(Enter summary)
Abstract: We present a new methodology for exploring and analyzing navigation patterns on a web
site. The patterns that can be analyzed consist of sequences of URL categories traversed
by users. In our approach, we first partition site users into clusters such that users
with similar navigation paths through the site are placed into the same cluster. Then,
for each cluster, we display these paths for users within that cluster. The clustering
approach we employ is model-based (as opposed to... (Update)
Similar documents based on text: More All
0.6: Visualization of Navigation Patterns on a Web Site .. - Cadez, Heckerman, .. (2000)
(Correct)
0.5: Visualization of Navigation Patterns on a Web Site .. - Cadez, Heckerman, .. (2000)
(Correct)
0.3: Learning to Classify Galaxy Shapes Using the EM Algorithm - Kirshner, Cadez, Smyth.. (2002)
(Correct)
BibTeX entry: (Update)
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. http://citeseer.ist.psu.edu/cadez00modelbased.html More
@misc{ cadez00modelbased,
author = "I. Cadez and D. Heckerman and C. Meek and P. Smyth and S. White",
title = "Model-based clustering and visualization of navigation patterns on a web
site",
text = "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.",
year = "2000",
url = "citeseer.ist.psu.edu/cadez00modelbased.html" }
Citations (may not include all citations):
2528
Maximum likelihood from incomplete data via the EM algorithm (context) - Dempster, Laird et al. - 1977
340
Bayesian Theory (context) - Bernardo, Smith - 1994
205
Mixture Models: Inference and Applications to Clustering (context) - McLachlan, Basford - 1988
173
Using predictive pre-fetching to improve world wide web late..
- Padmanabhan, Mogul - 1996
171
Hidden Markov models in computational biology: Applications ..
- Krogh - 1994
118
Model-based Gaussian and non-Gaussian clustering (context) - Banfield, Raftery - 1993
90
Bayesian classification (context) - Cheeseman, Stutz - 1995
86
Speculative data dissemination and service to reduce server ..
- Bestavros - 1996
81
From user access patterns to dynamic hypertext linking (context) - Yan, Jacobsen et al. - 1996
73
Strong regularities in World Wide Web surfing
- Huberman, Pirolli et al. - 1997
50
Discovering Web access patterns and trends by applying OLAP ..
- Zaiane, Xin et al. - 1998
41
Data mining of user navigation patterns
- Borges, Levene - 2000
33
Link prediction and path analysis using Markov chains (context) - Sarukkai - 2000
32
Selective Markov models for predicting web-page accesses
- Deshpande, Karypis - 2003
31
Footprints: History-rich tools for information foraging
- Wexelblat, Maes - 1999
[Article contains additional citations not shown here]
Documents on the same site (http://www.datalab.uci.edu/papers-by-date.html): More
Maximum Likelihood Estimation of Mixture Densities.. - Cadez, Smyth.. (1999)
(Correct)
Probabilistic Author-Topic Models for Information.. - Steyvers, Smyth.. (2004)
(Correct)
Learning to Classify Galaxy Shapes Using the EM Algorithm - Kirshner, Cadez, Smyth.. (2002)
(Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC