Selected Publications Before 2000


Selected Publications Since 2000
Selected Publications Before 2000
MSc. and Ph.D. Theses Related to Data Mining and Database Systems
Conference or Workshop Presentation Slides

1999

L. Feng, H. Lu, J. Yu, and J. Han, '' Exploiting Templates to Make Multi-Dimensional Inter-Transaction Association Rules Mining Practical (PDF)'', Proc. 1999 Int. Conf. on Information and Knowledge Management (CIKM'99), Kansas City, Missouri, Nov. 1999.

J. Han, and Y. Fu, '' Discovery of Multiple-Level Association Rules from Large Databases (PDF)'', IEEE Transactions on Knowledge and Data Engineering, 11(5), 1999.

J. Han, L. V. S. Lakshmanan, and R. T. Ng, '' Constraint-Based, Multidimensional Data Mining (PDF)'', COMPUTER (special issues on Data Mining), 32(8): 46-50, 1999.

A. K. H. Tung, H. Lu, J. Han, and L. Feng, '' Breaking the Barrier of Transactions: Mining Inter-Transaction Association Rules '', Proc. 1999 Int. Conf. on Knowledge Discovery and Data Mining (KDD'99) , San Diego, CA, Aug. 1999. (PDF)

X. Zhou, D. Truffet, and J. Han, '' Efficient Polygon Amalgamation Methods for Spatial OLAP and Spatial Data Mining '', Proc. 6th Int. Symp. on Large Spatial Databases (SSD'99) , Hong Kong, July 1999, pp. 167-187. (PDF)

L. V. S. Lakshmanan, R. Ng, J. Han and A. Pang, '' Optimization of Constrained Frequent Set Queries with 2-Variable Constraints '', Proc. 1999 ACM-SIGMOD Conf. on Management of Data (SIGMOD'99), , Philadelphia, PA, June 1999, pp. 157-168. (PDF)

R. Ng, L. V. S. Lakshmanan, J. Han and T. Mah, '' Exploratory Mining via Constrained Frequent Set Queries '', Proc. 1999 ACM-SIGMOD Conf. on Management of Data (SIGMOD'99) (demo), , Philadelphia, PA, June 1999, pp. 556-558. (PDF)

O. R. Zaiane, E. Hagen, and J. Han, '' Word Taxonomy for On-Line Visual Asset Management and Mining '', Proc. Int. Workshop on Application of Natural Language to Information Systems (NLDB'99) , Klagenfurt, Austria, June 1999 (PDF)

J. Han, Q. Yang, and E. Kim, '' Plan Mining by Divide-and-Conquer '', Proc. 1999 SIGMOD'99 Workshop on Research Issues on Data Mining and Knowledge Discovery (DMKD'99) , Philadelphia, PA, May 1999, pp. 8:1-8:6. (PDF)

J. Han, G. Dong, and Y. Yin, '' Efficient Mining of Partial Periodic Patterns in Time Series Database '', Proc. 1999 Int. Conf. on Data Engineering (ICDE'99), Sydney, Australia, March 1999, pp. 106-115. (PDF)

J. Han, '' Data Mining '', in J. Urban and P. Dasgupta (eds.), Encyclopedia of Distributed Computing , Kluwer Academic Publishers, 1999. (PDF)

J. Han, '' Characteristic Rules '', to appear in W. Kloesgen and J. Zytkow (eds.), Handbook of Data Mining and Knowledge Discovery, Oxford University Press, 1999. (PDF)

J. Han, '' Characteristic Rules '', DBMiner , to appear in W. Kloesgen and J. Zytkow (eds.), Handbook of Data Mining and Knowledge Discovery, Oxford University Press, 1999. (PDF)

  J. Han, Z. Xie, and Y. Fu, `` Join Index Hierarchy: An Indexing Structure for Efficient Navigation in Object-Oriented Databases '', IEEE Transactions on Knowledge and Data Engineering , 11(2):321-337, 1999.

