Showing posts with label resources. Show all posts
Showing posts with label resources. Show all posts

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