The University of Hong Kong Department of Computer Science and Information System

Field	Title	Authors	Appeared in	Year
8 Feb 2002: Several Approaches to Improving the Performance of Classifying Very Large Datasets
Classification	An Interval Classifier for Database Mining Applications	R. Agrawal, S. Ghosh, T. Imielinski, B. Iyer, A. Swami	VLDB	1992
Classification	SLIQ: A Fast Scalable Classifier for Data Mining	M. Mehta, R. Agrawal, J. Rissanen	EDBT	1996
Classification	SPRINT: A Scalable Parallel Classifier for Data Mining	J. C. Shafer, R. Agrawal, M. Mehta	VLDB	1996
Classification	Decision Tables: Scalable Classification Exploring RDBMS Capabilities	Hongjun Lu, Hongyan Liu	VLDB	2000
17 May 2002: The Subspace Clustering Problem
Grid-Based Dimension Selection	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	R. Agrawal, J. Gehrke, D. Gunopulos, P. Raghavan	SIGMOD	1998
Grid-Based Dimension Selection	Entropy-based Subspace Clustering for Mining Numerical Data	C. H. Cheng, A. W. C. Fu, Y. Zhang	SIGKDD	1999
Grid-Based Dimension Selection	MAFIA: Efficient and Scalable Subspace Clustering for Very Large Data Sets	S. Goil, H. Nagesh, A. Choudhary	Technical Report 9906-010, Northwestern University	1999
Association Rule Hypergaph Partitioning	Clustering based on Association Rule Hypergraphs	E. H. Han, G. Karypis, V. Kumar, B. Mobasher	DAC	1997
Association Rule Hypergaph Partitioning	Multilevel Hypergraph Partitioning: Application in VLSI Domain	G. Karypis, R. Aggarwal, V. Kumar, S. Shekhar	DAC	1997
Context-Specific Bayesian Clustering	Context-Specific Bayesian Clustering for Gene Expression Data	Y. Barash, N. Friedman	RECOMB	2001
Projected Clustering	Fast Algorithms for Projected Clustering	C. C. Aggarwal, C. Procopiuc, J. L. Wolf, P. S. Yu, J. S. Park	SIGMOD	1999
Projected Clustering	Finding Generalized Projected Clusters in High Dimensional Spaces	C. C. Aggarwal, P. S. Yu	SIGMOD	2000
Projected Clustering	A Monte Carlo Algorithm for Fast Projective Clustering	C. M. Procopiuc, M. Jones, P. K. Agarwal, T. M. Murali	SIGMOD	2002
20 Sep 2002: HARP: A Hierarchical Approach with Automatic Relevant Attribute Selection for Projected Clustering
Projected Clustering	Fast Algorithms for Projected Clustering	C. C. Aggarwal, C. Procopiuc, J. L. Wolf, P. S. Yu, J. S. Park	SIGMOD	1999
Projected Clustering	Finding Generalized Projected Clusters in High Dimensional Spaces	C. C. Aggarwal, P. S. Yu	SIGMOD	2000
Projected Clustering	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	R. Agrawal, J. Gehrke, D. Gunopulos, P. Raghavan	SIGMOD	1998
Genetics	Distinct Types of Diffuse Large B-Cell Lymphoma Identified by Gene Expression Profiling	A. A. Alizadeh, M. B. Eisen, R. E. Davis, C. Ma, I. S. Lossos, A. Rosenwald, J. C. Boldrick, H. Sabet, T. Tran, X. Yu, J. I. Powell, L. Yang, G. E. Marti, T. Moore, J. Hudson, L. Lu, D. B. Lewis, R. Tibshirani, G. Sherlock, W. C. Chan, T. C. Greiner, D. D.Weisenburger, J. O. Armitage, R. Warnke, R. Levy, W. Wilson, M. R. Grever, J. C. Byrd, D. Botstein, P. O. Brown, L. M. Staudt	Nature	2000
Context-Specific Bayesian Clustering	Context-Specific Bayesian Clustering for Gene Expression Data	Y. Barash, N. Friedman	RECOMB	2001
Grid-Based Dimension Selection	Entropy-Based Subspace Clustering for Mining Numerical Data	C. H. Cheng, A. W.-C. Fu, Y. Zhang	SIGKDD	1999
Clustering	ROCK: A Robust Clustering Algorithm for Categorical Attributes	S. Guha, R. Rastogi, K. Shim	ICDE	1999
