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Output.txt
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Output.txt
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CLUSTER: 1
mu1 LogLik BIC
21 -2.14748e+09 -2.14748e+09
22.4843 -2364.44 -4732.57
22.4843 -2364.44 -4732.57
xi P(cls 1 | xi)
[1,] 9 1
[2,] 10 1
[3,] 11 1
[4,] 13.78 1
[5,] 13.85 1
[6,] 14.04 1
[7,] 14.71 1
[8,] 15.03 1
[9,] 15.09 1
[10,] 15.2 1
[11,] 15.26 1
[12,] 16.12 1
[13,] 16.27 1
[14,] 19.87 1
[15,] 20 1
[16,] 20.05 1
[17,] 20.26 1
[18,] 20.28 1
[19,] 20.35 1
[20,] 20.69 1
[21,] 21 1
[22,] 21.15 1
[23,] 21.2 1
[24,] 21.25 1
[25,] 21.67 1
CLUSTER: 2
mu1 mu2 LogLik BIC
20.05 9 -2.14748e+09 -2.14748e+09
24.3768 11.9983 -1757.13 -3521.64
26.6674 13.7962 -1654 -3315.38
27.7502 15.2094 -1566.27 -3139.91
30.8589 16.8928 -1341.8 -2690.99
36.7963 18.1607 -956.72 -1920.82
51.4497 19.2213 -489.049 -985.475
51.75 19.2325 -488.866 -985.11
51.75 19.2325 -488.866 -985.11
xi P(cls 1 | xi) P(cls 2 | xi)
[1,] 9 0 1
[2,] 10 0 1
[3,] 11 0 1
[4,] 13.78 2.45482e-307 1
[5,] 13.85 2.39095e-306 1
[6,] 14.04 1.15288e-303 1
[7,] 14.71 3.33916e-294 1
[8,] 15.03 1.1034e-289 1
[9,] 15.09 7.76359e-289 1
[10,] 15.2 2.77652e-287 1
[11,] 15.26 1.95358e-286 1
[12,] 16.12 2.72834e-274 1
[13,] 16.27 3.58281e-272 1
[14,] 19.87 2.47765e-221 1
[15,] 20 1.69794e-219 1
[16,] 20.05 8.63038e-219 1
[17,] 20.26 7.97418e-216 1
[18,] 20.28 1.52802e-215 1
[19,] 20.35 1.48827e-214 1
[20,] 20.69 9.42365e-210 1
[21,] 21 2.24953e-205 1
[22,] 21.15 2.95405e-203 1
[23,] 21.2 1.5015e-202 1
[24,] 21.25 7.63194e-202 1
[25,] 21.67 6.51548e-196 1
CLUSTER: 3
mu1 mu2 mu3 LogLik BIC
23.84 27.32 22 -2.14748e+09 -2.14748e+09
23.7169 43.2419 17.6835 -448.539 -908.144
23.1311 51.75 15.9397 -241.957 -494.98
22.321 51.75 13.8685 -204.443 -419.953
22.3052 51.75 13.7962 -204.406 -419.879
22.3052 51.75 13.7962 -204.406 -419.879
xi P(cls 1 | xi) P(cls 2 | xi) P(cls 3 | xi)
[1,] 9 3.57883e-34 0 1
[2,] 10 1.77493e-30 0 1
[3,] 11 8.80277e-27 0 1
[4,] 13.78 1.65174e-16 8.59688e-314 1
[5,] 13.85 2.99655e-16 1.22507e-312 1
[6,] 14.04 1.50923e-15 1.65943e-309 1
[7,] 14.71 4.51543e-13 1.83513e-298 1
[8,] 15.03 6.87447e-12 3.45361e-293 1
[9,] 15.09 1.14542e-11 3.36715e-292 1
[10,] 15.2 2.92055e-11 2.18982e-290 1
[11,] 15.26 4.86621e-11 2.135e-289 1
[12,] 16.12 7.33277e-08 3.19818e-275 1
[13,] 16.27 2.62775e-07 9.49236e-273 1
[14,] 19.87 1 3.92224e-220 1.89162e-07
