | | | | | | | | | | B19 > 4: nokia_b (10.0) +| | | | | | | | | | | | | | B88 > 0: nokia_b (2.0) +| | | | | | | | | | | | | B84 > 0: nokia_b (3.0) +| | | | | | | | | | | | B49 > 0: nokia_b (10.0) +| | | | | | | | | | | B3 > 1429: nokia_b (89.0/3.0) +| | | | | | | | | | B69 > 0: nokia_b (7.0) +| | | | | | | | | B58 > 0 +| | | | | | | | | | B16 <= 4: nokia_b (4.0) +| | | | | | | | | | B16 > 4: nokia_a (3.0) +| | | | | | | | B51 > 0: nokia_b (17.0) +| | | | | | | B67 > 0 +| | | | | | | | B6 <= 851: nokia_a (2.0) +| | | | | | | | B6 > 851: nokia_b (2.0) +| | | | | | B63 > 0 +| | | | | | | B3 <= 1422: nokia_b (2.0) +| | | | | | | B3 > 1422: nokia_a (2.0) +| | | | | B6 > 886: nokia_b (304.0/6.0) +| | | | B2 > 325 +| | | | | B85 <= 0 +| | | | | | B81 <= 0 +| | | | | | | B107 <= 0 +| | | | | | | | B6 <= 950 +| | | | | | | | | B90 <= 0 +| | | | | | | | | | B83 <= 0 +| | | | | | | | | | | B111 <= 0 +| | | | | | | | | | | | B5 <= 323: nokia_b (11.0) +| | | | | | | | | | | | B5 > 323 +| | | | | | | | | | | | | B25 <= 3 +| | | | | | | | | | | | | | B86 <= 0 +| | | | | | | | | | | | | | | B94 <= 0 +| | | | | | | | | | | | | | | | B40 <= 1 +| | | | | | | | | | | | | | | | | B80 <= 0 +| | | | | | | | | | | | | | | | | | B33 <= 0 +| | | | | | | | | | | | | | | | | | | B61 <= 0 +| | | | | | | | | | | | | | | | | | | | B29 <= 2 +| | | | | | | | | | | | | | | | | | | | | B43 <= 1 +| | | | | | | | | | | | | | | | | | | | | | B54 <= 0 +| | | | | | | | | | | | | | | | | | | | | | | B41 <= 1 +| | | | | | | | | | | | | | | | | | | | | | | | B60 <= 0 +| | | | | | | | | | | | | | | | | | | | | | | | | B1 <= 96 +| | | | | | | | | | | | | | | | | | | | | | | | | | B35 <= 0 +| | | | | | | | | | | | | | | | | | | | | | | | | | | B5 <= 331: nokia_b (3.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | | B5 > 331 +| | | | | | | | | | | | | | | | | | | | | | | | | | | | B18 <= 1 +| | | | | | | | | | | | | | | | | | | | | | | | | | | | | B13 <= 10: nokia_a (3.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | | | | B13 > 10: nokia_b (4.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | | | B18 > 1: nokia_a (16.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | B35 > 0 +| | | | | | | | | | | | | | | | | | | | | | | | | | | B47 <= 0: nokia_b (10.0/2.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | | B47 > 0: nokia_a (2.0) +| | | | | | | | | | | | | | | | | | | | | | | | | B1 > 96 +| | | | | | | | | | | | | | | | | | | | | | | | | | B51 <= 0 +| | | | | | | | | | | | | | | | | | | | | | | | | | | B2 <= 587: nokia_b (34.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | | B2 > 587: nokia_a (3.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | | | | B51 > 0: nokia_a (3.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | | B60 > 0: nokia_b (3.0) +| | | | | | | | | | | | | | | | | | | | | | | B41 > 1: nokia_a (3.0) +| | | | | | | | | | | | | | | | | | | | | | B54 > 0: nokia_b (6.0) +| | | | | | | | | | | | | | | | | | | | | B43 > 1: nokia_a (3.0) +| | | | | | | | | | | | | | | | | | | | B29 > 2: nokia_a (5.0) +| | | | | | | | | | | | | | | | | | | B61 > 0: nokia_a (2.0) +| | | | | | | | | | | | | | | | | | B33 > 0 +| | | | | | | | | | | | | | | | | | | B61 <= 0 +| | | | | | | | | | | | | | | | | | | | B14 <= 14 +| | | | | | | | | | | | | | | | | | | | | B50 <= 0 +| | | | | | | | | | | | | | | | | | | | | | B17 <= 7 +| | | | | | | | | | | | | | | | | | | | | | | B25 <= 1: nokia_a (39.0/3.0) +| | | | | | | | | | | | | | | | | | | | | | | B25 > 1 +| | | | | | | | | | | | | | | | | | | | | | | | B18 <= 3: nokia_a (9.0/1.0) +| | | | | | | | | | | | | | | | | | | | | | | | B18 > 3: nokia_b (6.0) +| | | | | | | | | | | | | | | | | | | | | | B17 > 7: nokia_b (3.0/1.0) +| | | | | | | | | | | | | | | | | | | | | B50 > 0: nokia_a (4.0/2.0) +| | | | | | | | | | | | | | | | | | | | B14 > 14: nokia_b (5.0) +| | | | | | | | | | | | | | | | | | | B61 > 0: nokia_b (2.0) +| | | | | | | | | | | | | | | | | B80 > 0: nokia_a (5.0/1.0) +| | | | | | | | | | | | | | | | B40 > 1: nokia_a (5.0) +| | | | | | | | | | | | | | | B94 > 0: nokia_a (4.0/1.0) +| | | | | | | | | | | | | | B86 > 0: nokia_a (2.0) +| | | | | | | | | | | | | B25 > 3: nokia_b (4.0) +| | | | | | | | | | | B111 > 0: nokia_b (2.0) +| | | | | | | | | | B83 > 0: nokia_b (2.0) +| | | | | | | | | B90 > 0: nokia_b (4.0) +| | | | | | | | B6 > 950: nokia_b (36.0/1.0) +| | | | | | | B107 > 0: nokia_a (2.0) +| | | | | | B81 > 0: nokia_a (2.0) +| | | | | B85 > 0: nokia_a (3.0) +| | B32 > 6 +| | | B8 <= 221: ipad_a (168.0/1.0) +| | | B8 > 221: ipad_b (143.0/1.0) +| B17 > 36 +| | B17 <= 133 +| | | B11 <= 335 +| | | | B35 <= 10 +| | | | | B2 <= 19: dell_a (168.0) +| | | | | B2 > 19 +| | | | | | B23 <= 6: dell_b (2.0) +| | | | | | B23 > 6: iphone_c (137.0) +| | | | B35 > 10: iphone_d (88.0) +| | | B11 > 335: iphone_a (354.0) +| | B17 > 133 +| | | B8 <= 466: ipad_c (299.0) +| | | B8 > 466: iphone_b (260.0) + +Number of Leaves : 141 + +Size of the tree : 281 + + +Time taken to build model: 2.14 seconds + +=== Stratified cross-validation === +=== Summary === + +Correctly Classified Instances 4514 91.6362 % +Incorrectly Classified Instances 412 8.3638 % +Kappa statistic 0.9066 +Mean absolute error 0.0131 +Root mean squared error 0.1034 +Relative absolute error 10.2481 % +Root relative squared error 40.8702 % +Total Number of Instances 4926 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 0.994 0 1 0.994 0.997 0.997 dell_a + 0.898 0.004 0.93 0.898 0.914 0.978 dell_b + 0.934 0.005 0.906 0.934 0.92 0.973 dell_c + 1 0 1 1 1 1 dell_d + 1 0 1 1 1 1 dell_e + 0.988 0 0.994 0.988 0.991 1 ipad_a + 0.993 0 0.986 0.993 0.99 0.996 ipad_b + 1 0 1 1 1 1 ipad_c + 0.994 0 1 0.994 0.997 0.997 iphone_a + 1 0 0.996 1 0.998 1 iphone_b + 0.993 0.001 0.958 0.993 0.975 0.996 iphone_c + 0.955 0 0.988 0.955 0.971 0.977 iphone_d + 0.8 0.047 0.776 0.8 0.788 0.926 nokia_a + 0.769 0.04 0.793 0.769 0.781 0.93 nokia_b +Weighted Avg. 0.916 0.015 0.917 0.916 0.916 0.972 + +=== Confusion Matrix === + + a b c d e f g h i j k l m n <-- classified as + 167 0 0 0 0 0 0 0 0 0 0 1 0 0 | a = dell_a + 0 238 24 0 0 0 0 0 0 0 3 0 0 0 | b = dell_b + 0 16 240 0 0 0 0 0 0 0 0 0 1 0 | c = dell_c + 0 0 0 516 0 0 0 0 0 0 0 0 0 0 | d = dell_d + 0 0 0 0 611 0 0 0 0 0 0 0 0 0 | e = dell_e + 0 0 0 0 0 166 2 0 0 0 0 0 0 0 | f = ipad_a + 0 0 0 0 0 1 142 0 0 0 0 0 0 0 | g = ipad_b + 0 0 0 0 0 0 0 299 0 0 0 0 0 0 | h = ipad_c + 0 1 1 0 0 0 0 0 353 0 0 0 0 0 | i = iphone_a + 0 0 0 0 0 0 0 0 0 260 0 0 0 0 | j = iphone_b + 0 1 0 0 0 0 0 0 0 0 136 0 0 0 | k = iphone_c + 0 0 0 0 0 0 0 0 0 1 3 84 0 0 | l = iphone_d + 0 0 0 0 0 0 0 0 0 0 0 0 666 166 | m = nokia_a + 0 0 0 0 0 0 0 0 0 0 0 0 191 636 | n = nokia_b + diff --git a/Results/Performance results/Device_classification_LogisticRegression.txt b/Results/Performance results/Device_classification_LogisticRegression.txt new file mode 100644 index 0000000..4fa9997 --- /dev/null +++ b/Results/Performance results/Device_classification_LogisticRegression.txt @@ -0,0 +1,1076 @@ +=== Run information === + +Scheme:weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 +Relation: Dataset0_1_500bins_devices +Instances: 4926 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +Logistic Regression with ridge parameter of 1.0E-8 +Coefficients... + Class +Variable dell_a dell_b dell_c dell_d dell_e ipad_a ipad_b ipad_c iphone_a iphone_b iphone_c iphone_d nokia_a +=================================================================================================================================================================================================================================================================================================================================== +B1 -0.0981 -0.2052 0.0329 -0.0806 -0.0647 -0.132 -0.1141 -0.061 -0.078 -0.0634 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3808087.9525 588.75 0.1756 0.1052 1347197101.352 + + +Time taken to build model: 875.29 seconds + +=== Stratified cross-validation === +=== Summary === + +Correctly Classified Instances 4357 88.449 % +Incorrectly Classified Instances 569 11.551 % +Kappa statistic 0.8709 +Mean absolute error 0.0184 +Root mean squared error 0.1194 +Relative absolute error 14.3548 % +Root relative squared error 47.1961 % +Total Number of Instances 4926 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 0.923 0.001 0.969 0.923 0.945 0.998 dell_a + 0.675 0.012 0.755 0.675 0.713 0.972 dell_b + 0.918 0.027 0.656 0.918 0.765 0.987 dell_c + 0.975 0.004 0.969 0.975 0.972 0.999 dell_d + 0.997 0.007 0.952 0.997 0.974 0.998 dell_e + 0.696 0.004 0.867 0.696 0.772 0.937 ipad_a + 0.72 0.005 0.824 0.72 0.769 0.943 ipad_b + 0.99 0 0.993 0.99 0.992 1 ipad_c + 0.93 0.002 0.973 0.93 0.951 0.999 iphone_a + 0.931 0 1 0.931 0.964 1 iphone_b + 0.993 0 1 0.993 0.996 1 iphone_c + 0.932 0 1 0.932 0.965 0.995 iphone_d + 0.823 0.036 0.824 0.823 0.824 0.973 nokia_a + 0.827 0.034 0.832 0.827 0.83 0.977 nokia_b +Weighted Avg. 0.884 0.015 0.889 0.884 0.885 0.985 + +=== Confusion Matrix === + + a b c d e f g h i j k l m n <-- classified as + 155 0 13 0 0 0 0 0 0 0 0 0 0 0 | a = dell_a + 0 179 80 5 0 0 0 0 0 0 0 0 1 0 | b = dell_b + 0 19 236 2 0 0 0 0 0 0 0 0 0 0 | c = dell_c + 0 1 2 503 9 0 0 0 0 0 0 0 1 0 | d = dell_d + 0 0 0 1 609 0 0 0 0 0 0 0 1 0 | e = dell_e + 0 9 4 6 9 117 22 0 1 0 0 0 0 0 | f = ipad_a + 0 21 1 0 3 15 103 0 0 0 0 0 0 0 | g = ipad_b + 0 3 0 0 0 0 0 296 0 0 0 0 0 0 | h = ipad_c + 0 0 20 0 5 0 0 0 330 0 0 0 0 0 | i = iphone_a + 0 4 0 0 3 1 0 2 8 242 0 0 0 0 | j = iphone_b + 0 1 0 0 0 0 0 0 0 0 136 0 0 0 | k = iphone_c + 4 0 1 0 0 1 0 0 0 0 0 82 0 0 | l = iphone_d + 1 0 3 2 2 1 0 0 0 0 0 0 685 138 | m = nokia_a + 0 0 0 0 0 0 0 0 0 0 0 0 143 684 | n = nokia_b + diff --git a/Results/Performance results/Device_classification_NeuralNetworks.txt b/Results/Performance results/Device_classification_NeuralNetworks.txt new file mode 100644 index 0000000..8439c0c --- /dev/null +++ b/Results/Performance results/Device_classification_NeuralNetworks.txt @@ -0,0 +1,5318 @@ +=== Run information === + +Scheme:weka.classifiers.functions.MultilayerPerceptron -L 0.3 -M 0.2 -N 500 -V 0 -S 0 -E 20 -H 10 +Relation: Dataset0_1_500bins_devices +Instances: 4926 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +Sigmoid Node 0 + Inputs Weights + Threshold -3.043374105456287 + Node 14 -2.6219588866548413 + Node 15 -0.267536283992706 + Node 16 -0.8170072712053834 + Node 17 -1.3890402943749647 + Node 18 1.3786146210285237 + Node 19 1.0419885497603207 + Node 20 -2.5523287086044846 + Node 21 0.8817648735644102 + Node 22 -0.13257615539198336 + Node 23 2.3493540925889405 +Sigmoid Node 1 + Inputs Weights + Threshold -3.101996949063537 + Node 14 -2.2744413966084425 + Node 15 -0.8266788082985654 + Node 16 -0.815844271318934 + Node 17 -1.1993654876050965 + Node 18 1.8477697868964138 + Node 19 0.9014197738542725 + Node 20 -2.208077226356951 + Node 21 0.9060372870673111 + Node 22 0.3254156689195823 + Node 23 3.205192317852636 +Sigmoid Node 2 + Inputs Weights + Threshold -3.1450049051741553 + Node 14 -2.3339608959809954 + Node 15 -0.6486780962106894 + Node 16 -0.7781972805574403 + Node 17 -1.1644047247765739 + Node 18 1.9085028100221975 + Node 19 1.052783557967916 + Node 20 -2.017826680903105 + Node 21 0.9520553229219748 + Node 22 0.29385380592903854 + Node 23 3.1767717893502847 +Sigmoid Node 3 + Inputs Weights + Threshold -0.7146768502216262 + Node 14 4.395494381273801 + Node 15 -1.9784689935942579 + Node 16 1.8518230650204135 + Node 17 -1.6907266610903484 + Node 18 2.705834076867292 + Node 19 -2.4108146237397605 + Node 20 -2.108116968849801 + Node 21 1.9703399536557042 + Node 22 2.6673670591323893 + Node 23 5.306001364029771 +Sigmoid Node 4 + Inputs Weights + 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Attrib B483 0.24977978715098015 + Attrib B484 0.33429938309030227 + Attrib B485 0.36511483158894104 + Attrib B486 0.16154447549079093 + Attrib B487 0.23742315338800973 + Attrib B488 0.16390686744602037 + Attrib B489 0.3798187975127154 + Attrib B490 0.25331744766838027 + Attrib B491 0.314272207454164 + Attrib B492 0.11217056236446445 + Attrib B493 0.3490589134185221 + Attrib B494 0.2137382266808276 + Attrib B495 0.25224952323244204 + Attrib B496 0.32066078106903334 + Attrib B497 0.24800196033341726 + Attrib B498 0.2873990932435812 + Attrib B499 0.14975543724245705 + Attrib B500 0.19292371355569235 +Class dell_a + Input + Node 0 +Class dell_b + Input + Node 1 +Class dell_c + Input + Node 2 +Class dell_d + Input + Node 3 +Class dell_e + Input + Node 4 +Class ipad_a + Input + Node 5 +Class ipad_b + Input + Node 6 +Class ipad_c + Input + Node 7 +Class iphone_a + Input + Node 8 +Class iphone_b + Input + Node 9 +Class iphone_c + Input + Node 10 +Class iphone_d + Input + Node 11 +Class nokia_a + Input + Node 12 +Class nokia_b + Input + Node 13 + + +Time taken to build model: 250.96 seconds + +=== Stratified cross-validation === +=== Summary === + +Correctly Classified Instances 1270 25.7816 % +Incorrectly Classified Instances 3656 74.2184 % +Kappa statistic 0.1412 +Mean absolute error 0.113 +Root mean squared error 0.2396 +Relative absolute error 88.3085 % +Root relative squared error 94.7484 % +Total Number of Instances 4926 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 0 0 0 0 0 0.674 dell_a + 0 0 0 0 0 0.646 dell_b + 0 0 0 0 0 0.659 dell_c + 0.3 0.202 0.148 0.3 0.199 0.666 dell_d + 0.599 0.334 0.203 0.599 0.303 0.736 dell_e + 0 0 0 0 0 0.669 ipad_a + 0 0 0 0 0 0.671 ipad_b + 0.1 0.006 0.517 0.1 0.168 0.756 ipad_c + 0.101 0 1 0.101 0.184 0.701 iphone_a + 0.1 0.002 0.743 0.1 0.176 0.806 iphone_b + 0 0 0 0 0 0.682 iphone_c + 0 0 0 0 0 0.719 iphone_d + 0.493 0.174 0.366 0.493 0.42 0.844 nokia_a + 0.299 0.141 0.3 0.299 0.299 0.857 nokia_b +Weighted Avg. 0.258 0.116 0.295 0.258 0.212 0.753 + +=== Confusion Matrix === + + a b c d e f g h i j k l m n <-- classified as + 0 0 0 51 83 0 0 0 0 0 0 0 17 17 | a = dell_a + 0 0 0 79 132 0 0 0 0 0 0 0 27 27 | b = dell_b + 0 0 0 77 128 0 0 0 0 0 0 0 26 26 | c = dell_c + 0 0 0 155 259 0 0 0 0 0 0 0 51 51 | d = dell_d + 0 0 0 122 366 0 0 0 0 0 0 0 61 62 | e = dell_e + 0 0 0 49 85 0 0 0 0 0 0 0 17 17 | f = ipad_a + 0 0 0 42 70 0 0 0 0 0 0 0 16 15 | g = ipad_b + 0 0 0 90 119 0 0 30 0 0 0 0 30 30 | h = ipad_c + 0 0 0 71 178 0 0 0 36 0 0 0 35 35 | i = iphone_a + 0 0 0 78 104 0 0 26 0 26 0 0 0 26 | j = iphone_b + 0 0 1 39 67 0 0 1 0 0 0 0 15 14 | k = iphone_c + 0 0 0 25 44 0 0 0 0 9 0 0 1 9 | l = iphone_d + 0 0 0 84 90 0 0 1 0 0 0 0 410 247 | m = nokia_a + 0 0 0 83 82 0 0 0 0 0 0 0 415 247 | n = nokia_b + diff --git a/Results/Performance results/Device_classification_kNN.txt b/Results/Performance results/Device_classification_kNN.txt new file mode 100644 index 0000000..eb50e31 --- /dev/null +++ b/Results/Performance results/Device_classification_kNN.txt @@ -0,0 +1,66 @@ +=== Run information === + +Scheme:weka.classifiers.lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" +Relation: Dataset0_1_500bins_devices +Instances: 4926 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +IB1 instance-based classifier +using 1 nearest neighbour(s) for classification + + +Time taken to build model: 0.01 seconds + +=== Stratified cross-validation === +=== Summary === + +Correctly Classified Instances 4033 81.8717 % +Incorrectly Classified Instances 893 18.1283 % +Kappa statistic 0.7973 +Mean absolute error 0.0262 +Root mean squared error 0.1607 +Relative absolute error 20.5066 % +Root relative squared error 63.5343 % +Total Number of Instances 4926 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 0.976 0.001 0.982 0.976 0.979 0.99 dell_a + 0.717 0.026 0.615 0.717 0.662 0.84 dell_b + 0.844 0.021 0.691 0.844 0.76 0.916 dell_c + 0.915 0.013 0.892 0.915 0.903 0.954 dell_d + 0.943 0.008 0.941 0.943 0.942 0.966 dell_e + 0.345 0.002 0.866 0.345 0.494 0.654 ipad_a + 0.573 0.008 0.678 0.573 0.621 0.794 ipad_b + 1 0.001 0.99 1 0.995 1 ipad_c + 0.963 0 1 0.963 0.981 0.982 iphone_a + 0.988 0 0.992 0.988 0.99 0.994 iphone_b + 1 0 1 1 1 1 iphone_c + 0.977 0 1 0.977 0.989 0.993 iphone_d + 0.644 0.057 0.697 0.644 0.67 0.791 nokia_a + 0.746 0.072 0.677 0.746 0.71 0.833 nokia_b +Weighted Avg. 0.819 0.027 0.824 0.819 0.816 0.895 + +=== Confusion Matrix === + + a b c d e f g h i j k l m n <-- classified as + 164 3 0 0 0 1 0 0 0 0 0 0 0 0 | a = dell_a + 0 190 61 7 0 0 1 0 0 0 0 0 5 1 | b = dell_b + 0 36 217 3 0 0 0 0 0 0 0 0 0 1 | c = dell_c + 0 3 1 472 34 0 0 0 0 0 0 0 4 2 | d = dell_d + 0 0 2 31 576 0 0 0 0 0 0 0 2 0 | e = dell_e + 0 44 18 5 0 58 37 0 0 0 0 0 4 2 | f = ipad_a + 0 27 12 1 1 7 82 0 0 0 0 0 8 5 | g = ipad_b + 0 0 0 0 0 0 0 299 0 0 0 0 0 0 | h = ipad_c + 3 3 2 2 0 1 0 0 342 0 0 0 2 0 | i = iphone_a + 0 0 0 0 0 0 0 3 0 257 0 0 0 0 | j = iphone_b + 0 0 0 0 0 0 0 0 0 0 137 0 0 0 | k = iphone_c + 0 0 0 0 0 0 0 0 0 2 0 86 0 0 | l = iphone_d + 0 3 0 7 1 0 1 0 0 0 0 0 536 284 | m = nokia_a + 0 0 1 1 0 0 0 0 0 0 0 0 208 617 | n = nokia_b + diff --git a/Results/Performance results/Device_type_classification_DecisionTrees.txt b/Results/Performance results/Device_type_classification_DecisionTrees.txt new file mode 100644 index 0000000..f28008f --- /dev/null +++ b/Results/Performance results/Device_type_classification_DecisionTrees.txt @@ -0,0 +1,73 @@ +=== Run information === + +Scheme:weka.classifiers.trees.J48 -C 0.25 -M 2 +Relation: TrainingSet_final +Instances: 4933 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +J48 