Association Rule Hypergaph Partitioning	Clustering based on Association Rule Hypergraphs	E.-H. Han, G. Karypis, V. Kumar, B. Mobasher	SIGMOD	1997
Association Rule Hypergaph Partitioning	Multilevel Hypergraph Partitioning: Application in VLSI Domain	G. Karypis, R. Aggarwal, V. Kumar, S. Shekhar	DAC	1997
Grid-Based Dimension Selection	MAFIA: Efficient and Scalable Subspace Clustering for Very Large Data Sets	H. Nagesh, S. Goil, A. Choudhary	Technical Report 9906-010, Northwestern University	1999
Projected Clustering	A Monte Carlo Algorithm for Fast Projective Clustering	C. M. Procopiuc, M. Jones, P. K. Agarwal, T. M. Murali	SIGMOD	2002
Pattern Similarity	Clustering by Pattern Similarity in Large Data Sets	H. Wang, W. Wang, J. Yang, P. S. Yu	SIGMOD	2002
26 Mar 2003: Validation and Presentation of Clustering Results
Internal Validation	Merging of Distance Matrices and Classification by Dynamic Clustering	Marie-Odile Delorme, Alain Henaut	CABIOS vol. 4, no. 4	1988
Internal Validation	CHAMELEON: A Hierarchical Clustering Algorithm Using Dynamic Modeling	George Karypis, Eui-Hong (Sam) Han, Vipin Kumar	IEEE Computer vol. 32, no. 8, p.68-75	1999
Internal Validation	An Empirical Study on the Visual Cluster Validation Method with Fastmap	Zhexue Huang, David W. Cheung, Michael K. Ng	DASFAA	2001
Internal Validation	Validating Clustering for Gene Expression Data	Ka Yee Yeung, David R. Haynor Walter L. Ruzzo	Bioinformatics vol. 17, no. 4	2001
Internal Validation	Comparisons and Validation of Statistical Clustering Techniques for Microarray Gene Expression Data	Susmita Datta, Somnath Datta	Bioinformatics vol. 19, no. 4	2003
Result Presentation	Cluster Analysis and Display of Genome-wide Expression Patterns	Michael B. Eisen et al.	Proc. Natl. Acad. Sci, USA vol. 95	1998
Result Presentation	OPTICS: Ordering Points To Identify the Clustering Structure	Michael Anakerst et al.	SIGMOD	1999
Result Presentation	Distinct Types of Diffuse Large B-cell Lymphoma Identified by Gene Expression Profiling	Ash A. Alizadeh et al.	Nature vol. 403	2000
Result Presentation	An Empirical Study of Principal Component Analysis for Clustering Gene Expression Data	K. Y. Yeung, W. L. Ruzzo	Bioinformatics, vol. 17, no. 9	2001
Result Presentation	Fast Optimal Leaf Ordering for Hierarchical Clustering	Ziv Bar-Joseph, David K. Gifford, Tommi S. Jaakkola	Bioinformatics, vol. 17, suppl. 1	2001
Result Presentation	Hierarchical Cluster Analysis of SAGE Data for Cancer Profiling	Raymond T. Ng, Jörg Sander, Monica C. Sleumer	BIOKDD	2001
10 Sep 2003: Biclustering Methods for Microarray Data Analysis
Biclustering	Biclustering of Expression Data	Yizong Cheng, George M. Church	ISMB	2000
Biclustering	Coupled Two-Way Clustering Analysis of Gene Microarray Data	G. Getz, E. Levine, E. Domany	Proc. Natl. Acad. Sci. USA	2000
Biclustering	Plaid Models for Gene Expression Data	Laura Lazzeroni, Art Owen	Statistica Sinica	2002
Biclustering	Discovering Local Structure in Gene Expression Data: The Order-Preserving Submatrix Problem	Amir Ben-Dor, Benny Chor, Richard Karp, Zohar Yakhini	RECOMB	2002
Biclustering	Discovering Statistically Significant Biclusters in Gene Expression Data	Amos Tanay, Roded Sharan, Ron Shamir	Bioinformatics	2002
Biclustering	Enhanced Biclustering on Expression Data	Jiong Yang, Haixun Wang, Wei Wang, Philip Yu	BIBE	2003
Biclustering	Spectral Biclustering of Microarray Cancer Data: Co-clustering Genes and Conditions	Yuval Kluger, Ronen Basri, Joseph T. Chang, Mark Gerstein	Genome Res.	2003

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