Data processing: database and file management or data structures – Database and file access – Preparing data for information retrieval
Reexamination Certificate
2007-05-31
2010-12-28
Le, Debbie (Department: 2168)
Data processing: database and file management or data structures
Database and file access
Preparing data for information retrieval
C707S758000
Reexamination Certificate
active
07860870
ABSTRACT:
The present invention provides for the detection of abnormal user behavior for a query session of an electronic search engine. A query session is initiated upon receipt of a user search request that includes one or more search terms. The search engine, in accordance with known search technology, generates a search results page that includes various hyperlinks, including for example web content hyperlinks, page navigation hyperlinks and advertising hyperlinks. Tracking user activities generates the clickstream associated with the search results page. The present invention determines a probability score for the clickstream and then this score is normalized. A comparison of the normalized probability score with other normalized probability scores for similar query sessions determines of the normalcy of the query session.
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Li Jie
Sadagopan Narayanan
Le Debbie
Ostrow Seth H
Ostrow Kaufman LLP
Yahoo ! Inc.
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