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  • 2009

    Exploring social tagging graph for web object classification

    Yin, Z., Li, R., Mei, Q. & Han, J., 2009, KDD '09: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 957-965 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

    Open Access
  • Filtering and refinement: A two-stage approach for efficient and effective anomaly detection

    Yu, X., Tang, L. A. & Han, J., 2009, ICDM 2009 - The 9th IEEE International Conference on Data Mining. p. 617-626 10 p. 5360288. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

    Open Access
  • Finding symbolic bug patterns in sensor networks

    Khan, M. M. H., Abdelzaher, T., Han, J. & Ahmadi, H., 2009, Distributed Computing in Sensor Systems - 5th IEEE International Conference, DCOSS 2009, Proceedings. p. 131-144 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5516 LNCS).

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

  • GAD: General Activity Detection for fast clustering on large data

    Xin, J., Sangkyum, K., Jiawei, H., Liangliang, C. & Zhijun, Y., 2009, Society for Industrial and Applied Mathematics - 9th SIAM International Conference on Data Mining 2009, Proceedings in Applied Mathematics 133. p. 1-12 12 p. (Society for Industrial and Applied Mathematics - 9th SIAM International Conference on Data Mining 2009, Proceedings in Applied Mathematics; vol. 1).

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

  • Graph-based consensus maximization among multiple supervised and unsupervised models

    Gao, J., Liang, F., Fan, W., Sun, Y. & Han, J., 2009, Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference. Neural Information Processing Systems, p. 585-593 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

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

  • Integrating novel class detection with classification for concept-drifting data streams

    Masud, M. M., Gao, J., Khan, L., Han, J. & Thuraisingham, B., 2009, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2009, Proceedings. PART 2 ed. Springer, p. 79-94 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5782 LNAI, no. PART 2).

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

  • iTopicModel: Information network-integrated topic modeling

    Sun, Y., Han, J., Gao, J. & Yu, Y., 2009, ICDM 2009 - The 9th IEEE International Conference on Data Mining. p. 493-502 10 p. 5360275. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

  • Locality preserving nonnegative matrix factorization

    Cai, D., He, X., Wang, X., Bao, H. & Han, J., 2009, IJCAI-09 - Proceedings of the 21st International Joint Conference on Artificial Intelligence. International Joint Conferences on Artificial Intelligence, p. 1010-1015 6 p. (IJCAI International Joint Conference on Artificial Intelligence).

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

  • Mining heterogeneous information networks by exploring the power of links

    Han, J., 2009, Discovery Science - 12th International Conference, DS 2009, Proceedings. p. 13-30 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5808 LNAI).

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

  • Mining personal image collection for social group suggestion

    Yu, J., Jin, X., Han, J. & Luo, J., 2009, ICDM Workshops 2009 - IEEE International Conference on Data Mining. p. 202-207 6 p. 5360503. (ICDM Workshops 2009 - IEEE International Conference on Data Mining).

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

  • MLR-index: An index structure for fast and scalable similarity search in high dimensions

    Malik, R., Kim, S., Jin, X., Ramachandran, C., Han, J., Gupta, I. & Nahrstedt, K., 2009, Scientific and Statistical Database Management - 21st International Conference, SSDBM 2009, Proceedings. p. 167-184 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5566 LNCS).

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

  • Modeling probabilistic measurement correlations for problem determination in large-scale distributed systems

    Gao, J., Jiang, G., Chen, H. & Han, J., 2009, 2009 29th IEEE International Conference on Distributed Computing Systems Workshops, ICDCS, 09. p. 623-630 8 p. 5158476. (Proceedings - International Conference on Distributed Computing Systems).

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

  • Parallel PathFinder algorithms for mining structures from graphs

    Hauguel, S., Zhai, C. X. & Han, J., 2009, ICDM 2009 - The 9th IEEE International Conference on Data Mining. p. 812-817 6 p. 5360316. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

  • P-Rank: A comprehensive structural similarity measure over information networks

    Zhao, P., Han, J. & Sun, Y., 2009, ACM 18th International Conference on Information and Knowledge Management, CIKM 2009. p. 553-562 10 p. (International Conference on Information and Knowledge Management, Proceedings).

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

  • Ranking-based clustering of heterogeneous information networks with star network schema

    Sun, Y., Yu, Y. & Han, J., 2009, KDD '09: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 797-805 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

  • Real-time knowledge discovery and dissemination for intelligence analysis

    Thuraisingham, B., Khan, L., Kantarcioglu, M., Chib, S., Han, J. & Son, S., 2009, Proceedings of the 42nd Annual Hawaii International Conference on System Sciences, HICSS. 4755492. (Proceedings of the 42nd Annual Hawaii International Conference on System Sciences, HICSS).

