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• 2011

  Evolutionary clustering and analysis of bibliographic networks

  Gupta, M., Aggarwal, C. C., Han, J. & Sun, Y., Sep 19 2011, Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011. p. 63-70 8 p. 5992586. (Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Heterogeneous networks

• Exposing complex bug-triggering conditions in distributed systems via graph mining

  Seo, E., Khan, M. M. H., Mohapatra, P., Han, J. & Abdelzaher, T., 2011, Proceedings - 2011 International Conference on Parallel Processing, ICPP 2011. p. 186-195 10 p. 6047187. (Proceedings of the International Conference on Parallel Processing).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Graph Mining
  • Distributed Systems
  • Hazards and race conditions
  • Scalability
  • Debugging

• Extracting general lists from web documents: A hybrid approach

  Fumarola, F., Weninger, T., Barber, R., Malerba, D. & Han, J., Jul 25 2011, Modern Approaches in Applied Intelligence - 24th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2011, Proceedings. PART 1 ed. p. 285-294 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6703 LNAI, no. PART 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Hybrid Approach
  • Websites
  • Vision
  • HTML
  • Corpus

• FAST sequence mining based on sparse id-lists

  Salvemini, E., Fumarola, F., Malerba, D. & Han, J., Jul 14 2011, Foundations of Intelligent Systems - 19th International Symposium, ISMIS 2011, Proceedings. p. 316-325 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6804 LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Sequential Patterns
  • Mining
  • Large dataset
  • Medicine
  • World Wide Web

• Finding top-k shortest path distance changes in an evolutionary network

  Gupta, M., Aggarwal, C. C. & Han, J., Sep 19 2011, Advances in Spatial and Temporal Databases - 12th International Symposium, SSTD 2011, Proceedings. p. 130-148 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6849 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Shortest path
  • Snapshot
  • Graph in graph theory
  • Structural properties
  • Vertex of a graph

• Foreword

  Han, J., Dec 1 2011, Social Network Mining, Analysis, and Research Trends: Techniques and Applications. IGI Global, p. xviii

  Research output: Chapter in Book/Report/Conference proceeding › Foreword/postscript

• Generalized fisher score for feature selection

  Gu, Q., Li, Z. & Han, J., Sep 29 2011, p. 266-273. 8 p.

  Research output: Contribution to conference › Paper › peer-review

  • Feature Selection
  • Feature extraction
  • Integer programming
  • Linear programming
  • Projected Gradient

• Geo-friends recommendation in GPS-based cyber-physical social network

  Yu, X., Pan, A., Tang, L. A., Li, Z. & Han, J., Sep 19 2011, Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011. p. 361-368 8 p. 5992600. (Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Global positioning system
  • Random processes
  • Merging
  • Mobile computing
  • Trajectories

• Geographical topic discovery and comparison

  Yin, Z., Cao, L., Han, J., Zhai, C. & Huang, T. S., Dec 1 2011, Proceedings of the 20th International Conference on World Wide Web, WWW 2011. p. 247-256 10 p. (Proceedings of the 20th International Conference on World Wide Web, WWW 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Global positioning system
  • Geographical distribution
  • Geographical regions
  • Sales
  • Websites

• Graph cube: On warehousing and OLAP multidimensional networks

  Zhao, P., Li, X., Xin, D. & Han, J., Jul 11 2011, Proceedings of SIGMOD 2011 and PODS 2011. p. 853-864 12 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Data warehouses
  • Query processing
  • Agglomeration

• Graph regularized nonnegative matrix factorization for data representation

  Cai, D., He, X., Han, J. & Huang, T. S., 2011, In: IEEE transactions on pattern analysis and machine intelligence. 33, 8, p. 1548-1560 13 p., 5674058.

