Shared Flashcard Set

Details

E-Commerce
Search, Shopping, and Recommendation
17
Computer Science
Graduate
02/17/2009

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Cards

Term
Generic web search
Definition
Most common method for actual e-commerce search; includes directories and search engines
Term
The indexable web
Definition
Excludes pages requiring authorization, hidden behind search forms, protected by robot exclusion stanard, etc.; as of 2005 there were 11.5 billion indexed pages; dynamic pages not indexed
Term
Crawler
Definition
The element that searches page; can use depth first or breadth first or some combination
Term
Indexer
Definition
The element that indexes; includes forward document index and inverted index
Term
Forward document index
Definition
Page id, weighted word list (a bag of the number of words, e.g., "door" appears 10 times, "knob" appears 2)
Term
Ranking
Definition
2 kinds: query-dependent where there is vector ranking, and global which is query independent e.g., PageRank
Term
PageRank
Definition
Key ranking innovation by Google; links as votes for a page's relevance, weight pages by ranks of pages linking in
Term
Cloaking
Definition
Search engine attack where malicious web page shows crawler different content
Term
Comparison shopping
Definition
Services that summarize relative terms on similar items from diferent vendors; focus on price but provide some visibility on other features; e.g., shopping.com
Term
How comparison-shopping engines work
Definition
They maintain their databases by crawling vendor sites and updating with "feeds" provided by vendors
Term
Different ways that shopping services earn money
Definition
Pay for listings or placement, pay per click, sales commissions, advertising
Term
Wrappers
Definition
Used by comparison shopping engines to extract offerings based on client queries; must be developed for each vendor and modified when vendor site changes
Term
Recommender system
Definition
A technique for making personzlied recommendations from any type of database to a user based on similarities between the interest profile of that user and those of others, or similarities in attributes of the item
Term
Collaborative filtering
Definition
Compares a user to similar users; recommends items liked by similar users; uses cluster analysis to group customers
Term
Inverted index
Definition
Starts from the words and points to pages that use the word; useful for retrieval; can be constructed from the forward index
Term
Decision consumer process
Definition
1. Awareness-Need recognition
2. Search
3. Evaluation of Alternatives
4. Purchase
5. Post-purchase behavior loyalty
Term
Wrapper induction
Definition
Take advantage of consistency in HTML format and web page regularities to write a wrapper to extract information repeatedly from a web page (e.g., always know that a certain block contains a field like title, next one contains author, etc.)
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