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Data Mining: techniques and algorithms

Introduction

In the following docs we will observe different techniques used in Data Mining. These techniques will be reviewed using R,a language and environment for statistical computing and graphics, more about here.

Table of contents

  • Outliers Detection:
    • coming soon
  • Clustering:
    • GMM: Gaussian Mixture Model to be done
    • K-means to be done
    • KNN: K-Nearest Neighbor coming soon
    • Fuzzy C-Means coming soon
    • DBSCAN coming soon

Disclaimer

I’m no data scientist, so expect amateurish errors and superficial understanding of each model. I hope that at least some chunks of code, like the plots, are helpful to you.

- Alejandro Mardones Soto, Computer Science Senior Student