  Research output: Contribution to journal › Article › peer-review

  • Factorization
  • Matrix Factorization
  • Information Retrieval
  • Graph in graph theory
  • Graph Algorithms

• Growing parallel paths for entity-page discovery

  Weninger, T., Fumarola, F., Lin, C. X., Barber, R., Han, J. & Malerba, D., Apr 29 2011, Proceedings of the 20th International Conference Companion on World Wide Web, WWW 2011. p. 145-146 2 p. (Proceedings of the 20th International Conference Companion on World Wide Web, WWW 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Websites

• Hierarchical aggregate classification with limited supervision for data reduction in wireless sensor networks

  Su, L., Gao, J., Yang, Y., Abdelzaher, T. F., Ding, B. & Han, J., Dec 19 2011, SenSys 2011 - Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems. p. 40-53 14 p. (SenSys 2011 - Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Data reduction
  • Wireless sensor networks
  • Sensor networks
  • Network protocols
  • Labels

• HyLiEn: A hybrid approach to general list extraction on the web

  Fumarola, F., Weninger, T., Barber, R., Malerba, D. & Han, J., Apr 29 2011, Proceedings of the 20th International Conference Companion on World Wide Web, WWW 2011. p. 35-36 2 p. (Proceedings of the 20th International Conference Companion on World Wide Web, WWW 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • HTML
  • Websites

• Is objective function the silver bullet? A case study of community detection algorithms on social networks

  Yang, Y., Sun, Y., Pandit, S., Chawla, N. V. & Han, J., Sep 19 2011, Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011. p. 394-397 4 p. 5992630. (Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Heterogeneous networks

• Joint feature selection and subspace learning

  Gu, Q., Li, Z. & Han, J., Dec 1 2011, IJCAI 2011 - 22nd International Joint Conference on Artificial Intelligence. p. 1294-1299 6 p. (IJCAI International Joint Conference on Artificial Intelligence).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Feature extraction
  • Face recognition
  • Machine learning
  • Set theory
  • Experiments

• Laplacian regularized Gaussian mixture model for data clustering

  He, X., Cai, D., Shao, Y., Bao, H. & Han, J., Jun 21 2011, In: IEEE Transactions on Knowledge and Data Engineering. 23, 9, p. 1406-1418 13 p., 5677520.

  Research output: Contribution to journal › Article › peer-review

  • Probability distributions
  • Gaussian distribution
  • Maximum likelihood
  • Statistical Models
  • Geometry

• Learning a Kernel for multi-task clustering

  Gu, Q., Li, Z. & Han, J., Nov 2 2011, AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference. p. 368-373 6 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Hilbert spaces
  • Unsupervised learning
  • Linear programming
  • Experiments

• Learning online discussion structures by conditional random fields

  Wang, H., Wang, C., Zhai, C. X. & Han, J., Jan 1 2011, SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, p. 435-444 10 p. (SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Statistical Models
  • Experiments

• Learning relevance from heterogeneous social network and its application in online targeting

  Wang, C., Raina, R., Fong, D., Zhou, D., Han, J. & Badros, G., Jan 1 2011, SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, p. 655-664 10 p. (SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Marketing
  • Internet

• Learning search tasks in queries and web pages via graph regularization

  Ji, M., Yan, J., Gu, S., Han, J., He, X., Zhang, W. V. & Chen, Z., Jan 1 2011, SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, p. 55-64 10 p. (SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Websites
  • Search engines
  • Classifiers
  • Internet
  • Experiments

• LikeMiner: A system for mining the power of'like'in social media networks

  Jin, X., Wang, C., Luo, J., Yu, X. & Han, J., Sep 16 2011, Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD'11. p. 753-756 4 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Websites
  • Heterogeneous networks
  • Fans
  • Internet
  • Industry

• Linear discriminant dimensionality reduction

  Gu, Q., Li, Z. & Han, J., 2011, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2011, Proceedings. PART 1 ed. p. 549-564 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6911 LNAI, no. PART 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Dimensionality Reduction
  • Discriminant analysis
  • Discriminant
  • Discriminant Analysis
  • Feature Selection

• Locally consistent concept factorization for document clustering

  Cai, D., He, X. & Han, J., 2011, In: IEEE Transactions on Knowledge and Data Engineering. 23, 6, p. 902-913 12 p., 5567104.

  Research output: Contribution to journal › Article › peer-review

  • Factorization
  • Geometry

• LPTA: A probabilistic model for latent periodic topic analysis

  Yin, Z., Cao, L., Han, J., Zhai, C. & Huang, T., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 904-913 10 p. 6137295. (Proceedings - IEEE International Conference on Data Mining, ICDM).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Statistical Models
  • Technical presentations
  • Sales
  • Time series
  • Websites

• Methods for mining frequent items in data streams: An overview

  Liu, H., Lin, Y. & Han, J., 2011, In: Knowledge and Information Systems. 26, 1, p. 1-30 30 p.

