August 2002
Beginner
496 pages
14h 43m
English
book
Information Architecture for the World Wide Web, Second Edition
by Louis Rosenfeld, Peter Morville
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Name
Collaborative Filtering Tools
Synopsis
Tools that leverage user preferences, patterns, and purchasing behavior to customize organization and navigation systems.
Synonyms
Recommender systems, social agents, social navigation software
Examples
beFree’s BSELECT, http://www.befree.com/products_services/ama.htm
Net Perceptions Retail Revelations, http://www.netperceptions.com/solutions/retail/
Personify, http://www.personify.com/
Comments
We’ve all experienced the power and the pitfalls of Amazon’s recommender systems. Within a few years, collaborative filtering will fill a niche role on most web sites, enabling a rich set of associative links (See also, See related) at the document or application or product level. This is a low-cost, bottom-up, adaptive approach with real value. On the other hand, it doesn’t replace the need for associative links that are defined by subject matter experts or business rules.
Resources
“Collaborative Filtering” by ACM, http://www.acm.org/siggroup/collab.html
Recommender Systems at KDCentral, http://www.kdcentral.com/Software/Data_Mining/Recommender_Systems/
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.