[15,] 20 1 1.80275e-218 6.25788e-08
[16,] 20.05 1 7.85816e-218 4.08936e-08
[17,] 20.26 1 3.80837e-215 6.84878e-09
[18,] 20.28 1 6.86268e-215 5.77703e-09
[19,] 20.35 1 5.39055e-214 3.18437e-09
[20,] 20.69 1 1.20075e-209 1.76431e-10
[21,] 21 1 1.10571e-205 1.26179e-11
[22,] 21.15 1 9.15795e-204 3.52105e-12
[23,] 21.2 1 3.99194e-203 2.30091e-12
[24,] 21.25 1 1.74008e-202 1.50359e-12
[25,] 21.67 1 4.08701e-197 4.21739e-14
CLUSTER: 4
mu1 mu2 mu3 mu4 LogLik BIC
24.03 20.69 24.59 15.2 -2.14748e+09 -2.14748e+09
23.7026 20.8144 37.1321 13.7962 -607.304 -1229.36
24.3036 20.8184 51.75 13.796 -177.564 -369.883
24.5338 20.8984 51.75 13.796 -177.164 -369.083
24.6303 20.9431 51.75 13.796 -177.086 -368.927
24.6726 20.9644 51.75 13.7961 -177.07 -368.896
24.6915 20.9741 51.75 13.7961 -177.067 -368.89
24.6999 20.9785 51.75 13.7961 -177.067 -368.889
24.7037 20.9805 51.75 13.7961 -177.066 -368.888
24.7055 20.9814 51.75 13.7961 -177.066 -368.888
xi P(cls 1 | xi) P(cls 2 | xi) P(cls 3 | xi) P(cls 4 | xi)
[1,] 9 2.78442e-49 6.71994e-27 0 1
[2,] 10 1.52011e-44 8.86159e-24 0 1
[3,] 11 8.29885e-40 1.16858e-20 0 1
[4,] 13.78 1.22538e-26 5.5165e-12 8.59687e-314 1
[5,] 13.85 2.62949e-26 9.12165e-12 1.22508e-312 1
[6,] 14.04 2.08895e-25 3.57192e-11 1.65946e-309 1
[7,] 14.71 3.11755e-22 4.39946e-09 1.83527e-298 1
[8,] 15.03 1.02258e-20 4.38375e-08 3.45396e-293 1
[9,] 15.09 1.96756e-20 6.74613e-08 3.36751e-292 1
[10,] 15.2 6.5315e-20 1.48686e-07 2.19007e-290 1
[11,] 15.26 1.25673e-19 2.28812e-07 2.13525e-289 1
[12,] 16.12 1.48983e-15 0.000110346 3.19844e-275 0.99989
[13,] 16.27 7.64917e-15 0.000324105 9.49122e-273 0.999676
[14,] 19.87 1.56353e-05 0.999984 3.74591e-221 1.80568e-08
[15,] 20 2.53695e-05 0.999975 2.04526e-219 7.09607e-09
[16,] 20.05 3.05604e-05 0.999969 9.52572e-219 4.9546e-09
[17,] 20.26 6.67902e-05 0.999933 6.09704e-216 1.09588e-09
[18,] 20.28 7.19532e-05 0.999928 1.12818e-215 9.49198e-10
[19,] 20.35 9.3375e-05 0.999907 9.72257e-215 5.74033e-10
[20,] 20.69 0.000331059 0.999669 3.39711e-210 4.98866e-11
[21,] 21 0.00104921 0.998951 4.71345e-206 5.3756e-12
[22,] 21.15 0.00183261 0.998167 4.75832e-204 1.82837e-12
[23,] 21.2 0.00220677 0.997793 2.21535e-203 1.27613e-12
[24,] 21.25 0.00265712 0.997343 1.03133e-202 8.90617e-13
[25,] 21.67 0.0125665 0.987434 4.18347e-197 4.31413e-14
CLUSTER: 5
mu1 mu2 mu3 mu4 mu5 LogLik BIC
21.25 21.2 14.71 23.84 13.78 -2.14748e+09 -2.14748e+09
21.0125 20.9707 15.0899 33.4349 12.5245 -878.041 -1774.53
22.2278 22.0676 15.1028 48.1329 11.3832 -209.718 -437.881
22.6524 21.9505 14.9643 51.75 10.3218 -177.063 -372.57
23.4969 21.2237 14.936 51.75 10.0131 -163.131 -344.707
24.3007 20.87 14.9351 51.75 10.0039 -158.349 -335.142
24.5461 20.9066 14.9351 51.75 10.0038 -157.97 -334.385
24.6364 20.9464 14.9351 51.75 10.0038 -157.904 -334.253
24.6754 20.9659 14.9351 51.75 10.0038 -157.891 -334.226
24.6927 20.9749 14.9351 51.75 10.0038 -157.888 -334.221
24.7005 20.9789 14.9351 51.75 10.0038 -157.888 -334.22
24.7041 20.9808 14.9351 51.75 10.0038 -157.888 -334.22
24.7056 20.9816 14.9351 51.75 10.0038 -157.888 -334.22
xi P(cls 1 | xi) P(cls 2 | xi) P(cls 3 | xi) P(cls 4 | xi) P(cls 5 | xi)
[1,] 9 4.63979e-54 1.12134e-31 3.71355e-08 0 1
[2,] 10 1.12397e-47 6.56127e-27 5.14544e-06 0 0.999995
[3,] 11 2.72084e-41 3.83649e-22 0.000712444 0 0.999288
[4,] 13.78 2.37555e-26 1.07084e-11 0.998442 1.67231e-313 0.00155781
[5,] 13.85 4.70918e-26 1.63574e-11 0.998896 2.20146e-312 0.00110357
[6,] 14.04 3.01533e-25 5.16265e-11 0.999567 2.40338e-309 0.000432692
[7,] 14.71 2.09929e-22 2.96631e-09 0.999984 1.2397e-298 1.59025e-05
[8,] 15.03 4.78318e-21 2.05315e-08 0.999997 1.6205e-293 3.28206e-06
[9,] 15.09 8.59557e-21 2.95092e-08 0.999998 1.47558e-292 2.44146e-06
[10,] 15.2 2.51747e-20 5.7382e-08 0.999999 8.46642e-291 1.41928e-06
[11,] 15.26 4.52398e-20 8.24733e-08 0.999999 7.70924e-290 1.05577e-06
[12,] 16.12 2.01451e-16 1.49396e-05 0.999985 4.33648e-276 1.5197e-08
[13,] 16.27 8.72074e-16 3.69974e-05 0.999963 1.08494e-273 7.25277e-09
[14,] 19.87 1.56166e-05 0.999975 9.54067e-06 3.7471e-221 1.34962e-21
[15,] 20 2.53394e-05 0.99997 4.34757e-06 2.04584e-219 3.2394e-22
[16,] 20.05 3.05242e-05 0.999966 3.21339e-06 9.52828e-219 1.87112e-22
[17,] 20.26 6.67114e-05 0.999932 9.02754e-07 6.09833e-216 1.86622e-23
[18,] 20.28 7.18684e-05 0.999927 7.99936e-07 1.12841e-215 1.49836e-23
[19,] 20.35 9.32651e-05 0.999906 5.23905e-07 9.72436e-215 6.94862e-24
[20,] 20.69 0.000330672 0.999669 6.70563e-08 3.3974e-210 1.66314e-25
[21,] 21 0.00104799 0.998952 1.02846e-08 4.71343e-206 5.53056e-27
[22,] 21.15 0.00183049 0.99817 4.14958e-09 4.75809e-204 1.06498e-27
[23,] 21.2 0.00220422 0.997796 3.06592e-09 2.21521e-203 6.14916e-28
[24,] 21.25 0.00265405 0.997346 2.26508e-09 1.03125e-202 3.55024e-28
[25,] 21.67 0.0125522 0.987448 1.77008e-10 4.18268e-197 3.49687e-30
Max BIC Score: -334.22
Cluster achieving max score:5