  Research output: Contribution to journal › Article › peer-review

  • Cash registers
  • Monitoring
  • Information management
  • Agglomeration
  • Sensor networks

• Mining discriminative patterns for classifying trajectories on road networks

  Lee, J. G., Han, J., Li, X. & Cheng, H., 2011, In: IEEE Transactions on Knowledge and Data Engineering. 23, 5, p. 713-726 14 p., 5560657.

  Research output: Contribution to journal › Article › peer-review

  • Trajectories
  • Radio frequency identification (RFID)
  • Global positioning system
  • Data structures
  • Planning

• Mining flipping correlations from large datasets with taxonomies

  Barsky, M., Kim, S., Weninger, T. & Han, J., Dec 2011, In: Proceedings of the VLDB Endowment. 5, 4, p. 370-381 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Large dataset
  • Taxonomies

• Mining significant time intervals for relationship detection

  Li, Z., Lin, C. X., Ding, B. & Han, J., Sep 19 2011, Advances in Spatial and Temporal Databases - 12th International Symposium, SSTD 2011, Proceedings. p. 386-403 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6849 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Mining
  • Labels
  • Global positioning system
  • Trajectories
  • Relationships

• Mining software specifications: Methodologies and applications

  Lo, D., Khoo, S. C., Han, J. & Liu, C., Jan 1 2011, CRC Press. 433 p.

  Research output: Book/Report/Conference proceeding › Book

  • Specifications
  • Computer software maintenance
  • Software reliability
  • Data mining
  • Software engineering

• Mining top-K large structural patterns in a massive network

  Zhu, F., Qu, Q., Lo, D., Yan, X., Han, J. & Yu, P. S., Aug 1 2011, In: Proceedings of the VLDB Endowment. 4, 11, p. 807-818 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Set theory
  • Costs

• Mitexcube: Microtextcluster cube for online analysis of text cells

  Zhang, D., Zhai, C. & Han, J., Dec 1 2011, p. 204-218. 15 p.

  Research output: Contribution to conference › Paper › peer-review

  • Text processing

• MoveMine: Mining moving object data for discovery of animal movement patterns

  Li, Z., Han, J., Ji, M., Tang, L. A., Yu, Y., Ding, B., Lee, J. G. & Kays, R., Jul 1 2011, In: ACM Transactions on Intelligent Systems and Technology. 2, 4, 37.

  Research output: Contribution to journal › Article › peer-review

  • Moving Objects
  • Mining
  • Animals
  • Movement
  • Data mining

• Multidimensional data mining of traffic anomalies on large-scale road networks

  Gonzalez, H., Han, J., Ouyang, Y. & Seith, S., Dec 1 2011, In: Transportation Research Record. 2215, p. 75-84 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Data mining
  • Monitoring
  • Navigation
  • Engineers
  • Topology

• On Bayesian interpretation of fact-finding in information networks

  Wang, D., Abdelzaher, T., Ahmadi, H., Pasternack, J., Roth, D., Gupta, M., Han, J., Fatemieh, O., Le, H. & Aggarwal, C. C., Sep 13 2011, Fusion 2011 - 14th International Conference on Information Fusion. 5977540. (Fusion 2011 - 14th International Conference on Information Fusion).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Electric network analysis
  • Topology
  • Information analysis
  • Data mining

• On Link-based similarity join

  Sun, L., Cheng, R., Li, X., Cheung, D. W. & Han, J., Aug 2011, In: Proceedings of the VLDB Endowment. 4, 11, p. 714-725 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Experiments

• On trivial solution and scale transfer problems in graph regularized NMF

  Gu, Q., Ding, C. & Han, J., Dec 1 2011, IJCAI 2011 - 22nd International Joint Conference on Artificial Intelligence. p. 1288-1293 6 p. (IJCAI International Joint Conference on Artificial Intelligence).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Factorization
  • Experiments