1998

Osmar R. Zaļane, Jiawei Han, Ze-Nian Li, Jean Hou, '' Mining Multimedia Data'', Proc. CASCON'98: Meeting of Minds, Toronto, Canada, November 1998, pp. 83-96. (PDF)

O. Zaiane and J. Han, '' WebML: Querying the World-Wide Web for Resources and Knowledge '', Proc. (CIKM'98) Int'l Workshop on Web Information and Data Management (WIDM'98) , Bethesda, Maryland, Nov. 1998, pp. 9-12. (PDF)

J. Han, W. Gong, and Y. Yin, '' Mining Segment-Wise Periodic Patterns in Time-Related Databases '', Proc. of 1998 Int'l Conf. on Knowledge Discovery and Data Mining (KDD'98) , New York City, NY, Aug. 1998, pp. 214-218. (PDF)

K. Koperski, J. Han, and N. Stefanovic, '' An Efficient Two-Step Method for Classification of Spatial Data'', Proc. 1998 International Symposium on Spatial Data Handling SDH'98, , Vancouver, BC, Canada, July 1998, pp. 45-54. (PDF)

J. Han, S. Chee, and J. Y. Chiang, '' Issues for On-Line Analytical Mining of Data Warehouses '', Proc. of 1998 SIGMOD'96 Workshop on Research Issues on Data Mining and Knowledge Discovery (DMKD'98) , Seattle, Washington, June 1998, pp. 2:1-2:5. (PDF)

H. Lu, J. Han, and L. Feng, '' Stock Movement and N-Dimensional Inter-Transaction Association Rules '', Proc. of 1998 SIGMOD'96 Workshop on Research Issues on Data Mining and Knowledge Discovery (DMKD'98) , Seattle, Washington, June 1998, pp. 12:1-12:7. (PDF)

R. Ng, L. V. S. Lakshmanan, J. Han and A. Pang, '' Exploratory Mining and Pruning Optimizations of Constrained Associations Rules'', Proc. of 1998 ACM-SIGMOD Conf. on Management of Data, Seattle, Washington, June 1998, pp. 13-24. (PDF)

O. R. Zaiane, J. Han, Z. N. Li, J. Y. Chiang, and S. Chee, '' MultiMedia-Miner: A System Prototype for MultiMedia Data Mining'', Proc. 1998 ACM-SIGMOD Conf. on Management of Data, (system demo), Seattle, Washington, June 1998, pp. 581-583. (PDF)

J. J. Han, R. T. Ng, Y. Fu, and S. Dao, '' Dealing with Semantic Heterogeneity by Generalization-Based Data Mining Techniques'', M. P. Papazoglou and G. Schlageter (eds.), Cooperative Information Systems: Current Trends & Directions , Academic Press, 1998, pp. 207-231. (PDF)

O. R. Zaiane, M. Xin, J. Han, '' Discovering Web Access Patterns and Trends by Applying OLAP and Data Mining Technology on Web Logs'', Proc. Advances in Digital Libraries Conf. (ADL'98), Santa Barbara, CA, April 1998, pp. 19-29. (PDF)

J. Han, N. Stefanovic, and K. Koperski, '' Selective Materialization: An Efficient Method for Spatial Data Cube Construction'', Proc. 1998 Pacific-Asia Conf. on Knowledge Discovery and Data Mining (PAKDD'98) [Lecture Notes in Artificial Intelligence, 1394, Springer Verlag, 1998], , Melbourne, Australia, April 1998, pp. 144-158. (PDF)

K.Koperski, J.Han, and J. Adhikary, '' Mining Knowledge in Geographical Data'', accepted by IEEE Comuter , 1998. (PDF)

J. Han, S. Nishio, H. Kawano, and W. Wang, '' Generalization-Based Data Mining in Object-Oriented Databases Using an Object-Cube Model '', Data and Knowledge Engineering , 25(1-2):55-97, 1998. (PDF)

J. Han, '' Towards On-Line Analytical Mining in Large Databases'', SIGMOD Record, 27(1):97-107, 1998. (short version) (PDF)

J. Han, L. Liu and T. Lu, `` Evaluation of Declarative N-Queens Recursion: A Deductive Database Approach '', Information Science , 105:69-100, 1998.

1997

The Data Mining Research Group, ''Introduction to DBMiner and Data Mining and Warehousing Concepts'' (Microsoft PowerPoint version), Boeing Workshop, Seattle, Washington, December 1997.

The Data Mining Research Group, ''DBMiner Tutorial'' (Microsoft PowerPoint version), Boeing Workshop, Seattle, Washington, December 1997.

The Data Mining Research Group, ''DBMiner User Manual'', December 1997.

J. Han, J. Chiang, S. Chee, J. Chen, Q. Chen, S. Cheng, W. Gong, M. Kamber, K. Koperski, G. Liu, Y. Lu, N. Stefanovic, L. Winstone, B. Xia, O. R. Zaiane, S. Zhang, H. Zhu, ''DBMiner: A System for Data Mining in Relational Databases and Data Warehouses'', Proc. CASCON'97: Meeting of Minds, Toronto, Canada, November 1997.

J. Han, '' OLAP Mining: An Integration of OLAP with Data Mining'', Proc. 1997 IFIP Conference on Data Semantics (DS-7), Leysin, Switzerland, Oct. 1997, pp. 1-11.

J. Han, '' Conference Tutorial Notes: Spatial Data Mining and Spatial Data Warehousing '' (Microsoft PowerPoint version), 5th Int'l Symposium on Spatial Databases(SSD'97), Berlin, Germany, July 1997.

Micheline Kamber, Jiawei Han, Jenny Y. Chiang, '' Using Data Cubes for Metarule-Guided Mining of Multi-Dimensional Association Rules'', Techical Report CS-TR 97-10, School of Computing Science, Simon Fraser University, May 1997.

Micheline Kamber, Jiawei Han, Jenny Y. Chiang, '' Metarule-Guided Mining of Multi-Dimensional Association Rules Using Data Cubes '', Proceeding of the 3rd International Conference on Knowledge Discovery and Data Mining, Newport Beach, California, Aug. 1997, in press.

J. Han, K. Koperski, and N. Stefanovic, '' GeoMiner: A System Prototype for Spatial Data Mining'', Proc. 1997 ACM-SIGMOD Int'l Conf. on Management of Data(SIGMOD'97), Tucson, Arizona, May 1997(System prototype demonstration).

J. Han, '' Conference Tutorial Notes: Integration of Data Mining and Data Warehousing Technologies ''(Microsoft PowerPoint version), 1997 Int'l Conf. on Data Engineering (ICDE'97), Birmingham, England, April 1997.

J. Han, '' Data Mining: Where Is It Heading?'', Proc. of 1997 Int'l Conf. on Data Engineering (ICDE'97), Birmingham, England, April 1997, pp. 508.

M. Kamber, L. Winstone, W. Gong, S. Cheng, and J. Han, '' Generalization and Decision Tree Induction: Efficient Classification in Data Mining'', Proc. of 1997 Int'l Workshop on Research Issues on Data Engineering (RIDE'97), Birmingham, England, April 1997, pp. 111-120.

1996

M.S. Chen, J. Han, and P.S. Yu, '' Data Mining: An Overview from a Database Perspective'', IEEE Transactions on Knowledge and Data Engineering, 8(6): 866-883, 1996.

D. Cheung, J. Han, V. T. Ng, A. W. Fu an Y. Fu, '' A Fast Distributed Algorithm for Mining Association Rules'', Proc. of 1996 Int'l Conf. on Parallel and Distributed Information Systems (PDIS'96), Miami Beach, Florida, USA, Dec. 1996.

Jiawei Han, Yongjian Fu, Wei Wang, Jenny Chiang, Wan Gong, Krzysztof Koperski, Deyi Li, Yijun Lu, Amynmohamed Rajan, Nebojsa Stefanovic, Betty Xia, Osmar R. Zaiane, '' DBMiner: A System for Mining Knowledge in Large Relational Databases , Proc. 1996 Int'l Conf. on Data Mining and Knowledge Discovery (KDD'96) , Portland, Oregon, August 1996, pp. 250-255. (Presentation transparencies, Microsoft PowerPoint version).

J. Han ''Conference Tutorial Notes: Data Mining Techniques'', 1996 ACM/SIGMOD Int'l Conf. on Management of Data (SIGMOD'96), Montreal, Canada, June 1996.

J. Han, Y. Fu, W. Wang, J. Chiang, O. R. Zaiane, and K. Koperski, '' DBMiner: Interactive Mining of Multiple-Level Knowledge in Relational Databases'', Proc. 1996 ACM-SIGMOD Int'l Conf. on Management of Data (SIGMOD'96), Montreal, Canada, June 1996 (System prototype demonstration).

J. Han, ''Data Mining Techniques'', Proc. 1996 ACM-SIGMOD Int'l Conf. on Management of Data (SIGMOD'96), Montreal, Canada, June 1996 (Tutorial).

K. Koperski, J. Adhikary and J. Han, '' Spatial Data Mining: Progress and Challenges'', 1996 SIGMOD'96 Workshop. on Research Issues on Data Mining and Knowledge Discovery (DMKD'96), Montreal, Canada, June 1996.

J. Han, Y. Fu, K. Koperski, W. Wang, and O. Zaiane, '' DMQL: A Data Mining Query Language for Relational Databases'', 1996 SIGMOD'96 Workshop. on Research Issues on Data Mining and Knowledge Discovery (DMKD'96), Montreal, Canada, June 1996.

K. Koperski and J. Han, '' Data Mining Methods for the Analysis of Large Geographic Databases'', Proc. 10th Annual Conference on GIS, Vancouver, Canada, March 1996.

D. Cheung, J. Han, V. Ng and C.Y. Wong, '' Maintenance of Discovered Association Rules in Large Databases: An Incremental Updating Technique'', Proc. of 1996 Int'l Conf. on Data Engineering (ICDE'96), New Orleans, Louisiana, USA, Feb. 1996.

J. Han and Y. Fu, '' Exploration of the Power of Attribute-Oriented Induction in Data Mining'', U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy (eds.), Advances in Knowledge Discovery and Data Mining, AAAI/MIT Press, 1996, pp. 399-421.

J. Han, Y. Huang, N. Cercone, and Y. Fu, '' Intelligent Query Answering by Knowledge Discovery Techniques'', IEEE Transactions on Knowledge and Data Engineering, 8(3): 373-390, 1996.

1995

Y. Fu and J. Han, '' Meta-Rule-Guided Mining of Association Rules in Relational Databases'', Proc. 1995 Int'l Workshop. on Knowledge Discovery and Deductive and Object-Oriented Databases (KDOOD'95), Singapore, December 1995, pp. 39-46.

J. Han, '' Mining Knowledge at Multiple Concept Levels'', Proc. 4th Int'l Conf. on Information and Knowledge Management (CIKM'95), Baltimore, Maryland, Nov. 1995, pp. 19-24.

J. Han, Y. Fu, K. Koperski, G. Melli, W. Wang, O. R. Zaļane, '' Knowledge Mining in Databases: An Integration of Machine Learning Methodologies with Database Technologies'', Canadian Artificial Intelligence, October 1995.

J. Han and Y. Fu, '' Discovery of Multiple-Level Association Rules from Large Databases'', Proc. of 1995 Int'l Conf. on Very Large Data Bases (VLDB'95), Zürich, Switzerland, September 1995, pp. 420-431.

O. R. Zaļane and J. Han, '' Resource and Knowledge Discovery in Global Information Systems: A Preliminary Design and Experiment'', Proc. 1st Int'l Conf. on Knowledge Discovery and Data Mining (KDD'95), Montreal, Canada, Aug. 1995, pp. 331-336.

K. Koperski and J. Han, '' Discovery of Spatial Association Rules in Geographic Information Databases'', Proc. 4th Int'l Symp. on Large Spatial Databases (SSD95), Maine, Aug. 1995, pp. 47-66.

J. Han, Y. Fu and S. Tang, '' Advances of the DBLearn System for Knowledge Discovery in Large Databases'', (video demonstration), Proc. 1995 Int'l Joint Conf. on Artificial Intelligence (IJCAI'95), Montreal, Canada, Aug. 1995, pp. 2049-2050.

J. Han, O. R. Zaļane, and Y. Fu, '' Resource and Knowledge Discovery in Global Information Systems: A Scalable Multiple Layered Database Approach'', Proc. of a Forum on Research and Technology Advances in Digital Libraries (ADL'95), McLean, Virginia, May 1995.

J. Han, '' From Database Systems to Knowledge-Base Systems: An Evolutionary Approach'', Tutorial Notes at the 11th Int'l Conf. on Data Engineering (ICDE'95) Taipei, Taiwan, March 1995, pp. 1-106.

  Z. Xie and J. Han, `` Normalization and Compilation of Deductive and Object-Oriented Database Programs for Efficient Query Evaluation '', in Proc. 1995 Int'l Conf. on Deductive and Object-Oriented Databases (DOOD'95), Singapore, December 1995.

  J. Han, and L.V.S. Lakshmanan, `` Evaluation of Regular Nonlinear Recursions by Deductive Database Techniques'', Information Systems, 20(5):419-441, 1995.

  J. Han, `` Chain-Split Evaluation in Deductive Databases'', IEEE Transactions on Knowledge and Data Engineering, 7(2):261-273, 1995.

  W. Lu and J. Han, `` Query Evaluation and Optimization in Deductive and Object-Oriented Spatial Databases'', Information and Software Technology, 37(3):131-143, 1995.

  W. Lu and J. Han, `` Information Associated Join Index for Spatial Range Search'', International Journal of Geographical Information Systems, 9(3):221-249, 1995.

Gemmell, D. James, Vin, Harrick M., Kandlur, Dilip D., Rangan, P. Venkat, and Rowe, Lawrence A., "Multimedia Storage Servers: A Tutorial", COMPUTER, Vol. 28, No. 5 (May 1995), pp. 40-49.

1994

J. Han, S. Nishio and H. Kawano, '' Knowledge Discovery in Object-Oriented and Active Databases'', F. Fuchi and T. Yokoi (eds.), Knowledge Building and Knowledge Sharing, Ohmsha, Ltd. and IOS Press, 1994, pp. 221-230.

