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Programming collective intelligence : building smart web 2.0 applications
Author
Title
Programming collective intelligence : building smart web 2.0 applications / Toby Segaran.
ISBN
9780596529321
0596529325
9780596550684
0596550685
9780596517601
0596517602
Published
Sebastapol, Calif. : O'Reilly, 2007.
Physical Description
1 online resource (xxi, 334 pages) : illustrations
Local Notes
Access is available to the Yale community.
Access and use
Access restricted by licensing agreement.
Summary
"Want to tap the power behind search rankings, product recommendations, social bookmarking, and online matchmaking? This book demonstrates how you can build Web 2.0 applications to mine the enormous amount of data created by participatory Internet applications. With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it."--Jacket.
Variant and related titles
O'Reilly Safari. OCLC KB.
Format
Books / Online
Language
English
Added to Catalog
January 09, 2020
Contents
1. Introduction to collective intelligence
2. Making recommendations
3. Discovering groups
4. Searching and ranking
5. Optimization
6. Document filtering
7. Modeling with decision trees
8. Building price models
9. Advanced classification : kernel methods and SVMs
10. Finding independent features
11. Evolving intelligence
12. Algorithm summary
App. A. Third-party libraries
App. B. Mathematical formulas.
Subjects
Subjects (Medical)
Artificial Intelligence.
Data Mining.
Information Storage and Retrieval - methods.
Information Systems.
Internet.
Programming Languages.
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