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A. Ypma and T. Heskes. Categorization of web pages and user clustering with mixtures of hidden markov models. In [74], pages 31--43, 2002.

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Usage Mining for and on the Semantic Web - Stumme, Hotho   (Correct)

....of collections of single pages alone may do. For Semantic Web Usage Mining, this means that some content may actually be defined only after and through (frequent) usage. An illustrative selection of approaches will highlight the research questions in this current area of research. Ypma and Heskes [56] model navigation in terms of hidden Markov models, with the hidden states being page categories, and the observed request events being instances of them. Their main aim was to show that a meaningful page categorization may be learned simultaneously with the user labeling and inter category ....

A. Ypma and T. Heskes. Categorization of web pages and user clustering with mixtures of hidden markov models. In Workshop Notes of Fourth WEBKDD Web Mining for Usage Patterns & User Profiles at KDD - 2002.


Mining Web Logs for Personalized Site Maps - Toolan, Kushmerick (2002)   (Correct)

....to the constraint that adjacent fragments must overlap on A pages. For instance, if A=2 then the two fragments u v w and 4 v w x can be assembled to create a path u v w x. This overlap constraint corresponds to an assumption that Web navigation can be modelled as a Markov process of order A [9]. In our experiments we use A=2, K min =4, and K max =15. We leave to future work a systematic exploration of optimal values for these parameters. The coverage of MP is the fraction of extracted sessions that can be recovered from the mined fragments. In Section 4 we demonstrate that, for a ....

Ypma, A., Heskes, T. "Categorization of Web Pages and User Clustering with mixtures of Hidden Markov Models." In Proceedings of the International Workshop on Web Knowledge Discovery and Data Mining, WEBKDD'02, July 23 2002, Edmonton, Canada.


Semantic Web Mining and the Representation, - Analysis And Evolution   (Correct)

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A. Ypma and T. Heskes. Categorization of web pages and user clustering with mixtures of hidden markov models. In [74], pages 31--43, 2002.


An Architecture for Mining Massive Web Logs with.. - Benczur, Csalogany.. (2003)   (Correct)

No context found.

A. Ypma and T. Heskes. Categorization of web pages and user clustering with mixtures of hidden markov models, 2002.


Context-Sensitive Modeling of Web-Surfing Behaviour using.. - Acharyya, Ghosh   (Correct)

No context found.

A. Ypma and T. Heskes. Categorization of web pages and user clustering with mixtures of hidden markov models. In Proceedings of the International Workshop on Web Knowledge Discovery and Data Mining, WEBKDD'02, July 23 2002.


Hidden Markov Model Clustering of Acoustic Data - Butler (2003)   (Correct)

No context found.

Ypma, A. and Heskes, T. (2002). Categorization of Web Pages and User Clustering with Mixtures of Hidden Markov Models, WEBKDD, 31-43.


Context-Sensitive Modeling of Web-Surfing Behaviour using.. - Acharyya, Ghosh   (Correct)

No context found.

A. Ypma and T. Heskes. Categorization of web pages and user clustering with mixtures of hidden markov models. In Proceedings of the International Workshop on Web Knowledge Discovery and Data Mining, WEBKDD'02, July 23 2002.


Mining Web Logs for Personalized Site Maps - Fergus Toolan Nicholas (2002)   (Correct)

No context found.

Ypma, A., Heskes, T. "Categorization of Web pages and User Clustering with mixtures of Hidden Markov Models." In Proceedings of the International Workshop on Web Knowledge Discovery and Data Mining, WEBKDD '02, Edmonton, Canada, 2002

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