R. Ng and J. Han, '' Efficient and Effective Clustering Method for Spatial Data Mining'', Proc. of 1994 Int'l Conf. on Very Large Data Bases (VLDB'94), Santiago, Chile, September 1994, pp. 144-155.

J. Han and Y. Fu, '' Dynamic Generation and Refinement of Concept Hierarchies for Knowledge Discovery in Databases'', AAAI'94 Workshop on Knowledge Discovery in Databases (KDD'94), Seattle, WA, July 1994, pp. 157-168.

J. Han, Y. Fu, and R. Ng, '' Cooperative Query Answering Using Multiple Layered Databases'', Proc. 2nd Int. Conf. Cooperative Information Systems (CoopIS'94), Toronto, Canada, May 1994, pp. 47-58.

J. Han, L. Liu and Z. Xie, `` LogicBase: A Deductive Database System Prototype'', in Proc. 3rd Int'l Conf. on Information and Knowledge Management (CIKM'94), Gaithersburg, Maryland, Nov. 1994, pp. 226-233.

  Z. Xie and J. Han, `` Join Index Hierarchies for Supporting Efficient Navigations in Object-Oriented Databases'', in Proc. of 1994 Int'l Conf. on Very Large Data Bases (VLDB'94), Santiago, Chile, September 1994, pp. 522-533.

J. Han, `` Constraint-Based Query Evaluation in Deductive Databases'', IEEE Transactions on Knowledge and Data Engineering, 6(1):96-107,1994.

D. J. Gemmell, J. Han, R. Beaton, and S. Christodoulakis, `` Delay Sensitive Multimedia on Disks'', IEEE Multimedia, 1(3):56-67, 1994.

  D. J. Gemmell and J. Han, `` Multimedia Network File Servers: Multi-Channel Delay Sensitive Data Retrieval'', Multimedia Systems, 1:240-252, 1994.

1993

J. Han, Y. Cai and N. Cercone, '' Data-Driven Discovery of Quantitative Rules in Relational Databases '', IEEE Transactions on Knowledge and Data Engineering, 5(1):29-40, 1993.

W. Lu, J. Han and B. C. Ooi, '' Discovery of General Knowledge in Large Spatial Databases'', Proc. of 1993 Far East Workshop on Geographic Information Systems (FEGIS'93), Singapore, June 1993, pp. 275-289.

  J. Han, `` Compilation and Evaluation of Linear Mutual Recursions'', Information Sciences, 69:157-183, 1993.

  J. Han, K. Zeng and T. Lu, `` Normalization of Linear Recursions in Deductive Databases'', in Proc. 9th Int'l Conf. on Data Engineering (ICDE'93), Vienna, Austria, Apr. 1993, pp. 559-567.

1992

J. Han, Y. Cai and N. Cercone, ''Knowledge Discovery in Databases: An Attribute-Oriented Approach'', Proc. of 1992 Int'l Conf. on Very Large Data Bases (VLDB'92), Vancouver, Canada, August 1992, pp. 547-559.

J. Han and T. Lu, `` N-Queens Problem Revisited: A Deductive Database Approach'', in Proc. of 1992 IJCSLP (Int'l Joint Conf. and Symp. on Logic Programming) Workshop on Deductive Databases, Washington D.C., Nov. 1992, pp. 48-55.

L. Liu and J. Han, `` Compressed Counting Method'', in Proc. of 1992 IJCSLP (Int'l Joint Conf. and Symp. on Logic Programming) Workshop on Deductive Databases, Washington D.C., Nov. 1992, pp. 76-85.

J. Han and K. Zeng, `` Automatic Generation of Compiled Forms for Linear Recursions'', Information Systems, 17(4):299-322, 1992.

  W. Lu and J. Han, Distance-Associated Join Index for Spatial Range Search , Proc. 8th Int'l Conf. on Data Engineering (ICDE'92), Tempe, AZ, Feb. 1992, pp. 284-292.

1990

  X. Xu, J. Han and W. Lu, `` RT-Tree: An Improved R-Tree Indexing Structure for Temporal Spatial Databases '', Proc. 4th Int. Symp. on Spatial Data Handling (SSDH'90), Zurich, Switzerland, July 1990, pp. 1040-1049.



Other Papers on KDD
Selected Publications Since 2000
Selected Publications Before 2000
MSc. and Ph.D. Theses Related to Data Mining and Database Systems
Conference or Workshop Presentation Slides


Page maintained by Jiawei Han