Data Mining Assignments

This repository contains all the data mining assignments under Prof. Archana T at VIT, Vellore for the CSE3019 lab as of Winter'18.

Exercises

1. Introduction to R
2. Outlier Detection
3. Market Basket Analysis - Apriori
4. Classification algorithms
   • KNN
   • SVM
   • Naive Bayes
   • Random Forest
   • Decision Tree
5. Comparative analysis on Classification algorithms
   • KNN
   • SVM
   • Naive Bayes
   • Random Forest
   • Tree Bag
6. K-means
7. Hierarchical clustering
   • Complete linkage
   • Single linkage
   • Mean linkage
8. Princple Component Analysis (PCA)
9. Locality Sensitive Hashing (LSH)
10. Comparison of distance measures
    • Euclidean distance
    • Manhattan distance
    • Jaccard distance
    • Cosine distance
11. Linear Regression

Project

Exploring the BRFSS data

Instructions

The links above are .html files that need to be downloaded offline and opened using a web browser on a desktop computer.

Authors

• Jacob - Initial work - jacob5412

Acknowledgments

• Prof. Archana T
• archana.t@vit.ac.in