pruned tree +------------------ + +B6 <= 460 +| B10 <= 78 +| | B7 <= 199: dell (1820.0) +| | B7 > 199 +| | | B33 <= 2 +| | | | B46 <= 1: nokia (2.0) +| | | | B46 > 1: ipad (4.0) +| | | B33 > 2: ipad (156.0) +| B10 > 78 +| | B7 <= 117 +| | | B16 <= 234: iphone (598.0) +| | | B16 > 234 +| | | | B25 <= 23: ipad (2.0) +| | | | B25 > 23: iphone (15.0) +| | B7 > 117 +| | | B34 <= 20 +| | | | B2 <= 211: ipad (451.0/3.0) +| | | | B2 > 211: nokia (18.0) +| | | B34 > 20: iphone (83.0) +B6 > 460 +| B21 <= 12: nokia (1641.0/1.0) +| B21 > 12: iphone (143.0) + +Number of Leaves : 12 + +Size of the tree : 23 + + +Time taken to build model: 1.74 seconds + +=== Stratified cross-validation === +=== Summary === + +Correctly Classified Instances 4919 99.7162 % +Incorrectly Classified Instances 14 0.2838 % +Kappa statistic 0.996 +Mean absolute error 0.0018 +Root mean squared error 0.0376 +Relative absolute error 0.5026 % +Root relative squared error 8.9494 % +Total Number of Instances 4933 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 1 0 1 1 1 1 dell + 0.992 0.001 0.99 0.992 0.991 0.997 ipad + 0.993 0.001 0.995 0.993 0.994 0.998 iphone + 0.998 0.001 0.998 0.998 0.998 0.999 nokia +Weighted Avg. 0.997 0.001 0.997 0.997 0.997 0.999 + +=== Confusion Matrix === + + a b c d <-- classified as + 1820 0 0 0 | a = dell + 0 606 3 2 | b = ipad + 0 4 836 2 | c = iphone + 0 2 1 1657 | d = nokia + diff --git a/Results/Performance results/Device_type_classification_LogisticRegression.txt b/Results/Performance results/Device_type_classification_LogisticRegression.txt new file mode 100644 index 0000000..c770b72 --- /dev/null +++ b/Results/Performance results/Device_type_classification_LogisticRegression.txt @@ -0,0 +1,1056 @@ +=== Run information === + +Scheme:weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 +Relation: TrainingSet_final +Instances: 4933 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +Logistic Regression with ridge parameter of 1.0E-8 +Coefficients... + Class +Variable dell ipad iphone +=================================================================================== +B1 -0.0032 0.0118 0.019 +B2 0.0158 0.091 0.0548 +B3 -0.0059 -0.0969 -0.055 +B4 0.0328 0.0911 0.0505 +B5 -0.0581 -0.2427 -0.1586 +B6 0.0271 0.0812 0.0728 +B7 0.0556 0.1773 0.0941 +B8 -0.1391 -0.472 -0.2032 +B9 -0.6206 -0.3067 -0.3846 +B10 -0.4424 -0.2662 -0.436 +B11 0.3456 0.4946 0.5477 +B12 -0.4123 -0.1356 -0.3813 +B13 0.485 -0.0031 0.2728 +B14 -0.4629 0.1298 -0.0758 +B15 -1.0352 -0.7863 -0.9678 +B16 0.9364 0.3556 0.6141 +B17 0.5227 0.3757 0.5004 +B18 0.4598 0.4639 0.1876 +B19 0.3757 0.1583 0.1074 +B20 0.0134 -0.248 0.0825 +B21 -0.1617 0.2306 0.1235 +B22 0.1017 0.436 0.5439 +B23 -0.1976 0.3965 0.8828 +B24 0.6945 0.8972 1.2143 +B25 0.1443 1.4074 0.9155 +B26 0.3431 1.0361 0.0652 +B27 -1.0815 -0.3067 -0.4873 +B28 -0.8533 -0.9735 0.1837 +B29 1.0914 0.1338 0.5586 +B30 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+Root mean squared error 0.3875 +Relative absolute error 82.0872 % +Root relative squared error 92.2302 % +Total Number of Instances 4933 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 0.699 0.514 0.443 0.699 0.543 0.69 dell + 0.005 0 0.6 0.005 0.01 0.825 ipad + 0.6 0.073 0.627 0.6 0.613 0.888 iphone + 0.3 0.23 0.398 0.3 0.342 0.675 nokia +Weighted Avg. 0.462 0.28 0.479 0.462 0.421 0.736 + +=== Confusion Matrix === + + a b c d <-- classified as + 1273 1 0 546 | a = dell + 185 3 300 123 | b = ipad + 253 0 505 84 | c = iphone + 1161 1 0 498 | d = nokia + diff --git a/Results/Performance results/Device_type_classification_NeuralNetworks_tuned.txt b/Results/Performance results/Device_type_classification_NeuralNetworks_tuned.txt new file mode 100644 index 0000000..f6dbe17 --- /dev/null +++ b/Results/Performance results/Device_type_classification_NeuralNetworks_tuned.txt @@ -0,0 +1,3110 @@ +=== Run information === + 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Class + 1 0 1 1 1 1 dell + 1 0 1 1 1 1 ipad + 1 0 1 1 1 1 iphone + 1 0 1 1 1 1 nokia +Weighted Avg. 1 0 1 1 1 1 + +=== Confusion Matrix === + + a b c d <-- classified as + 1820 0 0 0 | a = dell + 0 611 0 0 | b = ipad + 0 0 842 0 | c = iphone + 0 0 0 1660 | d = nokia + diff --git a/Results/Performance results/Device_type_classification_kNN.txt b/Results/Performance results/Device_type_classification_kNN.txt new file mode 100644 index 0000000..3d4262b --- /dev/null +++ b/Results/Performance results/Device_type_classification_kNN.txt @@ -0,0 +1,46 @@ +=== Run information === + +Scheme:weka.classifiers.lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" +Relation: TrainingSet_final +Instances: 4933 +Attributes: 501 +[list of attributes omitted] +Test mode:10-fold cross-validation + +=== Classifier model (full training set) === + +IB1 instance-based classifier +using 1 nearest neighbour(s) for classification + + +Time taken to build model: 0.01 seconds + +=== Stratified cross-validation === +=== Summary === + +Correctly Classified Instances 4763 96.5538 % +Incorrectly Classified Instances 170 3.4462 % +Kappa statistic 0.9507 +Mean absolute error 0.0176 +Root mean squared error 0.1312 +Relative absolute error 4.9711 % +Root relative squared error 31.2275 % +Total Number of Instances 4933 + +=== Detailed Accuracy By Class === + + TP Rate FP Rate Precision Recall F-Measure ROC Area Class + 0.993 0.04 0.935 0.993 0.963 0.977 dell + 0.784 0.002 0.98 0.784 0.871 0.894 ipad + 0.979 0 1 0.979 0.989 0.988 iphone + 0.996 0.01 0.98 0.996 0.988 0.992 nokia +Weighted Avg. 0.966 0.019 0.967 0.966 0.964 0.974 + +=== Confusion Matrix === + + a b c d <-- classified as + 1807 1 0 12 | a = dell + 111 479 0 21 | b = ipad + 8 9 824 1 | c = iphone + 7 0 0 1653 | d = nokia + diff --git a/Results/Performance results/README b/Results/Performance results/README new file mode 100644 index 0000000..0141852 --- /dev/null +++ b/Results/Performance results/README @@ -0,0 +1,2 @@ +This folder contains performance results of the learning algorithms: k-NN, decision trees, logistic regression and neural networks, performed in Section IV-E of the tutorial paper. +All algorithms were trained on a training set formed using the Gatech dataset- TCP case. diff --git a/Results/R squared results/README b/Results/R squared results/README new file mode 100644 index 0000000..a14bb43 --- /dev/null +++ b/Results/R squared results/README @@ -0,0 +1 @@ +This folder contains data analysis results performed on the Gatech isolated testbed dataset available at http://crawdad.org/gatech/fingerprinting/20140609/isolatedtestbed/ diff --git a/Results/R squared results/Results in KDP step 2/*README b/Results/R squared results/Results in KDP step 2/*README new file mode 100644 index 0000000..4e01436 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/*README @@ -0,0 +1,4 @@ +This folder contains results for the data analysis performed in Section IV-B of the tutorial paper. +While Section IV-B presents only results for the TCP case, this folder presents results obtained for the remaining traffic cases: UDP (Case 1, Case 2, Case 3), ICMP (Case 1, Case 2), SCP. +For more details about the dataset of the remaining traffic cases, please refer to the paper "GTID: A Technique for Physical Device and Device Type Fingerprinting" (http://www.citeulike.org/group/5303/article/13432786). + diff --git a/Results/R squared results/Results in KDP step 2/ICMPCase1_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/ICMPCase1_Device_classification_50000_bins.csv new file mode 100644 index 0000000..c6beba2 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/ICMPCase1_Device_classification_50000_bins.csv @@ -0,0 +1,12 @@ + 1.0000000e+00 9.2011332e-01 9.9573095e-01 6.9293684e-04 9.3160164e-04 2.4218740e-05 1.4584215e-04 1.1868259e-04 1.7420695e-05 7.6120294e-05 5.3549527e-05 6.0889455e-05 + 9.2011332e-01 1.0000000e+00 9.0420428e-01 2.0426749e-04 1.9026156e-04 2.1137698e-06 1.5184202e-05 1.5020182e-05 1.3434597e-07 4.4262481e-06 1.0842873e-06 1.2623405e-06 + 9.9573095e-01 9.0420428e-01 1.0000000e+00 5.5730900e-04 7.1705702e-04 1.5310081e-05 1.4759299e-04 8.4350719e-05 1.4014050e-05 6.0634978e-05 8.3660608e-05 9.1806210e-05 + 6.9293685e-04 2.0426749e-04 5.5730901e-04 1.0000000e+00 8.1143602e-01 4.2964588e-05 8.8220078e-04 3.2191854e-04 9.0657802e-05 5.4462904e-04 3.1967228e-04 4.0232609e-04 + 9.3160163e-04 1.9026156e-04 7.1705702e-04 8.1143602e-01 1.0000000e+00 5.5153757e-05 1.4685018e-03 5.5378859e-04 1.0960911e-04 8.4481510e-04 5.6670249e-04 7.1626029e-04 + 2.4218742e-05 2.1137722e-06 1.5310085e-05 4.2964589e-05 5.5153760e-05 1.0000000e+00 1.2222981e-03 3.0199208e-02 2.0557556e-03 9.4314940e-03 2.7289214e-04 3.1205379e-04 + 1.4584216e-04 