• Patent maintenance recommendation with patent information network model

  Jin, X., Spangler, S., Chen, Y., Cai, K., Ma, R., Zhang, L., Wu, X. & Han, J., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 280-289 10 p. 6137232. (Proceedings - IEEE International Conference on Data Mining, ICDM).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Trademarks
  • Industry
  • Decision making
  • Costs
  • Experiments

• Pathsim: Meta path-based top-k similarity search in heterogeneous information networks

  Sun, Y., Han, J., Yan, X., Yu, P. S. & Wu, T., Aug 2011, In: Proceedings of the VLDB Endowment. 4, 11, p. 992-1003 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Heterogeneous networks
  • Search engines
  • Semantics
  • Query processing
  • Experiments

• Power watermarking: Facilitating power-based diagnosis of node silence in remote high-end sensing systems

  Yang, Y., Su, L., Khan, M., Lemay, M., Abdelzaher, T. & Han, J., Jun 23 2011, Proceedings of the 10th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN'11. p. 159-160 2 p. 5779094. (Proceedings of the 10th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN'11).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Watermarking
  • Sensor nodes
  • Information systems
  • Scalability
  • Energy efficiency

• Preface

  Lo, D., Khoo, S. C., Han, J. & Liu, C., Jan 1 2011, Mining Software Specifications: Methodologies and Applications. CRC Press, p. xiii-xiv

  Research output: Chapter in Book/Report/Conference proceeding › Foreword/postscript

• Probabilistic topic models with biased propagation on heterogeneous information networks

  Deng, H., Han, J., Zhao, B., Yu, Y. & Lin, C. X., Sep 16 2011, Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD'11. p. 1271-1279 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Statistical Models
  • Semantics
  • Heterogeneous networks

• Ranking-based classification of heterogeneous information networks

  Ji, M., Han, J. & Danilevsky, M., Sep 16 2011, Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD'11. p. 1298-1306 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Electric network analysis
  • Experiments

• Retrieving k-nearest neighboring trajectories by a set of point locations

  Tang, L. A., Zheng, Y., Xie, X., Yuan, J., Yu, X. & Han, J., Sep 19 2011, Advances in Spatial and Temporal Databases - 12th International Symposium, SSTD 2011, Proceedings. p. 223-241 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6849 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Point Location
  • Set of points
  • Trajectory
  • Trajectories
  • Query

• SCENE: Structural conversation evolution network

  Danilevsky, M., Hailpern, J. & Han, J., Sep 19 2011, Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011. p. 29-36 8 p. 5992582. (Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Linguistics
  • Communication

• Signature pattern covering via local greedy algorithm and Pattern Shrink

  Kim, H., Im, S., Abdelzaher, T., Han, J., Sheridan, D. & Vasudevan, S., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 330-339 10 p. 6137237. (Proceedings - IEEE International Conference on Data Mining, ICDM).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Labels
  • Computer hardware

• Socialspamguard: A data miningbased spam detection system for social media networks

  Jin, X., Lin, C. X., Luo, J. & Han, J., Aug 2011, In: Proceedings of the VLDB Endowment. 4, 12, p. 1458-1461 4 p.

  Research output: Contribution to journal › Article › peer-review

  • Problem-Based Learning
  • Network security
  • Search engines
  • Clustering algorithms
  • Learning algorithms

• Specification mining: A concise introduction

  Lo, D., Khoo, S. C., Liu, C. & Han, J., Jan 1 2011, Mining Software Specifications: Methodologies and Applications. CRC Press, p. 1-27 27 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Computer software maintenance
  • Specifications
  • Legacy systems
  • Costs
  • Computer science

• Speed up kernel discriminant analysis

  Cai, D., He, X. & Han, J., 2011, In: VLDB Journal. 20, 1, p. 21-33 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Discriminant analysis
  • Hilbert spaces
  • Eigenvalues and eigenfunctions
  • Spectrum analysis
  • Decomposition

• Studies in Computational Intelligence: Foreword

  Han, J., Mar 7 2011, Mining of Data with Complex Structures. p. VII-VIII (Studies in Computational Intelligence; vol. 333).

  Research output: Chapter in Book/Report/Conference proceeding › Foreword/postscript