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  • 2008

    Exploring the power of heuristics and links in multi-relational data mining

    Yin, X. & Han, J., Jun 9 2008, Foundations of Intelligent Systems - 17th International Symposium, ISMIS 2008, Proceedings. p. 17-27 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4994 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Graph OLAP: Towards online analytical processing on graphs

    Chen, C., Yan, X., Zhu, F., Han, J. & Yu, P. S., Dec 1 2008, Proceedings - 8th IEEE International Conference on Data Mining, ICDM 2008. p. 103-112 10 p. 4781105. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Knowledge transfer via multiple model local structure mapping

    Gao, J., Fan, W., Jiang, J. & Han, J., 2008, KDD 2008 - Proceedings of the 14th ACMKDD International Conference on Knowledge Discovery and Data Mining. p. 283-291 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Mining preferences from superior and inferior examples

    Jiang, B., Pei, J., Lin, X., Cheung, D. W. & Han, J., 2008, KDD 2008 - Proceedings of the 14th ACMKDD International Conference on Knowledge Discovery and Data Mining. p. 390-398 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Mining significant graph patterns by leap search

    Yan, X., Cheng, H., Han, J. & Yu, P. S., 2008, SIGMOD 2008: Proceedings of the ACM SIGMOD International Conference on Management of Data 2008. p. 433-444 12 p. 1376662. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Modeling hidden topics on document manifold

    Cai, D., Mei, Q., Han, J. & Zhai, C., 2008, Proceedings of the 17th ACM Conference on Information and Knowledge Management, CIKM'08. p. 911-920 10 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Non-negative matrix factorization on manifold

    Cai, D., He, X., Wu, X. & Han, J., 2008, Proceedings - 8th IEEE International Conference on Data Mining, ICDM 2008. p. 63-72 10 p. 4781101. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • On effective presentation of graph patterns: A structural representative approach

    Chen, C., Lin, C. X., Yan, X. & Han, J., Dec 1 2008, Proceedings of the 17th ACM Conference on Information and Knowledge Management, CIKM'08. p. 299-308 10 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • P-Cube: Answering preference queries in multi-dimensional space

    Xin, D. & Han, J., Oct 1 2008, Proceedings of the 2008 IEEE 24th International Conference on Data Engineering, ICDE'08. p. 1092-1100 9 p. 4497518. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Peer to peer botnet detection for cyber-security: A data mining approach

    Khan, L., Masud, M. M., Gao, J., Han, J. & Thuraisingham, B., 2008, CSIIRW'08 - 4th Annual Cyber Security and Information Intelligence Research Workshop: Developing Strategies to Meet the Cyber Security and Information Intelligence Challenges Ahead. a39. (CSIIRW'08 - 4th Annual Cyber Security and Information Intelligence Research Workshop: Developing Strategies to Meet the Cyber Security and Information Intelligence Challenges Ahead).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • PerRank: Personalized rank retrieval with categorical and numerical attributes

    Kim, S., Kim, J., Ko, Y., Hwang, S. W. & Han, J., 2008, Proceedings - The 9th International Conference on Web-Age Information Management, WAIM 2008. p. 270-277 8 p. 4597024. (Proceedings - The 9th International Conference on Web-Age Information Management, WAIM 2008).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Sampling cube: A framework for statistical OLAP over sampling data

    Li, X., Han, J., Yin, Z., Lee, J. G. & Sun, Y., 2008, SIGMOD 2008: Proceedings of the ACM SIGMOD International Conference on Management of Data 2008. p. 779-790 12 p. 1376695. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • SpaRClus: Spatial relationship pattern-based hierarchical clustering

    Kim, S., Jin, X. & Han, J., 2008, Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130. Society for Industrial and Applied Mathematics Publications, p. 49-60 12 p. (Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130; vol. 1).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
  • Sparse projections over graph

    Cai, D., He, X. & Han, J., 2008, AAAI-08/IAAI-08 Proceedings - 23rd AAAI Conference on Artificial Intelligence and the 20th Innovative Applications of Artificial Intelligence Conference. p. 610-615 6 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 2).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Stream sequential pattern mining with precise error bounds

    Mendes, L. F., Ding, B. & Han, J., 2008, Proceedings - 8th IEEE International Conference on Data Mining, ICDM 2008. p. 941-946 6 p. 4781205. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Text cube: Computing IR measures for multidimensional text database analysis

    Lin, C. X., Ding, B., Han, J., Zhu, F. & Zhao, B., 2008, Proceedings - 8th IEEE International Conference on Data Mining, ICDM 2008. p. 905-910 6 p. 4781199. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Training linear discriminant analysis in linear time

    Cai, D., He, X. & Han, J., 2008, Proceedings of the 2008 IEEE 24th International Conference on Data Engineering, ICDE'08. p. 209-217 9 p. 4497429. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Trajectory outlier detection: A partition-and-detect framework