1.5184200e-05 1.4759300e-04 8.8220077e-04 1.4685018e-03 1.2222981e-03 1.0000000e+00 4.9140345e-03 9.0069879e-03 6.3295460e-03 2.6594620e-03 3.2222620e-03 + 1.1868259e-04 1.5020183e-05 8.4350726e-05 3.2191853e-04 5.5378859e-04 3.0199208e-02 4.9140345e-03 1.0000000e+00 6.2113733e-03 2.2743236e-02 1.2441324e-03 1.4461045e-03 + 1.7420690e-05 1.3433959e-07 1.4014053e-05 9.0657798e-05 1.0960910e-04 2.0557556e-03 9.0069879e-03 6.2113733e-03 1.0000000e+00 2.0193827e-01 5.8579170e-04 7.5731966e-04 + 7.6120291e-05 4.4262345e-06 6.0634976e-05 5.4462904e-04 8.4481509e-04 9.4314940e-03 6.3295460e-03 2.2743236e-02 2.0193827e-01 1.0000000e+00 4.4902610e-03 5.1998238e-03 + 5.3549519e-05 1.0842765e-06 8.3660612e-05 3.1967227e-04 5.6670249e-04 2.7289214e-04 2.6594620e-03 1.2441324e-03 5.8579171e-04 4.4902610e-03 1.0000000e+00 9.9605916e-01 + 6.0889456e-05 1.2623395e-06 9.1806216e-05 4.0232609e-04 7.1626029e-04 3.1205379e-04 3.2222620e-03 1.4461045e-03 7.5731967e-04 5.1998239e-03 9.9605916e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/ICMPCase1_Device_type_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/ICMPCase1_Device_type_classification_50000_bins.csv new file mode 100644 index 0000000..f8a3445 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/ICMPCase1_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 4.4894607e-04 7.8816196e-05 2.6259402e-05 + 4.4894608e-04 1.0000000e+00 5.6030808e-03 7.0270530e-04 + 7.8816193e-05 5.6030808e-03 1.0000000e+00 5.2957111e-03 + 2.6259408e-05 7.0270530e-04 5.2957111e-03 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/ICMPCase2_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/ICMPCase2_Device_classification_50000_bins.csv new file mode 100644 index 0000000..b9a8221 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/ICMPCase2_Device_classification_50000_bins.csv @@ -0,0 +1,12 @@ + 1.0000000e+00 7.9980576e-01 8.9369748e-01 1.8285322e-05 1.1661046e-03 3.1064653e-04 4.0274732e-04 6.7173765e-04 7.6859692e-05 2.5340405e-04 7.3751728e-05 5.9503574e-05 + 7.9980576e-01 1.0000000e+00 8.5756920e-01 5.4195051e-07 3.1442985e-04 3.5479966e-05 4.2317968e-05 7.5574224e-05 5.6799365e-07 6.8548999e-06 2.3516794e-06 1.3861779e-06 + 8.9369748e-01 8.5756920e-01 1.0000000e+00 2.9997132e-06 4.9602878e-04 1.8291278e-04 1.6710628e-04 3.3423381e-04 5.3904268e-05 1.2855781e-04 1.7946839e-05 1.3946654e-05 + 1.8285326e-05 5.4194808e-07 2.9997183e-06 1.0000000e+00 1.1079411e-03 2.9612901e-04 2.5712840e-04 5.6226588e-04 4.1827446e-05 4.1104673e-04 9.0415023e-05 7.2956706e-05 + 1.1661046e-03 3.1442986e-04 4.9602879e-04 1.1079411e-03 1.0000000e+00 4.6331599e-04 1.2646638e-03 1.4583179e-03 1.7692347e-04 1.7223871e-03 1.5197226e-02 1.2999350e-02 + 3.1064652e-04 3.5479962e-05 1.8291277e-04 2.9612901e-04 4.6331599e-04 1.0000000e+00 1.8299730e-03 2.8486760e-02 4.0374171e-03 7.1178879e-03 7.6947902e-04 6.6717217e-04 + 4.0274732e-04 4.2317967e-05 1.6710628e-04 2.5712840e-04 1.2646638e-03 1.8299730e-03 1.0000000e+00 9.9486473e-03 1.2938428e-03 2.1469164e-03 2.1346063e-03 2.2130950e-03 + 6.7173765e-04 7.5574226e-05 3.3423381e-04 5.6226588e-04 1.4583179e-03 2.8486760e-02 9.9486473e-03 1.0000000e+00 3.4417155e-03 8.9097872e-03 1.4561486e-03 1.3138152e-03 + 7.6859689e-05 5.6799373e-07 5.3904272e-05 4.1827444e-05 1.7692347e-04 4.0374171e-03 1.2938428e-03 3.4417155e-03 1.0000000e+00 9.3284213e-01 2.9589884e-04 2.6168865e-04 + 2.5340405e-04 6.8548963e-06 1.2855782e-04 4.1104673e-04 1.7223871e-03 7.1178879e-03 2.1469164e-03 8.9097872e-03 9.3284213e-01 1.0000000e+00 1.5704462e-03 1.5755886e-03 + 7.3751729e-05 2.3516822e-06 1.7946841e-05 9.0415025e-05 1.5197226e-02 7.6947902e-04 2.1346063e-03 1.4561486e-03 2.9589884e-04 1.5704462e-03 1.0000000e+00 8.9967937e-01 + 5.9503566e-05 1.3861704e-06 1.3946652e-05 7.2956706e-05 1.2999350e-02 6.6717217e-04 2.2130950e-03 1.3138152e-03 2.6168864e-04 1.5755886e-03 8.9967937e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/ICMPCase2_Device_type_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/ICMPCase2_Device_type_classification_50000_bins.csv new file mode 100644 index 0000000..2535fde --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/ICMPCase2_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 5.6256853e-04 1.7579611e-04 1.4790929e-05 + 5.6256853e-04 1.0000000e+00 1.0839885e-02 1.0836472e-02 + 1.7579610e-04 1.0839885e-02 1.0000000e+00 2.1883724e-03 + 1.4790938e-05 1.0836472e-02 2.1883725e-03 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/SCP_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/SCP_Device_classification_50000_bins.csv new file mode 100644 index 0000000..c102798 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/SCP_Device_classification_50000_bins.csv @@ -0,0 +1,14 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file mode 100644 index 0000000..f60f683 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/SCP_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 9.6678504e-01 9.0041643e-01 9.9079786e-01 + 9.6678504e-01 1.0000000e+00 9.1871455e-01 9.7813874e-01 + 9.0041643e-01 9.1871455e-01 1.0000000e+00 8.9886859e-01 + 9.9079786e-01 9.7813874e-01 8.9886859e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/TCP_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/TCP_Device_classification_50000_bins.csv new file mode 100644 index 0000000..f2f64d9 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/TCP_Device_classification_50000_bins.csv @@ -0,0 +1,14 @@ + 1.0000000e+00 2.4069245e-01 2.2132539e-01 1.6240370e-01 9.6815626e-02 1.1301825e-01 1.3263802e-01 5.2653641e-02 3.3635913e-01 7.6998633e-02 1.8584651e-01 4.1168267e-02 2.3980216e-01 1.9345421e-01 + 2.4069245e-01 1.0000000e+00 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1.2188482e-02 1.0571833e-02 5.7126880e-03 6.2616044e-02 1.9475446e-01 1.9781412e-01 5.9185592e-02 4.0113301e-01 1.4855699e-01 1.0000000e+00 4.5989111e-02 4.1064827e-02 + 2.3980216e-01 8.6586725e-01 8.6556161e-01 8.2123357e-01 6.8700762e-01 8.7409301e-01 8.2860090e-01 1.0280820e-01 5.1698721e-01 1.8374208e-01 5.0190321e-01 4.5989111e-02 1.0000000e+00 9.9218550e-01 + 1.9345421e-01 8.3819301e-01 8.3909078e-01 7.7563732e-01 6.3959912e-01 8.7239640e-01 8.3370511e-01 9.8607343e-02 4.6871816e-01 1.7776358e-01 5.1965321e-01 4.1064827e-02 9.9218550e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/TCP_Device_type_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/TCP_Device_type_classification_50000_bins.csv new file mode 100644 index 0000000..0475cf8 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/TCP_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 6.2535707e-01 4.0128588e-01 8.2345904e-01 + 6.2535707e-01 1.0000000e+00 6.5619217e-01 7.3588251e-01 + 4.0128588e-01 6.5619217e-01 1.0000000e+00 5.1880085e-01 + 8.2345904e-01 7.3588251e-01 5.1880085e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/UDPCase1_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/UDPCase1_Device_classification_50000_bins.csv new file mode 100644 index 0000000..f68b393 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/UDPCase1_Device_classification_50000_bins.csv @@ -0,0 +1,14 @@ + 1.0000000e+00 9.9419615e-01 9.8213876e-01 5.5319951e-04 2.1388597e-04 3.9367561e-03 6.5709537e-02 3.3085345e-01 5.7173982e-01 2.8604713e-01 7.1345528e-03 5.5958822e-01 5.6644401e-01 5.6237601e-01 + 9.9419615e-01 1.0000000e+00 9.8456777e-01 4.3432831e-04 1.1637054e-04 5.8464211e-04 4.8656386e-02 3.1333450e-01 5.5894130e-01 2.6811707e-01 4.8910280e-03 5.4767853e-01 5.5772313e-01 5.5279916e-01 + 9.8213876e-01 9.8456777e-01 1.0000000e+00 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2.5382260e-04 1.4882190e-04 1.7741257e-03 5.7141955e-02 7.9088022e-01 7.9593051e-01 6.7732857e-01 2.3814470e-02 9.9085735e-01 1.0000000e+00 9.9897734e-01 + 5.6237601e-01 5.5279916e-01 6.6362553e-01 3.0308527e-04 1.7220569e-04 2.3078256e-03 5.8704001e-02 8.1105548e-01 7.9888721e-01 6.9978683e-01 3.0798184e-02 9.9234562e-01 9.9897734e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/UDPCase1_Device_type_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/UDPCase1_Device_type_classification_50000_bins.csv new file mode 100644 index 0000000..5b94ba1 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/UDPCase1_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 1.5754782e-01 4.1459617e-01 5.5802668e-01 + 1.5754782e-01 1.0000000e+00 4.2753348e-01 2.8074130e-01 + 4.1459617e-01 4.2753348e-01 1.0000000e+00 7.5080890e-01 + 5.5802668e-01 2.8074130e-01 7.5080890e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/UDPCase2_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/UDPCase2_Device_classification_50000_bins.csv new file mode 100644 index 0000000..25aaee0 