Systems and methods of predicting resource usefulness using...

Details Systems and methods of predicting resource usefulness using... Systems and methods of predicting resource usefulness using...

2011-03-15

2011-03-15

Vincent, David R (Department: 2129)

Data processing: artificial intelligence

Neural network

Learning task

C707S723000

Reexamination Certificate

active

07908234

ABSTRACT:
A method, system and apparatus are provided to train a usefulness prediction model to generate a usefulness prediction in connection with a given universal resource locator (URL), the training of the usefulness prediction model being based on a training set of URLs and a count of negative URLs and a count of positive URLs identified by the training set, and for each feature extacted from the URLs in the training set, a count of the positive URLs in the training set that include the feature and a count of the negative URLs in the training set that include the feature. One or more features of the given URL are extracted, and the extracted features are used together with the usefulness prediction model to generate a usefulness prediction for the given URL.

REFERENCES:
patent: 2006/0218143 (2006-09-01), Najork
patent: 2008/0195631 (2008-08-01), Dom et al.
Gunduz et al., A Web Page Prediction Model Based on Click-Stream Tree Representation of User Behavior, 2003,ACM, pp. 535-540.
Sun et al., Web Classification Using Support Vector Machine, 2002 ACM, pp. 96-99.
Brown-Syed et. al, Using Newsgroup Headers to Predict Document Relevance, 1999, Information Research, pp. 1-18.
Page, The PageRank Citation Rankig: Bringing Order to the Web, 1998, Stanford Info lab, pp. 1-17.
Shi et al., A PPM Prediction Model Based on Web Objects Popularlity, 2005, Springer-Verlag, pp. 1-10.
Ziv Bar-Yossef et al., “Do Not Crawl in the Dust: Different URLs with Similar Text”,WWW 2007/ Track: Data Mining, May 8-12, 2007, (pp. 111-120).
Min-Yen Kan, “Web Page Categorization without the Web Page”,WWW 2004, May 17-22, 2004, (pp. 262-263).
“Naive Bayes classifier”,Wikipedia—wikipedia.org, Jan. 11, 2008 (pp. 1-7).
“Logistic regression”,Wikipedia—wikipedia.org, Feb. 12, 2008 (pp. 1-5).

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