    Lee, J. G., Han, J. & Li, X., 2008, Proceedings of the 2008 IEEE 24th International Conference on Data Engineering, ICDE'08. p. 140-149 10 p. 4497422. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • 2007

    Adaptive fastest path computation on a road network: A traffic mining approach

    Gonzalez, H., Han, J., Li, X., Myslinska, M. & Sondag, J. P., 2007, 33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings. Gehrke, J., Koch, C., Garofalakis, M., Aberer, K., Kanne, C-C., Neuhold, E. J., Ganti, V., Klas, W., Chan, C-Y., Srivastava, D., Florescu, D. & Deshpande, A. (eds.). Association for Computing Machinery, Inc, p. 794-805 12 p. (33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • A general framework for mining concept-drifting data streams with skewed distributions

    Gao, J., Fan, W., Han, J. & Yu, P. S., 2007, Proceedings of the 7th SIAM International Conference on Data Mining. Society for Industrial and Applied Mathematics Publications, p. 3-14 12 p. (Proceedings of the 7th SIAM International Conference on Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
  • Association mining in large databases: A re-examination of its measures

    Wu, T., Chen, Y. & Han, J., 2007, Knowledge Discovery in Database: PKDD 2007 - 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Proceedings. Springer, p. 621-628 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4702 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
  • Cost-conscious cleaning of massive RFID data sets

    Gonzalez, H., Han, J. & Shen, X., 2007, 23rd International Conference on Data Engineering, ICDE 2007. p. 1268-1272 5 p. 4221780. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • DataScope: Viewing database contents in google maps' way

    Wu, T., Li, X., Xin, D., Han, J., Lee, J. & Redder, R., 2007, 33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings. Gehrke, J., Koch, C., Garofalakis, M., Aberer, K., Kanne, C-C., Neuhold, E. J., Ganti, V., Klas, W., Chan, C-Y., Srivastava, D., Florescu, D. & Deshpande, A. (eds.). Association for Computing Machinery, Inc, p. 1314-1317 4 p. (33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Discriminative frequent pattern analysis for effective classification

    Cheng, H., Yan, X., Han, J. & Hsu, C. W., 2007, 23rd International Conference on Data Engineering, ICDE 2007. p. 716-725 10 p. 4221720. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Efficient discovery of frequent approximate sequential patterns

    Zhu, F., Yan, X., Han, J. & Yu, P. S., 2007, Proceedings of the 7th IEEE International Conference on Data Mining, ICDM 2007. p. 751-756 6 p. 4470322. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Efficient Kernel Discriminant Analysis via spectral regression

    Cai, D., He, X. & Han, J., 2007, Proceedings of the 7th IEEE International Conference on Data Mining, ICDM 2007. p. 427-432 6 p. 4470268. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Exploring the power of links in data mining

    Han, J., 2007, Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings. Springer, p. 2 1 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4505 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
  • Finding frequent items in data streams using hierarchical information

    Xiaoyu, W., Hongyan, L. & Jiawei, H., 2007, 2007 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2007. p. 431-436 6 p. 4413754. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • gApprox: Mining frequent approximate patterns from a massive network

    Chen, C., Yan, X., Zhu, F. & Han, J., 2007, Proceedings of the 7th IEEE International Conference on Data Mining, ICDM 2007. p. 445-450 6 p. 4470271. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • gPrune: A constraint pushing framework for graph pattern mining

    Zhu, F., Yan, X., Han, J. & Yu, P. S., 2007, Advances in Knowledge Discovery and Data Mining - 11th Pacific-Asia Conference, PAKDD 2007, Proceedings. Springer, p. 388-400 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4426 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Indexing noncrashing failures: A dynamic program slicing-based approach

    Liu, C., Zhang, X., Han, J., Zhang, Y. & Bhargava, B. K., 2007, ICSM 2007 - Proceedings of the 2007 IEEE International Conference on Software Maintenance. p. 455-464 10 p. 4362658. (IEEE International Conference on Software Maintenance, ICSM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Integrating OLAP and ranking: The ranking-cube methodology

    Xin, D. & Han, J., 2007, Workshops in Conjunction with the International Conference on Data Engineering - ICDE' 07. p. 253-256 4 p. 4401000. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Isometric projection

    Cai, D., He, X. & Han, J., Nov 28 2007, AAAI-07/IAAI-07 Proceedings: 22nd AAAI Conference on Artificial Intelligence and the 19th Innovative Applications of Artificial Intelligence Conference. p. 528-533 6 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 1).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Learning a spatially smooth subspace for face recognition

    Cai, D., He, X., Hu, Y., Han, J. & Huang, T., 2007, 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR'07. 4270079. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Mining approximate top-K subspace anomalies in multi-dimensional time-series data

