Thursday, August 23, 2012

Free online data mining books

For the interested reader, there are several data mining books available online for free. I appose some of them below:
The emphasis in the book by Rajanaman, Leskovec and Ullman is on mining of very large amounts of data, i.e., data that do not fit in main memory. WWW is a source of such data and it is used quite often as an example in this book.

Below is the table of contents:
  1. Data Mining
  2. Large-Scale File Systems and Map-Reduce
  3. Finding Similar Items
  4. Mining Data Streams
  5. Link Analysis
  6. Frequent Itemsets
  7. Clustering
  8. Advertising on the Web
  9. Recommendation Systems
  10. Mining Social-Network Graphs

on
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