Cadez I. V., Heckerman D., Meek C., Smyth P., White S. Model-based Clustering and Visualization of Navigation Patterns on a Web Site. Journal of Data Mining and Knowledge Discovery, 7 (4), pp. 399-424, 2003. Home/Search Document Details and Download
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Mixtures of ARMA Models for Model-Based Time Series Clustering - Xiong, Yeung (2002) (Correct)
....with details left to Appendix A. Experimental results for simulated and real datasets will be presented in Sections 5 and 6, respectively. Finally, Section 7 will conclude the paper with discussions of some possible future work. 2 Related Work 2. 1 Markov Chains Finite mixtures of Markov chains [3, 4, 5, 6, 7, 8] have been proposed for clustering time series. The expectation maximization (EM) algorithm [9] is used to learn the mixing coe#cients as well as the parameters of the component models. The number of clusters can be determined by comparing di#erent choices of the number based on some scoring ....
....series. The expectation maximization (EM) algorithm [9] is used to learn the mixing coe#cients as well as the parameters of the component models. The number of clusters can be determined by comparing di#erent choices of the number based on some scoring scheme. One possibility, used by Cadez et al. [7, 8], is related to minimizing the description length. Another approach to the clustering of time series modeled by Markov chains is called Bayesian clustering by dynamics (BCD) 10, 11, 12] Strictly speaking, this method is not a purely modelbased approach. Rather, it can best be seen as a hybrid ....
I. Cadez, D. Heckerman, C. Meek, P. Smyth, and S. White. Model-based clustering and visualization of navigation patterns on a web site. Technical Report MSR-TR-00-18, Microsoft Research, Redmond, WA, USA, March 2000.
Model-Based Cluster Analysis for Web Users Sessions - George Pallis Lefteris (Correct)
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Cadez I. V., Heckerman D., Meek C., Smyth P., White S. Model-based Clustering and Visualization of Navigation Patterns on a Web Site. Journal of Data Mining and Knowledge Discovery, 7 (4), pp. 399-424, 2003.
An Overview of Web Data Clustering Practices - Athena Vakali Jaroslav (Correct)
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I. V. Cadez, D. Heckerman, C. Meek, P. Smyth, and S. White. Model-based clustering and visualization of navigation patterns on a Web site. Data Mining and Knowledge Discovery, 7(4):399-424, 2003.
Model-Based Cluster Analysis for Web Users Sessions - George Pallis Lefteris (Correct)
No context found.
Cadez I. V., Heckerman D., Meek C., Smyth P., White S. Model-based Clustering and Visualization of Navigation Patterns on a Web Site. Journal of Data Mining and Knowledge Discovery, 7 (4), pp. 399-424, 2003.
An Overview of Web Data Clustering Practices - Vakali, Pokorny, Dalamagas (2004) (Correct)
No context found.
I. V. Cadez, D. Heckerman, C. Meek, P. Smyth, and S. White. Model-based clustering and visualization of navigation patterns on a Web site. Data Mining and Knowledge Discovery, 7(4):399-424, 2003.
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