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Raymond T. Ng

Papers on DiSC'04


Efficient dynamic mining of constrained frequent sets

Publications


Note: Links lead to the DBLP on the Web.

Raymond T. Ng

H. V. Jagadish , Raymond T. Ng, Beng Chin Ooi , Anthony K. H. Tung : ItCompress: An Iterative Semantic Compression Algorithm. ICDE 2004 : 646-657

Raymond T. Ng, Yuhan Cai : Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials. SIGMOD Conference 2004

Andrew Tae-Jun Kwon , Holger H. Hoos , Raymond T. Ng: Inference of Transcriptional Regulation Relationships from Gene Expression Data. SAC 2003 : 135-140

Laks V. S. Lakshmanan , Carson Kai-Sang Leung , Raymond T. Ng: Efficient dynamic mining of constrained frequent sets. ACM Trans. Database Syst. 28 (4): 337-389 (2003)

Andrew T. Kwon , Holger H. Hoos , Raymond T. Ng: Inference of Transcriptional Regulation Relationships from Gene Expression Data. Bioinformatics 19 (8): 905-912 (2003)

David J. Hand , Daniel A. Keim , Raymond T. Ng: Guest Editorial. Data Min. Knowl. Discov. 7 (3): 239-240 (2003)

David J. Hand , Daniel A. Keim , Raymond T. Ng: Guest Editorial. Data Min. Knowl. Discov. 7 (4): 347-348 (2003)

Jessica M. Phan , Raymond T. Ng, Man Saint Yuen , Steve Jones : GEA: A Toolkit for Gene Expression Analysis. BIOKDD 2002 : 63-70

Carson Kai-Sang Leung , Raymond T. Ng, Heikki Mannila : OSSM: A Segmentation Approach to Optimize Frequency Counting. ICDE 2002 : 583-592

Jessica M. Phan , Raymond T. Ng: GEA: a toolkit for gene expression analysis. SIGMOD Conference 2002 : 628

Laks V. S. Lakshmanan , Raymond T. Ng, Christine Xing Wang , Xiaodong Zhou , Theodore Johnson : The Generalized MDL Approach for Summarization. VLDB 2002 : 766-777

Toon Calders , Raymond T. Ng, Jef Wijsen : Searching for dependencies at multiple abstraction levels. ACM Trans. Database Syst. 27 (3): 229-260 (2002)

Raymond T. Ng, Jiawei Han : CLARANS: A Method for Clustering Objects for Spatial Data Mining. IEEE Trans. Knowl. Data Eng. 14 (5): 1003-1016 (2002)

Carson Kai-Sang Leung , Laks V. S. Lakshmanan , Raymond T. Ng: Exploiting succinct constraints using FP-trees. SIGKDD Explorations 4 (1): 40-49 (2002)

Raymond T. Ng, Jörg Sander , Monica C. Sleumer : Hierarchical cluster analysis of SAGE data for cancer profiling. BIOKDD 2001 : 65-72

Zhiyuan Chen , H. V. Jagadish , Flip Korn , Nick Koudas , S. Muthukrishnan , Raymond T. Ng, Divesh Srivastava : Counting Twig Matches in a Tree. ICDE 2001 : 595-604

Anthony K. H. Tung , Raymond T. Ng, Laks V. S. Lakshmanan , Jiawei Han : Constraint-based clustering in large databases. ICDT 2001 : 405-419

Edwin M. Knorr , Raymond T. Ng, Ruben H. Zamar : Robust space transformations for distance-based operations. KDD 2001 : 126-135

Raymond T. Ng, Alan S. Wagner , Yu Yin : Iceberg-cube computation with PC clusters. SIGMOD Conference 2001

Shu Lin , M. Tamer Özsu , Vincent Oria , Raymond T. Ng: An Extendible Hash for Multi-Precision Similarity Querying of Image Databases. VLDB 2001 : 221-230

H. V. Jagadish , Raymond T. Ng: Incompleteness in Data Mining. ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery 2000 : 1-10

