MetaCartSign in to MyCiteSeer

Include Citations | Advanced Search | Help

Include Citations | Advanced Search | Help

  gCLUTO - an interactive clustering, visualization, and analysis system (2004) [5 citations — 0 self]

Download:
Download as a PDF | Download as a PS
by Matt Rasmussen, George Karypis
http://www-users.cs.umn.edu/~karypis/publications/Papers/Postscript/gCLUTO.ps
Add To MetaCart

Abstract:

Clustering algorithms are exploratory data analysis tools that have proved to be essential for gaining valuable insights on various aspects and relationships of the underlying systems. In this paper we present gCLUTO, a stand-alone clustering software package which serves as an easy-to-use platform that combines clustering algorithms along with a number of analysis, reporting, and visualization tools to aid in interactive exploration and clustering-driven analysis of large datasets. gCLUTO provides a wide-range of algorithms that operate either directly on the original feature-based representation of the objects or on the object-to-object similarity graphs and are capable of analyzing different types of datasets and finding clusters with different characteristics. In addition, gCLUTO implements a project-oriented work-flow that eases the process of data analysis.

Citations

2252 Self-Organizing Maps – Kohonen - 1995
1479 Algorithms for Clustering Data – Jain, C - 1988
1009 Automatic Text Processing: The Transformation, Analysis, and Retrieval of Information by Computer – Salton - 1989
728 Finding Groups in Data: An Introduction to Cluster Analysis – Kaufman, Rousseeuw - 1990
597 Data clustering: A review – Jain, Murty, et al. - 1999
572 A density-based algorithm for discovering clusters in large spatial databases with noise – Ester, Kriegel, et al. - 1996
468 Efficient and Effective Clustering Methods for Spatial Data Mining – Ng, Han - 1994
409 Using linear algebra for intelligent information retrieval – Berry, Dumais, et al. - 1995
377 Bayesian classification (AUTOCLASS): Theory and results – Cheeseman, Stutz - 1996
371 CURE: an efficient clustering algorithm for large databases – Guha, Rastogi, et al. - 1998
331 Quantitative monitoring of gene expression patterns with a complementary DNA microarray – Schena, Shalon, et al. - 1995
289 Data mining: an overview from a database perspective – Chen, Han, et al. - 1996
272 Reexamining the cluster hypothesis: Scatter/gather on retrieval results – Hearst, Pedersen - 1996
264 A Focus+Context Technique Based on Hyperbolic Geometry for Visualizing Large Hierarchies – Lamping, Rao, et al. - 1995
244 A Nonlinear Mapping for Data Structure Analysis – Sammon - 1969
214 Tree visualization with tree-maps: 2-d space-filling approach – Shneiderman - 1992
211 ROCK: A robust clustering algorithm for categorical attributes – Guha, Rastogi, et al. - 2000
170 A User’s Guide to Principal Components – Jackson - 1991
161 Graph visualization and navigation in information visualization: A survey – Herman, Melançon, et al. - 2000
160 Numerical Taxonomy – Sneath, Sokal - 1973
147 Chameleon: A hierarchical clustering algorithm using dynamic modeling – Karypis, Han, et al. - 1999
141 Multidimensional Scaling – Kruskal, Wish - 1978
100 Serial analysis of gene expression – Velculescu, Zhang, et al. - 1995
86 Criterion functions for document clustering: Experiments and analysis – Zhao, Karypis - 2001
69 Evaluation of hierarchical clustering algorithms for document datasets – Zhao, Karypis - 2002
55 A fast and highly quality multilevel scheme for partitioning irregular graphs – Karypis, Kumar - 1999
53 Bootstrapping cluster analysis: assessing the reliability of conclusions from microarray experiments – Kerr, Churchill - 2001
47 Step-wise clustering procedures – King - 1967
45 Bagging to improve the accuracy of a clustering procedure – Dudoit, Fridlyand - 2003
45 TM4: A free, open-source system for microarray data management and analysis – Saeed, Sharov, et al. - 2003
45 Visualization of search results: A comparative evaluation of text, 2d, and 3d interfaces – Sebrechts, Vasilakis, et al. - 1999
44 An interface for navigating clustered document sets returned by queries – Allen, Obry, et al. - 1993
44 CLUTO - A Clustering Toolkit – Karypis - 2002
43 Aspect windows, 3-D visualizations, and indirect comparisons of information retrieval systems – Swan, Allan - 1998
39 DBMS research at a crossroads: The vienna update – Stonebraker, Agrawal, et al. - 1993
36 Spatial clustering methods in data mining: A survey – Han, Kamber, et al. - 2001
32 An evaluation of techniques for clustering search results – Leouski, Croft - 1996
30 Multiplexed biochemical assays with biological chips – Fodor, Rava, et al. - 1993
28 Lighthouse: showing the way to relevant information – Leuski, Allan - 2000
23 On interactive visualization of high-dimensional data using the hyperbolic plane – Walter, Ritter - 2002
23 Birch: an efficient data clustering method for large databases – Zhang, Ramakrishnan, et al. - 1996
19 Clustering analysis and its applications – Lee - 1981
14 Value-based customer grouping from large retail data-sets – Strehl, Ghosh - 2000
5 Document clustering in concept space: The NIST information retrieval engine (NIRVE – Cugini, Laskowski, et al. - 1997
5 Clustering in the life sciences – Zhao, Karypis - 2003
2 Cluster 2.20 and treeview 1.60 – Eisen - 2002
2 Sitaram Dikshitulu, Isidore Rigoutsos, and Kaizhong Zhang. Automated discovery of active motifs in three dimensional molecules – Wang, Wang, et al. - 1997
1 gcluto: A graphical interface for clustering algorithms and visualizations – Rasmussen - 2004
1 wxwindows - cross platform toolkit. http://www.wxwindows.org – Smart