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/UDPCase2_Device_classification_50000_bins.csv @@ -0,0 +1,14 @@ + 1.0000000e+00 1.8691626e-01 5.1921600e-01 8.4306382e-01 8.2034508e-01 9.9792376e-01 9.8267782e-01 7.3204397e-01 8.8533112e-01 9.4229731e-01 9.7745072e-01 1.9311327e-01 5.6198853e-01 5.8427472e-01 + 1.8691626e-01 1.0000000e+00 8.7557859e-01 1.9806662e-03 4.0144258e-04 2.0378091e-01 2.9866028e-01 6.1688146e-01 1.4913803e-02 1.5395921e-01 1.1396042e-01 9.4579307e-01 8.4775709e-01 8.3140322e-01 + 5.1921600e-01 8.7557859e-01 1.0000000e+00 1.5151721e-01 1.3287384e-01 5.3795440e-01 6.4734883e-01 8.8024280e-01 2.1425638e-01 4.6649908e-01 4.1893126e-01 8.5290966e-01 9.9539330e-01 9.9350789e-01 + 8.4306382e-01 1.9806662e-03 1.5151721e-01 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2.0269814e-01 1.8260145e-01 6.0505391e-01 7.0907890e-01 9.0351279e-01 2.6504297e-01 5.2098002e-01 4.7716181e-01 7.9913440e-01 9.9945171e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/UDPCase2_Device_type_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/UDPCase2_Device_type_classification_50000_bins.csv new file mode 100644 index 0000000..2fac0b7 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/UDPCase2_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 9.9296039e-01 9.4875448e-01 7.7423238e-01 + 9.9296039e-01 1.0000000e+00 9.6958045e-01 7.3251951e-01 + 9.4875448e-01 9.6958045e-01 1.0000000e+00 6.1316480e-01 + 7.7423238e-01 7.3251951e-01 6.1316480e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/UDPCase3_Device_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/UDPCase3_Device_classification_50000_bins.csv new file mode 100644 index 0000000..fa4c140 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/UDPCase3_Device_classification_50000_bins.csv @@ -0,0 +1,14 @@ + 1.0000000e+00 9.5677373e-01 9.4544435e-01 9.0405919e-01 1.1559835e-01 8.8782692e-01 8.6242257e-01 9.6821732e-02 8.8556299e-01 3.3264498e-01 1.0282523e-03 1.1594290e-04 7.7986439e-01 7.1426392e-01 + 9.5677373e-01 1.0000000e+00 9.9738706e-01 9.4816759e-01 1.3344116e-01 9.2222011e-01 9.1783799e-01 8.0215994e-02 7.4638320e-01 3.2884665e-01 8.7585031e-05 9.8291392e-05 8.0435581e-01 7.4279431e-01 + 9.4544435e-01 9.9738706e-01 1.0000000e+00 9.3298148e-01 1.1617274e-01 9.0141458e-01 9.1073066e-01 7.1360645e-02 7.1669259e-01 3.1161129e-01 8.3606640e-05 6.8401220e-05 7.7795201e-01 7.1422137e-01 + 9.0405919e-01 9.4816759e-01 9.3298148e-01 1.0000000e+00 3.0592768e-01 9.8983739e-01 9.0982921e-01 1.1809485e-01 7.0999671e-01 3.5167543e-01 2.0545443e-03 1.1933763e-04 8.9957937e-01 8.7476725e-01 + 1.1559835e-01 1.3344116e-01 1.1617274e-01 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3.5167543e-01 7.4797128e-02 4.3015957e-01 4.3016396e-01 3.0124225e-01 3.0164300e-01 1.0000000e+00 5.3062664e-02 1.3344530e-02 2.9887760e-01 2.9293354e-01 + 1.0282523e-03 8.7585024e-05 8.3606632e-05 2.0545443e-03 3.6965171e-03 4.0477185e-03 1.5443411e-04 5.0602655e-02 6.7245640e-03 5.3062664e-02 1.0000000e+00 4.1176616e-05 3.8090737e-04 1.0492948e-03 + 1.1594290e-04 9.8291393e-05 6.8401215e-05 1.1933763e-04 6.7362142e-05 2.7598211e-04 2.0146148e-02 3.7957716e-01 3.4346938e-04 1.3344530e-02 4.1176614e-05 1.0000000e+00 5.2708683e-04 7.5373291e-04 + 7.7986439e-01 8.0435581e-01 7.7795201e-01 8.9957937e-01 4.2640506e-01 8.9538639e-01 7.8109965e-01 1.4044980e-01 6.6225589e-01 2.9887760e-01 3.8090737e-04 5.2708684e-04 1.0000000e+00 9.8836925e-01 + 7.1426392e-01 7.4279431e-01 7.1422137e-01 8.7476725e-01 5.3165706e-01 8.7649672e-01 7.3906819e-01 1.5567102e-01 6.0139853e-01 2.9293354e-01 1.0492948e-03 7.5373291e-04 9.8836925e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 2/UDPCase3_Device_type_classification_50000_bins.csv b/Results/R squared results/Results in KDP step 2/UDPCase3_Device_type_classification_50000_bins.csv new file mode 100644 index 0000000..b05b4c9 --- /dev/null +++ b/Results/R squared results/Results in KDP step 2/UDPCase3_Device_type_classification_50000_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 9.2267764e-01 2.5025532e-01 9.2963107e-01 + 9.2267764e-01 1.0000000e+00 3.4644668e-01 8.4209781e-01 + 2.5025532e-01 3.4644668e-01 1.0000000e+00 2.3293309e-01 + 9.2963107e-01 8.4209781e-01 2.3293309e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/*README b/Results/R squared results/Results in KDP step 3/*README new file mode 100644 index 0000000..f8a991b --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/*README @@ -0,0 +1,5 @@ +This folder contains R squared results obtained after the data cleaning subphase of pre-processing that was performed in Section IV-C of the tutorial paper. + +While Section IV-C presents only partial results for the "device classification" TCP case, this folder presents full results for TCP and the remaining traffic cases: UDP (Case 1, Case 2, Case 3), ICMP (Case 1, Case 2), SCP. +For more details about the dataset of the remaining traffic cases, please refer to the paper "GTID: A Technique for Physical Device and Device Type Fingerprinting" (http://www.citeulike.org/group/5303/article/13432786). + diff --git a/Results/R squared results/Results in KDP step 3/ICMPCase1_Device_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/ICMPCase1_Device_classification_500_bins.csv new file mode 100644 index 0000000..b11edc2 --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/ICMPCase1_Device_classification_500_bins.csv @@ -0,0 +1,12 @@ + 1.0000000e+00 8.8765936e-01 9.8913371e-01 4.8212230e-03 5.0385142e-03 1.0509922e-04 1.3983502e-03 5.6976320e-04 4.5831875e-05 2.6342449e-04 3.2915065e-04 3.7813779e-04 + 8.8765936e-01 1.0000000e+00 8.9639930e-01 6.5032337e-04 4.4544003e-04 3.7792493e-06 1.4457199e-04 6.2862672e-05 4.8850039e-06 8.1537840e-06 2.4674570e-07 1.0564291e-06 + 9.8913371e-01 8.9639930e-01 1.0000000e+00 4.1791680e-03 4.1675538e-03 6.4472206e-05 1.6822058e-03 4.5978080e-04 5.3187945e-05 2.4889150e-04 6.7269113e-04 7.3501126e-04 + 4.8212230e-03 6.5032337e-04 4.1791680e-03 1.0000000e+00 9.2169017e-01 2.0719632e-04 7.2602626e-03 1.9029213e-03 4.8263442e-04 2.0529394e-03 2.0520297e-03 2.4907094e-03 + 5.0385142e-03 4.4544003e-04 4.1675538e-03 9.2169017e-01 1.0000000e+00 1.5723468e-04 8.3380140e-03 2.1323509e-03 3.3410959e-04 1.9927413e-03 2.3985091e-03 2.9553791e-03 + 1.0509922e-04 3.7792494e-06 6.4472206e-05 2.0719632e-04 1.5723468e-04 1.0000000e+00 6.1471297e-03 3.0772120e-01 9.8815518e-03 2.3126575e-02 8.5319787e-04 9.8699666e-04 + 1.3983502e-03 1.4457199e-04 1.6822058e-03 7.2602626e-03 8.3380140e-03 6.1471297e-03 1.0000000e+00 1.9683194e-02 3.1457484e-02 2.6204286e-02 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squared results/Results in KDP step 3/ICMPCase1_Device_type_classification_500_bins.csv new file mode 100644 index 0000000..c09407f --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/ICMPCase1_Device_type_classification_500_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 2.2140364e-03 2.9688805e-04 1.6669766e-04 + 2.2140364e-03 1.0000000e+00 2.3052049e-02 3.2744481e-03 + 2.9688805e-04 2.3052049e-02 1.0000000e+00 1.4725099e-02 + 1.6669766e-04 3.2744481e-03 1.4725099e-02 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/ICMPCase2_Device_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/ICMPCase2_Device_classification_500_bins.csv new file mode 100644 index 0000000..db3689e --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/ICMPCase2_Device_classification_500_bins.csv @@ -0,0 +1,12 @@ + 1.0000000e+00 9.9145731e-01 9.9854499e-01 2.1222187e-06 3.0671940e-03 9.1763068e-04 1.6118019e-03 2.6034233e-03 2.7454822e-04 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2.9117089e-02 9.9214074e-01 1.0000000e+00 9.9893484e-01 + 7.7610795e-01 7.7024816e-01 8.2775588e-01 5.4744789e-05 4.1522500e-06 4.7799198e-03 1.1476487e-01 8.4046014e-01 7.9338707e-01 7.2888219e-01 3.6994975e-02 9.9355284e-01 9.9893484e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/UDPCase1_Device_type_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/UDPCase1_Device_type_classification_500_bins.csv new file mode 100644 index 0000000..baf8eb3 --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/UDPCase1_Device_type_classification_500_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 2.7548171e-01 5.3308748e-01 7.1787262e-01 + 2.7548171e-01 1.0000000e+00 5.6844414e-01 4.0231066e-01 + 5.3308748e-01 5.6844414e-01 1.0000000e+00 7.5315814e-01 + 7.1787262e-01 4.0231066e-01 7.5315814e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/UDPCase2_Device_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/UDPCase2_Device_classification_500_bins.csv new file mode 100644 index 0000000..7089022 --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/UDPCase2_Device_classification_500_bins.csv @@ -0,0 +1,14 @@ + 1.0000000e+00 1.7395197e-01 3.9743920e-01 3.5995062e-01 2.3163334e-01 8.4464360e-01 7.1802924e-01 3.4954921e-01 7.5576091e-01 5.0241909e-01 3.0857156e-01 1.9355762e-01 3.4104375e-01 3.5781070e-01 + 1.7395197e-01 1.0000000e+00 8.4653780e-01 6.9735326e-05 2.0427331e-05 2.4313929e-02 5.3459410e-02 7.3735184e-02 2.2407793e-03 6.1534230e-02 2.8344338e-02 8.5534507e-01 1.7730287e-01 1.8004073e-01 + 3.9743920e-01 8.4653780e-01 1.0000000e+00 1.1912597e-01 8.0835910e-02 1.7917360e-01 3.2623776e-01 2.7043977e-01 1.0296446e-01 2.5844022e-01 7.3968275e-02 8.4611597e-01 2.9138107e-01 3.0233421e-01 + 3.5995062e-01 6.9735326e-05 1.1912597e-01 1.0000000e+00 7.8067757e-01 5.1612983e-01 7.5965893e-01 1.0763249e-01 5.7053434e-01 3.8642319e-01 6.3076447e-02 1.0022817e-04 1.3116746e-01 1.4348562e-01 + 2.3163334e-01 2.0427332e-05 8.0835910e-02 7.8067757e-01 1.0000000e+00 3.5651686e-01 5.1054963e-01 1.0169127e-01 3.8595294e-01 2.6828087e-01 4.9269593e-02 1.4944208e-05 9.4736818e-02 1.0682869e-01 + 8.4464360e-01 2.4313929e-02 1.7917360e-01 5.1612983e-01 3.5651686e-01 1.0000000e+00 8.2057803e-01 3.1484865e-01 7.9013285e-01 5.1261150e-01 2.4830225e-01 3.1732447e-02 3.5578071e-01 3.7448913e-01 + 7.1802924e-01 5.3459410e-02 3.2623776e-01 7.5965893e-01 5.1054963e-01 8.2057803e-01 1.0000000e+00 4.3111045e-01 6.9154909e-01 5.9884753e-01 1.6488287e-01 9.6749463e-02 3.3598115e-01 3.5699216e-01 + 3.4954921e-01 7.3735184e-02 2.7043977e-01 1.0763249e-01 1.0169127e-01 3.1484865e-01 4.3111045e-01 1.0000000e+00 1.8982303e-01 4.9890592e-01 1.8906311e-01 2.9960582e-01 1.9535010e-01 2.1022019e-01 + 7.5576091e-01 2.2407793e-03 1.0296446e-01 5.7053434e-01 3.8595294e-01 7.9013285e-01 6.9154909e-01 1.8982303e-01 1.0000000e+00 5.5225687e-01 4.6047402e-01 4.3673398e-03 1.8249576e-01 1.9686677e-01 + 5.0241909e-01 6.1534230e-02 2.5844022e-01 3.8642319e-01 2.6828087e-01 5.1261150e-01 5.9884753e-01 4.9890592e-01 5.5225687e-01 1.0000000e+00 5.5128801e-01 1.1683075e-01 1.8932600e-01 2.0800538e-01 + 3.0857156e-01 2.8344338e-02 7.3968275e-02 6.3076447e-02 4.9269593e-02 2.4830225e-01 1.6488287e-01 1.8906311e-01 4.6047402e-01 5.5128801e-01 1.0000000e+00 3.6301692e-02 9.9366017e-02 1.0891143e-01 + 1.9355762e-01 8.5534507e-01 8.4611597e-01 1.0022817e-04 1.4944208e-05 3.1732447e-02 9.6749463e-02 2.9960582e-01 4.3673398e-03 1.1683075e-01 3.6301692e-02 1.0000000e+00 1.8274094e-01 1.8796822e-01 + 3.4104375e-01 1.7730287e-01 2.9138107e-01 1.3116746e-01 9.4736818e-02 3.5578071e-01 3.3598115e-01 1.9535010e-01 1.8249576e-01 1.8932600e-01 9.9366017e-02 1.8274094e-01 1.0000000e+00 9.9910445e-01 + 3.5781070e-01 1.8004073e-01 3.0233421e-01 1.4348562e-01 1.0682869e-01 3.7448913e-01 3.5699216e-01 2.1022019e-01 1.9686677e-01 2.0800538e-01 1.0891143e-01 1.8796822e-01 9.9910445e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/UDPCase2_Device_type_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/UDPCase2_Device_type_classification_500_bins.csv new file mode 100644 index 0000000..44f9578 --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/UDPCase2_Device_type_classification_500_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 5.1444432e-01 5.2642189e-01 3.4766787e-01 + 5.1444432e-01 1.0000000e+00 6.2531459e-01 3.8186326e-01 + 5.2642189e-01 6.2531459e-01 1.0000000e+00 2.7369337e-01 + 3.4766787e-01 3.8186326e-01 2.7369337e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/UDPCase3_Device_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/UDPCase3_Device_classification_500_bins.csv new file mode 100644 index 0000000..fbc0063 --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/UDPCase3_Device_classification_500_bins.csv @@ -0,0 +1,14 @@ + 1.0000000e+00 9.5195935e-01 9.3828972e-01 9.4810731e-01 6.3898764e-01 9.4525337e-01 8.6810248e-01 1.6127366e-01 8.9043964e-01 3.3069110e-01 1.2579410e-03 1.3646147e-04 8.9743450e-01 8.8707577e-01 + 9.5195935e-01 1.0000000e+00 9.9879922e-01 9.9454077e-01 6.9173076e-01 9.7950000e-01 9.3025987e-01 1.3768133e-01 7.2751036e-01 3.2765883e-01 1.6923744e-04 1.4335216e-04 9.1809645e-01 9.1392772e-01 + 9.3828972e-01 9.9879922e-01 1.0000000e+00 9.9197424e-01 6.8702350e-01 9.7275237e-01 9.2748413e-01 1.2856054e-01 7.0049943e-01 3.1130250e-01 1.0307309e-04 7.5304877e-05 9.1039186e-01 9.0645611e-01 + 9.4810731e-01 9.9454077e-01 9.9197424e-01 1.0000000e+00 7.4050630e-01 9.9133623e-01 9.2727071e-01 1.4796105e-01 7.2643900e-01 3.4996509e-01 2.8153900e-03 1.2033452e-04 9.3246935e-01 9.3310037e-01 + 6.3898764e-01 6.9173076e-01 6.8702350e-01 7.4050630e-01 1.0000000e+00 7.3657356e-01 6.4087211e-01 1.3342529e-01 4.6913589e-01 2.4036193e-01 7.4888711e-03 3.8893182e-05 7.7785858e-01 8.1438972e-01 + 9.4525337e-01 9.7950000e-01 9.7275237e-01 9.9133623e-01 7.3657356e-01 1.0000000e+00 9.2539473e-01 1.7203464e-01 7.4182192e-01 4.3116304e-01 7.4657812e-03 4.3382037e-04 9.2277426e-01 9.2527281e-01 + 8.6810248e-01 9.3025987e-01 9.2748413e-01 9.2727071e-01 6.4087211e-01 9.2539473e-01 1.0000000e+00 3.2220774e-01 6.4549660e-01 4.2354686e-01 1.1171581e-04 2.3645179e-02 8.5519942e-01 8.5415874e-01 + 1.6127366e-01 1.3768133e-01 1.2856054e-01 1.4796105e-01 1.3342529e-01 1.7203464e-01 3.2220774e-01 1.0000000e+00 1.8233290e-01 3.9299399e-01 6.2258462e-02 3.4911572e-01 1.5997370e-01 1.6632416e-01 + 8.9043964e-01 7.2751036e-01 7.0049943e-01 7.2643900e-01 4.6913589e-01 7.4182192e-01 6.4549660e-01 1.8233290e-01 1.0000000e+00 3.0158002e-01 7.7992068e-03 4.7516731e-04 7.2823036e-01 7.1233922e-01 + 3.3069110e-01 3.2765883e-01 3.1130250e-01 3.4996509e-01 2.4036193e-01 4.3116304e-01 4.2354686e-01 3.9299399e-01 3.0158002e-01 1.0000000e+00 7.7050917e-02 2.5513951e-02 3.2175496e-01 3.2993135e-01 + 1.2579410e-03 1.6923744e-04 1.0307309e-04 2.8153900e-03 7.4888711e-03 7.4657812e-03 1.1171581e-04 6.2258462e-02 7.7992068e-03 7.7050917e-02 1.0000000e+00 1.5271991e-05 7.0474357e-04 1.6402598e-03 + 1.3646147e-04 1.4335216e-04 7.5304877e-05 1.2033452e-04 3.8893182e-05 4.3382037e-04 2.3645179e-02 3.4911572e-01 4.7516731e-04 2.5513951e-02 1.5271991e-05 1.0000000e+00 3.8358266e-04 7.2779530e-04 + 8.9743450e-01 9.1809645e-01 9.1039186e-01 9.3246935e-01 7.7785858e-01 9.2277426e-01 8.5519942e-01 1.5997370e-01 7.2823036e-01 3.2175496e-01 7.0474357e-04 3.8358266e-04 1.0000000e+00 9.9747368e-01 + 8.8707577e-01 9.1392772e-01 9.0645611e-01 9.3310037e-01 8.1438972e-01 9.2527281e-01 8.5415874e-01 1.6632416e-01 7.1233922e-01 3.2993135e-01 1.6402598e-03 7.2779530e-04 9.9747368e-01 1.0000000e+00 diff --git a/Results/R squared results/Results in KDP step 3/UDPCase3_Device_type_classification_500_bins.csv b/Results/R squared results/Results in KDP step 3/UDPCase3_Device_type_classification_500_bins.csv new file mode 100644 index 0000000..adf7013 --- /dev/null +++ b/Results/R squared results/Results in KDP step 3/UDPCase3_Device_type_classification_500_bins.csv @@ -0,0 +1,4 @@ + 1.0000000e+00 9.4256808e-01 2.8468862e-01 9.4813275e-01 + 9.4256808e-01 1.0000000e+00 3.6988967e-01 8.9319233e-01 + 2.8468862e-01 3.6988967e-01 1.0000000e+00 2.7980324e-01 + 9.4813275e-01 8.9319233e-01 2.7980324e-01 1.0000000e+00 diff --git a/Scripts/KD step 2 and 3/ConcatType.m b/Scripts/KD step 2 and 3/ConcatType.m new file mode 100644 index 0000000..ffdb225 --- /dev/null +++ b/Scripts/KD step 2 and 3/ConcatType.m @@ -0,0 +1,48 @@ + +function newdata=ConcatType(data) + +% ConcatType Concatenates datasets from the same device type +% ConcatType(A) concatenates rows within cell array variable A from the same device type. +% E.g. for TCP, UDP and SCP rows 1-5 are IATs from Dells + + +%Initialize vectors for IATs from the same device type +dn=[]; %# Dell devices +ipad=[]; %# iPad devices +iphone=[]; %# iPhone devices +nokia=[]; %# Nokia devices + +newdata={[]}; +numDevices=size(data,1); %Total number of devices + +for j=1:numDevices + + if numDevices==14 %# Look at all traffic types that have traces from 14 devices + if j<6 %# First 5 devices (rows in datMatrix) are of type Dell + dn=[dn data{j}]; + elseif j>5 && j<9 %# Next 3 devices are of type iPad + ipad=[ipad data{j}]; + elseif j>8 && j<13 + iphone=[iphone data{j}]; %# Next 4 devices are of type iPhone + else + nokia=[nokia data{j}]; %# Last 2 devices are of type Nokia + end + elseif numDevices==12 + %Look at ICMP traces which have 12 device traces (3 Dell + %devices compared to 5 for other traffic cases) + if j<4 + dn=[dn data{j}]; %# First 3 devices (rows in datMatrix) are of type Dell + elseif j>3 && j<7 + ipad=[ipad data{j}]; + elseif j>6 && j<11 + iphone=[iphone data{j}]; + else + nokia=[nokia data{j}]; + + end + end +end + +newdata={dn; ipad; iphone; nokia}; + +end diff --git a/Scripts/KD step 2 and 3/CreateHist.m b/Scripts/KD step 2 and 3/CreateHist.m new file mode 100644 index 0000000..8600b9e --- /dev/null +++ b/Scripts/KD step 2 and 3/CreateHist.m @@ -0,0 +1,70 @@ +function CreateHist(filePath, traffic, Case, nBins, type, threshold) + +% CreateHist Creates scale-adjusted histograms of IATs collected from the GaTech isolated testbed fingerprinted devices and +% exports them into a cell array variable (in filePath), where each row is a vector of +% IATs from a particular device or device type. +%Set Case to 0 if the traffic does not have a specific number case (e.g. +%TCP) +% Set type to 0 for obtaining histograms of individual devices. +% Set type to 1 for obtaining histograms of devices types. +% Set cutoff to 0 if no preprocessing is used. +% +% CreateHist('~/isolatedTestbedData/', 'UDP', 1, 50000, 0, 0) creates +% scale-adjusted histograms with 50000 bins from filePath '~/isolatedTestbedData/' for the UDP Case 1 +% traffic without preprocessing the data. +% +% CreateHist('~/isolatedTestbedData/', 'TCP', 0, 500, 1, 0.1) creates +% scale-adjusted histograms with 500 bins based on preprocessed IAT data using cleaning with threshold=0.1 +% from filePath '~/isolatedTestbedData/' for the TCP traffic. + +%Set the full path to the IAT measurements variables +if Case==0; + dir=strcat(filePath, traffic, '/'); +else + dir=strcat(filePath, traffic, '/' ,'Case', int2str(Case), '/'); +end + + +%Load the IAT datasets into a cell array +data=LoadDataset(dir, traffic); %#Each row corresponds to IATs from one device. + +% Check if device or device types are considered + +if type==1 + %Call function to concatenate IAT traces from the same device type + data=ConcatType(data); +elseif type~=0 + error('Wrong type parameter value!') +end + +if threshold>0 + %Call function to preprocess the data (data cleaning) + data=DataCleaning(data, threshold); +elseif threshold<0 + error('Wrong preprocessing parameter value!') +end + +%Export the IAT traces into one cell array variable, one row corresponds to +%one device or device type +dst=filePath; %# Change path for exporting the histMatrix here +save(strcat(dst,'dataMatrix'), 'data') + +% Find the minimum and maximum IAT from all traces and use for +% scale-adjusting all histograms + +minY = min([data{:}]); +maxY = max([data{:}]); + +Y=[]; %# Y stores the distribution of IATs, each row corresponds to the IAT frequencies of one device +X=[]; %# X stores the bin centers of the IAT distributions, each row corresponds bins of one device + +%Create scale-adjusted HISTOGRAMS +for i=1:length(data) + + [Y(i,:),X(i,:)]=scaleHistograms(data{i},minY,maxY,nBins); + +end +%Export histograms matrix +save(strcat(dst,'histMatrix'), 'Y','X'); + +end \ No newline at end of file diff --git a/Scripts/KD step 2 and 3/DataCleaning.m b/Scripts/KD step 2 and 3/DataCleaning.m new file mode 100644 index 0000000..8a5277f --- /dev/null +++ b/Scripts/KD step 2 and 3/DataCleaning.m @@ -0,0 +1,17 @@ + +function newdata=DataCleaning(data, c) + +%DataCleaning preprocesses the fingerprinting datasets using data +%cleaning (removing outliers). +% newD=DataCleaning(D, c) removes outliers in dataset (cell array) D starting from +% threshold c and returns the new cleaned dataset newD. + +newdata={[]}; + +for i=1:length(data) + temp=data{i}; + temp(temp>c)=0; + newdata{i,:}=temp(find(temp~=0)); + end + +end \ No newline at end of file diff --git a/Scripts/KD step 2 and 3/FiveNumSummary.m b/Scripts/KD step 2 and 3/FiveNumSummary.m new file mode 100644 index 0000000..ece83d6 --- /dev/null +++ b/Scripts/KD step 2 and 3/FiveNumSummary.m @@ -0,0 +1,34 @@ + +%This code calculates the statistical moments for the TCP dataset + +%First run CreateHist(dir, traffic, Case, nBins, type, threshold) to +%obtain the dataMatrix. For this set: +%- 'dir' to as the path to the isolated testbed dataset +%- 'traffic' to the traffic type of traces, e.g. 'TCP' +%- 'Case' to the traffic case, e.g. 1 if traffic=UDP, 0 if traffic=TCP +%- nBins=0, type=0, threshold=0 + +clear all; +clc; + +%## Provide path to the IAT dataset cell array that was exported by CreateHist() +dir='~/isolatedTestbedData/'; + +file=strcat(dir,'dataMatrix.mat'); +load(file); + +minimum=[]; +Q1=[]; +medianval=[]; +Q3=[]; +maximum=[]; + +%Calculate the five number summary +for i=1:size(data,1) + d=[data{i}]; + minimum(i,1)=min(data{i}); + Q1(i,1)=median(d(find(dmedian(d)))); + maximum(i,1)=max(data{i}); +end \ No newline at end of file diff --git a/Scripts/KD step 2 and 3/LoadDataset.m b/Scripts/KD step 2 and 3/LoadDataset.m new file mode 100644 index 0000000..10cb26f --- /dev/null +++ b/Scripts/KD step 2 and 3/LoadDataset.m @@ -0,0 +1,36 @@ + +function data=LoadDataset(filePath, traffic) +% LoadDataset Loads all fingerprinting datasets for a particular traffic +% case anad stores them into a cell array variable. +% +% A=LoadDataset('~/isolatedTestbedData/TCP/', 'TCP') loads the isolated testbed dataset +% from TCP case form the filePath '~/isolatedTestbedData/TCP/' and stores in cell array A. +% +% A=LoadDataset('~/isolatedTestbedData/UDP/Case1/', 'UDP') loads the UDP Case1 isolated testbed dataset +% from the filePath '~/isolatedTestbedData/UDP/Case1/' and stores in cell array A. + + +%Variable numDev depends on the number of different devices from which data has been collected +if strcmp(traffic, 'ICMP') + numDev=12; +else + numDev=14; %# TCP, UDP and SCP have traces from 14 devices +end + +%Load the content of files in filePath into one matrix +data=cell(numDev,1); + + dirData = dir(filePath); %# Get the data for the current directory + dirIndex = [dirData.isdir]; %# Find the index for directories + fileList = {dirData(~dirIndex).name}'; %# Get a list of the files + if ~isempty(fileList) + fileList = cellfun(@(x) fullfile(filePath,x),... %# Prepend path to files + fileList,'UniformOutput',false); + end + + for i = 1:length(fileList) + val=load(fileList{i},'iat'); + data{i}=val.iat; %# Load the iat variables + end + +end \ No newline at end of file diff --git a/Scripts/KD step 2 and 3/README.rst b/Scripts/KD step 2 and 3/README.rst new file mode 100644 index 0000000..c61089f --- /dev/null +++ b/Scripts/KD step 2 and 3/README.rst @@ -0,0 +1,33 @@ + +Follow the intructions below to obtain the **R squared results** for data analysis of the GaTech isolated testbed dataset from http://crawdad.org/gatech/fingerprinting/ . + +1. Run function **CreateHist(filePath, traffic, Case, nBins, type, threshold)** + +Set proper function parameters (see MATLAB help for function CreateHist). +Uses function LoadDataset() to load the GaTech IATs files into one cell array variable and creates histograms to approximate the distribution of IATs for each wireless device or device type. Exports the histograms in variable called *histMatrix* and the IAT traces in the cell array *dataMatrix* (the last one will be further used in the KD step 4). + +2. Run **RSquared.m** script +Inside the script the path to the histograms matrix obtained in 1, has to be provided. +Calculates R squared between the IAT histograms. + +**Examples** + +1. Calculate the R squared between *individual devices* for TCP case using raw data (without data cleaning) as in the Tutorial paper: +``CreateHist('~/isolatedTestbedData/', 'TCP', 0, 50000, 0, 0)``, then +``RSquared`` + +2. Calculate the R squared between *individual devices* for UDP Case 1 using raw data (without data cleaning): +``CreateHist('~/isolatedTestbedData/', 'UDP', 1, 50000, 0, 0)``, then +``RSquared`` + +3. Calculate the R squared between *device types* for TCP case using raw data (without data cleaning) as in the Tutorial paper: +``CreateHist('~/isolatedTestbedData/', 'TCP', 0, 50000, 1, 0)``, then +``RSquared`` + +4. Calculate the R squared between *individual devices* for TCP case including data cleaning (KD step 3) with threshold 0.1 as in the Tutorial paper: +``CreateHist('~/isolatedTestbedData/', 'TCP', 0, 500, 1, 0.1)``, then +``RSquared`` + +For more help use MATLAB ``help *functionName*`` (add function to MATLAB search path) and see comments inside the code. + + diff --git a/Scripts/KD step 2 and 3/RSquared.m b/Scripts/KD step 2 and 3/RSquared.m new file mode 100644 index 0000000..2d77126 --- /dev/null +++ b/Scripts/KD step 2 and 3/RSquared.m @@ -0,0 +1,26 @@ + +%This script calculates R squared between IAT histograms of wireless devices or device types + +clc; +clear all; + +%## Provide path to the histogram cell array that was exported by CreateHist() +% If not changed it is the same path as provided as parameter to CreateHist() +dir='~/isolatedTestbedData/'; + +file=strcat(dir,'histMatrix.mat'); +load(file,'Y'); +multiR2=[]; + +for i=1:size(Y,1) + y=Y(i,:)'; + for j=1:size(Y,1) + Z=ones(length(Y),1); + Z=[Z Y(j,:)']; + [b,bint,r,rint,stats]=regress(y,Z); + multiR2(i,j)=stats(1); + end +end +%Export R2 table +dst=dir; %# Change path for exporting the histMatrix here +save(strcat(dst,'R2.csv'),'multiR2','-ascii'); diff --git a/Scripts/KD step 2 and 3/scaleHistograms.m b/Scripts/KD step 2 and 3/scaleHistograms.m new file mode 100644 index 0000000..b43bc54 --- /dev/null +++ b/Scripts/KD step 2 and 3/scaleHistograms.m @@ -0,0 +1,20 @@ +%scaleHistograms finds and returns frequency counts and bin centers of +%scale-adjusted histograms. +% +% [C, B] = scaleHistograms(Y, minY, maxY, N) returns counts C and +% bin centers B for histograms binned with N bins of IATs contained in rows of cell array Y, and +% adjusts them according to values minY and maxY. + + +function [counts,bins] = scaleHistograms(y, minY, maxY, nBins) + + yA2 = [y minY maxY]; + [counts1, bins] = hist(yA2, nBins); + [counts0, bins0] = hist(y, nBins); + %# Remove extrema placeholders from counts + histEnds = zeros(size(bins)); + histEnds(1) = 1; %# Removes minimum placeholder + histEnds(end) = 1; %# Removes maximum placeholder + counts = counts1-histEnds; + +end diff --git a/Scripts/KD step 4/Classification.m b/Scripts/KD step 4/Classification.m new file mode 100644 index 0000000..120725e --- /dev/null +++ b/Scripts/KD step 4/Classification.m @@ -0,0 +1,55 @@ +%Creating the dataset for wireless device classification +clc; +clear all; + +%%%%%%%% Initialize parameters below %%%%%%%%%% + +%Provide the Window Size parameter +step=5000; %# E.g. step=5000 as in the paper +nBins=500; %# 500 as in the paper +%## Provide path to the IAT dataset cell array that was exported by CreateHist() +% If not changed it is the same path as provided as parameter to CreateHist() +dir='~/isolatedTestbedData/'; + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +file=strcat(dir,'dataMatrix.mat'); +load(file); + +slicedData={[]}; %# Stores the new dataset with more training examples according to the Window Size defined in step +class=[]; %# This vector stores the label values for each new training examples in slicedData +index=1; +for i=1:length(data) + temp=data{i}; + n=1; + for j=1:step:length(data{i}) + if j>=(length(data{i})-step) + continue; + else + slicedData{index,:}=[temp(:,j:step*n)]; + end + %Class assignment for labels for each new training example + class(index,:)=i; + + n=n+1; + index=index+1; + end +end +% Find the minimum and maximum IAT from all sliced traces and use for +% scale-adjusting all histograms + +minY = min([slicedData{:}]); +maxY = max([slicedData{:}]); + +%Create scale-adjusted HISTOGRAMS = training examples +for i=1:size(slicedData,1) + + [Y(i,:),X(i,:)]=scaleHistograms(slicedData{i},minY,maxY,nBins); + +end + + +%Creating dataset for Weka: features + labels +Z=[Y class]; +csvwrite((strcat(dir,'TrainingSet.csv')), Z); +sprintf('Done! \n') diff --git a/Scripts/KD step 4/Dataset_DevType_Classification.py b/Scripts/KD step 4/Dataset_DevType_Classification.py new file mode 100644 index 0000000..5ebe22c --- /dev/null +++ b/Scripts/KD step 4/Dataset_DevType_Classification.py @@ -0,0 +1,39 @@ +''' +Created on Jul 27, 2015 + +@author: mkulin +This file creates the training dataset for Weka by adding the header naming row and modifying the class labels from numeric to nominal values +''' +import csv +pathToCSVfile='/home/mkulin/Documents/UGhent/Progress/January/TUTORIAL_paper/DATASETS/isolatedTestbedData/' +inputFilename='TrainingSet.csv' +outputFilename='TrainingSet_final.csv' +inputcsvfile=pathToCSVfile+inputFilename +outputcsvfile=pathToCSVfile+outputFilename +dataset=csv.reader(open(inputcsvfile)) +#Set the number of bins +bins=500 #E.g. 500 (for cleaned dataset) as in the paper +lines=[] +firstrow=[] +#Create the row for naming the features and labels +for i in range(bins+1): + firstrow.append('B'+str(i+1)) +lines.append(firstrow) + +#Convert 4 numeric class labels for device type classification to nominal labels +for instance in dataset: + if instance[bins]=='1': + instance[bins]='dell' + elif instance[bins]=='2': + instance[bins]='ipad' + elif instance[bins]=='3': + instance[bins]='iphone' + elif instance[bins]=='4': + instance[bins]='nokia' + lines.append(instance) + #print lines + + + +writer = csv.writer(open(outputcsvfile, 'w')) +writer.writerows(lines) \ No newline at end of file diff --git a/Scripts/KD step 4/Dataset_Dev_Classification.py b/Scripts/KD step 4/Dataset_Dev_Classification.py new file mode 100644 index 0000000..ec0869a --- /dev/null +++ b/Scripts/KD step 4/Dataset_Dev_Classification.py @@ -0,0 +1,60 @@ +''' +Created on Jul 27, 2015 + +@author: mkulin +This file creates the training dataset for Weka by adding the header naming row and modifying the class labels from numeric to nominal values +''' +import csv +pathToCSVfile='/home/mkulin/Documents/UGhent/Progress/January/TUTORIAL_paper/DATASETS/isolatedTestbedData/' +inputFilename='TrainingSet.csv' +outputFilename='TrainingSet_final.csv' +inputcsvfile=pathToCSVfile+inputFilename +outputcsvfile=pathToCSVfile+outputFilename +dataset=csv.reader(open(inputcsvfile)) +#Set the number of bins +bins=500 #E.g. 500 (for cleaned dataset) or 50000 (for raw dataset), as in the paper +lines=[] +firstrow=[] +#Create the row for naming the features and labels +for i in range(bins+1): + firstrow.append('B'+str(i+1)) +lines.append(firstrow) + +#Convert the numeric class labels for device classification to nominal labels +##Note: If evaluating ICMP use only 3 dell devices! +for instance in dataset: + if instance[bins]=='1': + instance[bins]='dell1' + elif instance[bins]=='2': + instance[bins]='dell2' + elif instance[bins]=='3': + instance[bins]='dell3' + elif instance[bins]=='4': + instance[bins]='dell4' + elif instance[bins]=='5': + instance[bins]='dell5' + elif instance[bins]=='6': + instance[bins]='ipad1' + elif instance[bins]=='7': + instance[bins]='ipad2' + elif instance[bins]=='8': + instance[bins]='ipad3' + elif instance[bins]=='9': + instance[bins]='iphone1' + elif instance[bins]=='10': + instance[bins]='iphone2' + elif instance[bins]=='11': + instance[bins]='iphone3' + elif instance[bins]=='12': + instance[bins]='iphone4' + elif instance[bins]=='13': + instance[bins]='nokia1' + elif instance[bins]=='14': + instance[bins]='nokia2' + lines.append(instance) + #print lines + + + +writer = csv.writer(open(outputcsvfile, 'w')) +writer.writerows(lines) \ No newline at end of file diff --git a/Scripts/KD step 4/README.rst b/Scripts/KD step 4/README.rst new file mode 100644 index 0000000..817d13b --- /dev/null +++ b/Scripts/KD step 4/README.rst @@ -0,0 +1,38 @@ +Use the following instructions to obtain the training set to evaluate classification learning algorithms in Weka: + +1. Provide the path to the **dataMatrix.mat** variable file exported by **CreateHist()** +in the ``Classification.m`` MATLAB script to create the training set (features + labels). + +2. Run ``Classification.m`` to create and export the Training set instances in a CSV file. +Then run: + +- For *device classification* Python script ``Dataset_Dev_Classification.py`` to form the final Training set for Weka. + +- For *device type classification* Python script ``Dataset_DevType_Classification.py`` to form the final Training set for Weka. + + +**Examples** + +1. Example for creating dataset for *device classification* as in the paper. + +- Export the *dataMatrix* for pre-processed (cleaned) TCP traces: +``CreateHist('~/isolatedTestbedData/', 'TCP', 0, 500, 0, 0.1)``, +or use the one that was exported in KD step 3. + +- Create the training instances for the training set: run ``Classification.m`` + +- Form the final training set for Weka: run ``Dataset_Dev_Classification.py`` + +- Feed the obtained training set into Weka, select the *learning algorithm* to be trained and *cross-validation* to evaluate its performance. + + +2. Example for creating dataset for *device type classification* as in the paper. + +- Export the *dataMatrix* for pre-processed (cleaned) TCP traces: +``CreateHist('~/isolatedTestbedData/', 'TCP', 0, 500, 1, 0.1)`` + +- Create the training instances for the training set: run ``Classification.m`` + +- Form the final training set for Weka: run ``Dataset_DevType_Classification.py`` + +- Feed the obtained CSV training set (TrainingSet_final.csv) into the Weka Explorer, then select the *learning algorithm* to be trained and *cross-validation* to evaluate its performance. diff --git a/Scripts/README b/Scripts/README new file mode 100644 index 0000000..a2f9adf --- /dev/null +++ b/Scripts/README @@ -0,0 +1 @@ +This folder contains the scripts (MATLAB and Python) that were used in the Tutorial paper.