Olga Kapitskaia , Raymond T. Ng, Divesh Srivastava : Evolution and Revolutions in LDAP Directory Caches. EDBT 2000 : 202-216

Anthony K. H. Tong , Raymond T. Ng, Laks V. S. Lakshmanan , Jiawei Han : Geo-Spatial Clustering with User-Specified Constraints. MDM/KDD 2000 : 1-7

Markus M. Breunig , Hans-Peter Kriegel , Raymond T. Ng, Jörg Sander : LOF: Identifying Density-Based Local Outliers. SIGMOD Conference 2000 : 93-104

Theodore Johnson , Laks V. S. Lakshmanan , Raymond T. Ng: The 3W Model and Algebra for Unified Data Mining. VLDB 2000 : 21-32

Laks V. S. Lakshmanan , Carson Kai-Sang Leung , Raymond T. Ng: The Segment Support Map: Scalable Mining of Frequent Itemsets. SIGKDD Explorations 2 (2): 21-27 (2000)

Edwin M. Knorr , Raymond T. Ng, V. Tucakov : Distance-Based Outliers: Algorithms and Applications. VLDB J. 8 (3-4): 237-253 (2000)

H. V. Jagadish , Olga Kapitskaia , Raymond T. Ng, Divesh Srivastava : One-dimensional and multi-dimensional substring selectivity estimation. VLDB J. 9 (3): 214-230 (2000)

Theodore Johnson , Raymond T. Ng, Laks V. S. Lakshmanan : Towards a Toolkit for Data Analysis and Mining. 1999 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery 1999

Jef Wijsen , Raymond T. Ng, Toon Calders : Discovering Roll-Up Dependencies. KDD 1999 : 213-222

Markus M. Breunig , Hans-Peter Kriegel , Raymond T. Ng, Jörg Sander : OPTICS-OF: Identifying Local Outliers. PKDD 1999 : 262-270

H. V. Jagadish , Raymond T. Ng, Divesh Srivastava : Substring Selectivity Estimation. PODS 1999 : 249-260

Janice I. Glasgow , Raymond T. Ng: Data Mining and Knowledge Discovery in Molecular Databases - Session Introduction. Pacific Symposium on Biocomputing 1999 : 124-125

Laks V. S. Lakshmanan , Raymond T. Ng, Jiawei Han , Alex Pang : Optimization of Constrained Frequent Set Queries with 2-variable Constraints. SIGMOD Conference 1999 : 157-168

Raymond T. Ng, Laks V. S. Lakshmanan , Jiawei Han , Teresa Mah : Exploratory Mining via Constrained Frequent Set Queries. SIGMOD Conference 1999 : 556-558

Jef Wijsen , Raymond T. Ng: Temporal Dependencies Generalized for Spatial and Other Dimensions. Spatio-Temporal Database Management 1999 : 189-203

H. V. Jagadish , J. Madar , Raymond T. Ng: Semantic Compression and Pattern Extraction with Fascicles. VLDB 1999 : 186-198

Edwin M. Knorr , Raymond T. Ng: Finding Intensional Knowledge of Distance-Based Outliers. VLDB 1999 : 211-222

H. V. Jagadish , Olga Kapitskaia , Raymond T. Ng, Divesh Srivastava : Multi-Dimensional Substring Selectivity Estimation. VLDB 1999 : 387-398

Raymond T. Ng: Review - Clustering Categorical Data: An Approach Based on Dynamical Systems ACM SIGMOD Digital Review 1 : (1999)

Jiawei Han , Laks V. S. Lakshmanan , Raymond T. Ng: Constraint-Based Multidimensional Data Mining. IEEE Computer 32 (8): 46-50 (1999)

Raymond T. Ng, Dominic Tam : Multilevel Filtering for High-Dimensional Image Data: Why and How. IEEE Trans. Knowl. Data Eng. 11 (6): 916-928 (1999)

Theodore Johnson , Ivy Kwok , Raymond T. Ng: Fast Computation of 2-Dimensional Depth Contours. KDD 1998 : 224-228