    Li, X. & Han, J., 2007, 33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings. Gehrke, J., Koch, C., Garofalakis, M., Aberer, K., Kanne, C-C., Neuhold, E. J., Ganti, V., Klas, W., Chan, C-Y., Srivastava, D., Florescu, D. & Deshpande, A. (eds.). Association for Computing Machinery, Inc, p. 447-458 12 p. (33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Mining colossal frequent patterns by core pattern fusion

    Zhu, F., Yan, X., Han, J., Yu, P. S. & Cheng, H., 2007, 23rd International Conference on Data Engineering, ICDE 2007. p. 706-715 10 p. 4221719. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Object distinction: Distinguishing objects with identical names

    Xiaoxin, Y., Jiawei, H. & Yu, P. S., 2007, 23rd International Conference on Data Engineering, ICDE 2007. IEEE Computer Society, p. 1242-1246 5 p. 4221773. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • On appropriate assumptions to mine data streams: Analysis and practice

    Gao, J., Fan, W. & Han, J., Dec 1 2007, Proceedings of the 7th IEEE International Conference on Data Mining, ICDM 2007. p. 143-152 10 p. 4470238. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • On efficient processing of subspace skyline queries on high dimensional data

    Jin, W., Tung, A. K. H., Ester, M. & Han, J., 2007, 19th International Conference on Scientific and Statistical Database Management, SSDBM 2007. 4274957. (Proceedings of the International Conference on Scientific and Statistical Database Management, SSDBM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Progressive and selective merge: Computing top-k with ad-hoc ranking functions

    Xin, D., Han, J. & Chang, K. C-C., Oct 30 2007, SIGMOD 2007: Proceedings of the ACM SIGMOD International Conference on Management of Data. p. 103-114 12 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Regularized locality preserving indexing via spectral regression

    Cai, D., He, X., Zhang, W. V. & Han, J., 2007, CIKM 2007 - Proceedings of the 16th ACM Conference on Information and Knowledge Management. p. 741-750 10 p. (International Conference on Information and Knowledge Management, Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Regularized regression on image manifold for retrieval

    Cai, D., He, X. & Han, J., 2007, International Multimedia Conference, MM'07 - Proceedings of the 9th ACM SIG Multimedia International Workshop on Multimedia Information Retrieval, MIR'07. p. 11-20 10 p. (Proceedings of the ACM International Multimedia Conference and Exhibition).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Research frontiers in advanced data mining technologies and applications

    Han, J., 2007, Advances in Knowledge Discovery and Data Mining - 11th Pacific-Asia Conference, PAKDD 2007, Proceedings. Springer, p. 1-5 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4426 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • ROAM: Rule-and motif-based anomaly detection in massive moving object data sets

    Li, X., Han, J., Kim, S. & Gonzalez, H., 2007, Proceedings of the 7th SIAM International Conference on Data Mining. p. 273-284 12 p. (Proceedings of the 7th SIAM International Conference on Data Mining).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Spectral regression: A Unified approach for Sparse Subspace Learning

    Cai, D., He, X. & Han, J., Jan 1 2007, Proceedings of the 7th IEEE International Conference on Data Mining, ICDM 2007. Institute of Electrical and Electronics Engineers Inc., p. 73-82 10 p. 4470231. (Proceedings - IEEE International Conference on Data Mining, ICDM).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Spectral regression: A unified subspace learning framework for content-based image retrieval

    Cai, D., He, X. & Han, J., 2007, Proceedings of the Fifteenth ACM International Conference on Multimedia, MM'07. p. 403-412 10 p. (Proceedings of the ACM International Multimedia Conference and Exhibition).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • The multi-relational skyline operator

    Jin, W., Ester, M., Hu, Z. & Han, J., 2007, 23rd International Conference on Data Engineering, ICDE 2007. p. 1276-1280 5 p. 4221782. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Towards graph containment search and indexing

    Chen, C., Yan, X., Yu, P. S., Han, J., Zhang, D. Q. & Gu, X., 2007, 33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings. Gehrke, J., Koch, C., Garofalakis, M., Aberer, K., Kanne, C-C., Neuhold, E. J., Ganti, V., Klas, W., Chan, C-Y., Srivastava, D., Florescu, D. & Deshpande, A. (eds.). Association for Computing Machinery, Inc, p. 926-937 12 p. (33rd International Conference on Very Large Data Bases, VLDB 2007 - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Traffic density-based discovery of hot routes in road networks

    Li, X., Han, J., Lee, J. G. & Gonzalez, H., 2007, Advances in Spatial and Temporal Databases - 10th International Symposium, SSTD 2007, Proceedings. Springer, p. 441-459 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4605 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Trajectory clustering: A partition-and-group framework

    Lee, J. G., Han, J. & Whang, K. Y., 2007, SIGMOD 2007: Proceedings of the ACM SIGMOD International Conference on Management of Data. p. 593-604 12 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution