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Data mining

Topics

  1. MapReduce; Link Analysis - PageRank
  2. Locality-Sensitive Hashing; Distance Measures; Nearest Neighbors; Frequent Itemsets
  3. Data Stream Mining; Analysis of Large Graphs
  4. Recommender Systems; Dimensionality Reduction
  5. Clustering; Computational Advertising
  6. Support-Vector Machines; Decision Trees

To be updated

Reference

  1. The Mining of Massive Datasets by Jure Leskovec, Anand Rajaraman and Jeff Ullman

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Sheng's data mining codes in Python and R

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  • Python 85.7%
  • R 14.3%