Raymond T. Ng, Laks V. S. Lakshmanan , Jiawei Han , Alex Pang : Exploratory Mining and Pruning Optimizations of Constrained Association Rules. SIGMOD Conference 1998 : 13-24

Carson Kai-Sang Leung , Raymond T. Ng: Multiresolution Subimage Similarity Matching for Large Image Databases. Storage and Retrieval for Image and Video Databases (SPIE) 1998 : 259-270

Carson Kai-Sang Leung , Raymond T. Ng: Multiscale Similarity Matching for Subimage Queries of Arbitrary Size. VDB 1998 : 243-264

Edwin M. Knorr , Raymond T. Ng: Algorithms for Mining Distance-Based Outliers in Large Datasets. VLDB 1998 : 392-403

Raymond T. Ng, Jiawei Han , Laks V. S. Lakshmanan : Editorial. Data Min. Knowl. Discov. 2 (3): 231-232 (1998)

Raymond T. Ng, Paul Shum : Optimal Clip Ordering for Multi-Clip Queries. VLDB J. 7 (4): 239-252 (1998)

Edwin M. Knorr , Raymond T. Ng: A Unified Notion of Outliers: Properties and Computation. KDD 1997 : 219-222

Edwin M. Knorr , Raymond T. Ng, David L. Shilvock : Finding Boundary Shape Matching Relationships in Spatial Data. SSD 1997 : 29-46

Raymond T. Ng, Dominic Tam : Analysis of Multilevel Color Histograms. Storage and Retrieval for Image and Video Databases (SPIE) 1997 : 22-33

Daniel Barbará , William DuMouchel , Christos Faloutsos , Peter J. Haas , Joseph M. Hellerstein , Yannis E. Ioannidis , H. V. Jagadish , Theodore Johnson , Raymond T. Ng, Viswanath Poosala , Kenneth A. Ross , Kenneth C. Sevcik : The New Jersey Data Reduction Report. IEEE Data Eng. Bull. 20 (4): 3-45 (1997)

Raymond T. Ng: Semantics, Consistency, and Query Processing of Empirical Deductive Databases. IEEE Trans. Knowl. Data Eng. 9 (1): 32-49 (1997)

Raymond T. Ng: Reasoning with Uncertainty in Deductive Databases and Logic Programs. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 5 (3): 261-316 (1997)

Raymond T. Ng, Xiaomei Tian : Incremental Algorithms for Optimizing Model Computation Based on Partial Instantiation. J. Log. Program. 30 (3): 179-204 (1997)

Dwifiandika S. Faulus , Raymond T. Ng: An expressive language and interface for image querying. Mach. Vis. Appl. 10 (2): 74-85 (1997)

Yannis E. Ioannidis , Raymond T. Ng, Kyuseok Shim , Timos K. Sellis : Parametric Query Optimization. VLDB J. 6 (2): 132-151 (1997)

Edwin M. Knorr , Raymond T. Ng: Extraction of Spatial Proximity Patterns by Concept Generalization. KDD 1996 : 347-350

Dwifiandika S. Faulus , Raymond T. Ng: EXQUISI: An Expressive Query Interface for Similar Images. Storage and Retrieval for Image and Video Databases (SPIE) 1996 : 215-226

Raymond T. Ng, Andishe Sedighian : Evaluating Multidimensional Indexing Structures for Images Transformed by Principal Component Analysis. Storage and Retrieval for Image and Video Databases (SPIE) 1996 : 50-61

Colin Bell , Anil Nerode , Raymond T. Ng, V. S. Subrahmanian : Implementing Deductive Databases by Mixed Integer Programming. ACM Trans. Database Syst. 21 (2): 238-269 (1996)

Edwin M. Knorr , Raymond T. Ng: Finding Aggregate Proximity Relationships and Commonalities in Spatial Data Mining. IEEE Trans. Knowl. Data Eng. 8 (6): 884-897 (1996)

Raymond T. Ng, Jinhai Yang : An Analysis of Buffer Sharing and Prefetching Techniques for Multimedia Systems. Multimedia Syst. 4 (2): 55-69 (1996)

Raymond T. Ng, Xiaomei Tian : Incremental Methods for Optimizing Partial Instantiation. LPNMR 1995 : 287-301

Christos Faloutsos , Raymond T. Ng, Timos K. Sellis : Flexible and Adaptable Buffer Management Techniques for Database Management Systems. IEEE Trans. Computers 44 (4): 546-560 (1995)

Anil Nerode , Raymond T. Ng, V. S. Subrahmanian : Computing Circumscriptive Databases: I. Theory and Algorithms Inf. Comput. 116 (1): 58-80 (1995)

Dwight J. Makaroff , Raymond T. Ng: Schemes for Implementing Buffer Sharing in Continuous-Media Systems. Inf. Syst. 20 (6): 445-464 (1995)

Jiawei Han , Yongjian Fu , Raymond T. Ng: Cooperative Query Answering Using Multiple Layered Databases. CoopIS 1994 : 47-58

Raymond T. Ng, Jiawei Han : Efficient and Effective Clustering Methods for Spatial Data Mining. VLDB 1994 : 144-155

Raymond T. Ng, Jinhai Yang : Maximizing Buffer and Disk Utilizations for News On-Demand. VLDB 1994 : 451-462

Raymond T. Ng, V. S. Subrahmanian : Stable Semantics for Probabilistic Deductive Databases Inf. Comput. 110 (1): 42-83 (1994)

Colin Bell , Anil Nerode , Raymond T. Ng, V. S. Subrahmanian : Mixed Integer Programming Methods for Computing Nonmonotonic Deductive Databases. J. ACM 41 (6): 1178-1215 (1994)

Raymond T. Ng: Semantics and Consistency of Empirical Databases. ICLP 1993 : 812-826

Colin Bell , Anil Nerode , Raymond T. Ng, V. S. Subrahmanian : Implementing Stable Semantics by Linear Programming. LPNMR 1993 : 23-42

Raymond T. Ng, V. S. Subrahmanian : A Semantical Framework for Supporting Subjective and Conditional Probabilities in Deductive Databases. J. Autom. Reasoning 10 (2): 191-235 (1993)

Colin Bell , Anil Nerode , Raymond T. Ng, V. S. Subrahmanian : Implementing Deductive Databases by Linear Programming. PODS 1992 : 283-292

Raymond T. Ng, V. S. Subrahmanian : Empirical Probabilities in Monadic Deductive Databases. UAI 1992 : 215-222

Yannis E. Ioannidis , Raymond T. Ng, Kyuseok Shim , Timos K. Sellis : Parametric Query Optimization. VLDB 1992 : 103-114

Raymond T. Ng, V. S. Subrahmanian : Probabilistic Logic Programming Inf. Comput. 101 (2): 150-201 (1992)

Raymond T. Ng, V. S. Subrahmanian : A Semantical Framework for Supporting Subjective and Conditional Probabilities in Deductive Databases. ICLP 1991 : 565-580

Raymond T. Ng, V. S. Subrahmanian : Relating Dempster-Shafer Theory to Stable Semantics. ISLP 1991 : 551-565

Raymond T. Ng, V. S. Subrahmanian : Stable Model Semantics for Probabilistic Deductive Databases. ISMIS 1991 : 162-171

Raymond T. Ng, Christos Faloutsos , Timos K. Sellis : Flexible Buffer Allocation Based on Marginal Gains. SIGMOD Conference 1991 : 387-396

Raymond T. Ng, V. S. Subrahmanian : Non-Monotonic Negation in Probabilistic Deductive Databases. UAI 1991 : 249-256

Christos Faloutsos , Raymond T. Ng, Timos K. Sellis : Predictive Load Control for Flexible Buffer Allocation. VLDB 1991 : 265-274

Timos K. Sellis , Nick Roussopoulos , Raymond T. Ng: Efficient compilation of large rule bases using logical access paths. Inf. Syst. 15 (1): 73-84 (1990)

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