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

  • Subspace discovery for promotion: A cell clustering approach

    Wu, T. & Han, J., 2009, Discovery Science - 12th International Conference, DS 2009, Proceedings. p. 362-376 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5808 LNAI).

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

  • Temporal outlier detection in vehicle traffic data

    Li, X., Li, Z., Han, J. & Lee, J. G., 2009, Proceedings - 25th IEEE International Conference on Data Engineering, ICDE 2009. p. 1319-1322 4 p. 4812530. (Proceedings - International Conference on Data Engineering).

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

  • Topic cube: Topic modeling for OLAP on multidimensional text databases

    Duo, Z., Chengxiang, Z. & Jiawei, H., 2009, Society for Industrial and Applied Mathematics - 9th SIAM International Conference on Data Mining 2009, Proceedings in Applied Mathematics 133. p. 1117-1128 12 p. (Society for Industrial and Applied Mathematics - 9th SIAM International Conference on Data Mining 2009, Proceedings in Applied Mathematics; vol. 3).

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

  • VideoMule: A consensus learning approach to multi-label classification from noisy user-generated videos

    Ramachandran, C., Malik, R., Jin, X., Gao, J., Nahrstedt, K. & Han, J., 2009, MM'09 - Proceedings of the 2009 ACM Multimedia Conference, with Co-located Workshops and Symposiums. p. 721-724 4 p. (MM'09 - Proceedings of the 2009 ACM Multimedia Conference, with Co-located Workshops and Symposiums).

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

  • 2008

    A practical approach to classify evolving data streams: Training with limited amount of labeled data

    Masud, M. M., Gao, J., Khan, L., Han, J. & Thuraisingham, B., 2008, Proceedings - 8th IEEE International Conference on Data Mining, ICDM 2008. p. 929-934 6 p. 4781203. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

  • ARCube: Supporting ranking aggregate queries in partially materialized data cubes

    Wu, T., Xin, D. & Han, J., 2008, SIGMOD 2008: Proceedings of the ACM SIGMOD International Conference on Management of Data 2008. p. 79-91 13 p. 1376627. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

  • BibNetMiner: Mining bibliographic information networks

    Sun, Y., Wu, T., Yin, Z., Cheng, H., Han, J., Yin, X. & Zhao, P., 2008, SIGMOD 2008: Proceedings of the ACM SIGMOD International Conference on Management of Data 2008. p. 1341-1344 4 p. 1376770. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

  • CISpan: Comprehensive incremental mining algorithms of closed sequential patterns for multi-versional software mining

    Yuan, D., Lee, K., Cheng, H., Krishna, G., Li, Z., Ma, X., Zhou, Y. & 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. 84-95 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
  • Data mining for image/video processing: A promising research frontier

    Han, J., 2008, CIVR 2008 - Proceedings of the International Conference on Content-based Image and Video Retrieval. p. 1-2 2 p. (CIVR 2008 - Proceedings of the International Conference on Content-based Image and Video Retrieval).

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

  • Direct discriminative pattern mining for effective classification

    Cheng, H., Yan, X., Han, J. & Yu, P. S., 2008, Proceedings of the 2008 IEEE 24th International Conference on Data Engineering, ICDE'08. p. 169-178 10 p. 4497425. (Proceedings - International Conference on Data Engineering).

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

  • Direct mining of discriminative and essential frequent patterns via model-based search tree

    Fan, W., Zhang, K., Cheng, H., Gao, J., Yan, X., Han, J., Yu, P. & Verscheure, O., 2008, KDD 2008 - Proceedings of the 14th ACMKDD International Conference on Knowledge Discovery and Data Mining. p. 230-238 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

  • Dustminer: Troubleshooting interactive complexity bugs in sensor networks

    Khan, M. M. H., Le, H. K., Ahmadi, H., Abdelzaher, T. F. & Han, J., 2008, SenSys'08 - Proceedings of the 6th ACM Conference on Embedded Networked Sensor Systems. p. 99-112 14 p. (SenSys'08 - Proceedings of the 6th ACM Conference on Embedded Networked Sensor Systems).

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

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

    Yin, X. & Han, J., 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., 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

    Open Access
  • 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

    Open Access
  • 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

    Open Access
  • 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., 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., 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, 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