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• World knowledge as indirect supervision for document clustering

  Wang, C., Song, Y., Roth, D., Zhang, M. & Han, J., Dec 2016, In: ACM Transactions on Knowledge Discovery from Data. 11, 2, 13.

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

  • Semantics
  • Clustering algorithms
  • Experiments
  • Linguistics
  • Machine learning

• WINACS: Construction and analysis of web-based computer science information networks

  Weninger, T., Danilevsky, M., Fumarola, F., Hailpern, J., Han, J., Johnston, T. J., Kallumadi, S., Kim, H., Li, Z., McCloskey, D., Sun, Y., TeGrotenhuis, N. E., Wang, C. & Yu, X., Jul 11 2011, Proceedings of SIGMOD 2011 and PODS 2011. p. 1255-1257 3 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

  • Electric network analysis
  • Computer science
  • Data Science

• When will it happen? - Relationship prediction in heterogeneous information networks

  Sun, Y., Han, J., Aggarwal, C. C. & Chawla, N. V., Mar 15 2012, WSDM 2012 - Proceedings of the 5th ACM International Conference on Web Search and Data Mining. p. 663-672 10 p. (WSDM 2012 - Proceedings of the 5th ACM International Conference on Web Search and Data Mining).

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

  • Heterogeneous networks
  • Electric network analysis
  • Experiments

• Welcome message from the organizers

  Bertino, E., Han, J., Johnson, M., Stonebraker, M., Baru, C. & Banavar, G., Jan 1 2016, In: Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. 7840576.

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

• User guided entity similarity search using meta-path selection in heterogeneous information networks

  Yu, X., Sun, Y., Norick, B., Mao, T. & Han, J., Dec 19 2012, CIKM 2012 - Proceedings of the 21st ACM International Conference on Information and Knowledge Management. p. 2025-2029 5 p. (ACM International Conference Proceeding Series).

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

  • Semantics
  • Experiments

• Urbanity: A system for interactive exploration of urban dynamics from streaming human sensing data

  Liu, M., Liu, Z., Zhang, C., Zhang, K., Yuan, Q., Hanratty, T. & Han, J., Nov 6 2017, CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, p. 2503-2506 4 p. (International Conference on Information and Knowledge Management, Proceedings; vol. Part F131841).

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

  • Urban Dynamics
  • Modeling
  • Urban Environment
  • Query
  • Urbanization

• Unsupervised link selection in networks

  Gu, Q., Aggarwal, C. & Han, J., Jan 1 2013, In: Journal of Machine Learning Research. 31, p. 298-306 9 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Feature extraction
  • Machine learning
  • Experiments
  • Community Structure
  • Quality Measures

• Unsupervised disaggregation of low frequency power measurements

  Kim, H., Marwah, M., Arlitt, M., Lyon, G. & Han, J., Dec 1 2011, Proceedings of the 11th SIAM International Conference on Data Mining, SDM 2011. p. 747-758 12 p. (Proceedings of the 11th SIAM International Conference on Data Mining, SDM 2011).

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

  • Conservation
  • Climate change
  • Hidden Markov models

• Unsupervised concept categorization and extraction from scientific document titles

  Krishnan, A., Sankar, A., Zhi, S. & Han, J., Nov 6 2017, CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, p. 1339-1348 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. Part F131841).

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

  • Grammar
  • Probabilistic Model
  • Tag
  • Qualitative Analysis
  • Knowledge Base

• Uncovering deception in social media: A special issue in Springer Journal Social Network Analysis and Mining.

  Liu, H., Han, J. & Motoda, H., Jan 1 2014, In: Social Network Analysis and Mining. 4, 1, p. 1-2 2 p., 162.

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

• Uncertainty reduction for knowledge discovery and information extraction on the world wide web

  Ji, H., Deng, H. & Han, J., 2012, In: Proceedings of the IEEE. 100, 9, p. 2658-2674 17 p., 6212297.

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

  • World Wide Web
  • Data mining
  • Uncertainty

• Tweet ranking based on heterogeneous networks

  Huang, H., Zubiaga, A., Ji, H., Deng, H., Wang, D., Le, H., Abdelzaher, T., Han, J., Leung, A., Hancock, J. & Voss, C., Dec 1 2012, p. 1239-1256. 18 p.

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

  • Heterogeneous networks
  • Ranking
  • ranking
  • genre
  • Linkage

• Truth discovery and crowdsourcing aggregation: A unified perspective

  Gao, J., Li, Q., Zhao, B., Fan, W. & Han, J., Jan 1 2015, Proceedings of the VLDB Endowment. 12 ed. Association for Computing Machinery, p. 2048-2049 2 p. (Proceedings of the VLDB Endowment; vol. 8, no. 12).

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

  • Crowdsourcing
  • Agglomeration
  • Big data
  • Websites
  • Data acquisition

• Trustworthiness analysis of sensor data in cyber-physical systems

  Tang, L. A., Yu, X., Kim, S., Gu, Q., Han, J., Leung, A. & La Porta, T., May 2013, In: Journal of Computer and System Sciences. 79, 3, p. 383-401 19 p.

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

  • Trustworthiness
  • Sensor
  • Cyber Physical System
  • Sensor Networks
  • Sensors

• Trust analysis with clustering

  Gupta, M., Sun, Y. & Han, J., Apr 29 2011, Proceedings of the 20th International Conference Companion on World Wide Web, WWW 2011. p. 53-54 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

• Troubleshooting interactive complexity bugs in wireless sensor networks using data mining techniques

  Khan, M. M. H., Khac Le, H., Ahmadi, H., Abdelzaher, T. F. & Han, J., Jan 2014, In: ACM Transactions on Sensor Networks. 10, 2, 2530290.

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

  • Data mining
  • Wireless sensor networks
  • Hazards and race conditions
  • Network protocols
  • Scalability

• TrioVecEvent: Embedding-based online local event detection in geo-tagged tweet streams

  Zhang, C., Liu, L., Lei, D., Yuan, Q., Zhuang, H., Hanratty, T. & Han, J., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 595-604 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

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

  • Disasters
  • Crime
  • Crowdsourcing
  • Semantics
  • Monitoring

• Towards scalable critical alert mining

  Zong, B., Wu, Y., Song, J., Singh, A. K., Cam, H., Han, J. & Yan, X., 2014, KDD 2014 - Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1057-1066 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

  • Approximation algorithms
  • Heuristic algorithms
  • Trees (mathematics)
  • Sampling
  • Set theory

• Towards mobile query auto-completion: An efficient mobile application-Aware approach

  Zhang, A., Goyal, A., Baeza-Yates, R., Chang, Y., Han, J., Gunter, C. A. & Deng, H., 2016, 25th International World Wide Web Conference, WWW 2016. International World Wide Web Conferences Steering Committee, p. 579-590 12 p. (25th International World Wide Web Conference, WWW 2016).

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

  • Mobile computing
  • Composite materials
  • Costs
  • Experiments

• Towards interactive construction of topical hierarchy: A recursive tensor decomposition approach

  Wang, C., Liu, X., Song, Y. & Han, J., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1225-1234 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

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

  • Tensors
  • Merging
  • Decomposition

• Towards feature selection in network

  Gu, Q. & Han, J., Dec 13 2011, CIKM'11 - Proceedings of the 2011 ACM International Conference on Information and Knowledge Management. p. 1175-1184 10 p. (International Conference on Information and Knowledge Management, Proceedings).

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

  • Feature Selection
  • Least Squares
  • Regularization
  • Mixed Integer Programming
  • Gradient

• Towards faster rates and oracle property for low-rank matrix estimation

  Gui, H., Han, J. & Gu, Q., Jan 1 2016, 33rd International Conference on Machine Learning, ICML 2016. Weinberger, K. Q. & Balcan, M. F. (eds.). International Machine Learning Society (IMLS), p. 3405-3431 27 p. (33rd International Conference on Machine Learning, ICML 2016; vol. 5).

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

  • Experiments

• Towards active learning on graphs: An error bound minimization approach

  Gu, Q. & Han, J., Dec 1 2012, Proceedings - 12th IEEE International Conference on Data Mining, ICDM 2012. p. 882-887 6 p. 6413838. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

  • Problem-Based Learning
  • Experiments

• Torpedo: Topic periodicity discovery from text data

  Wang, J., Deng, H. & Han, J., Jan 1 2015, Next-Generation Analyst III. Hanratty, T. P., Llinas, J., Broome, B. D. & Hall, D. L. (eds.). SPIE, 94990A. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9499).

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

  • torpedoes
  • Periodicity
  • Text
  • periodic variations
  • Time series

• TOPTRAC: Topical trajectory pattern mining

  Kim, Y., Han, J. & Yuan, C., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 587-596 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

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

  • Global positioning system
  • Trajectories
  • Semantics
  • Clustering algorithms
  • Cellular telephones

• Top-K interesting subgraph discovery in information networks

  Gupta, M., Gao, J., Yan, X., Cam, H. & Han, J., Jan 1 2014, 2014 IEEE 30th International Conference on Data Engineering, ICDE 2014. IEEE Computer Society, p. 820-831 12 p. 6816703. (Proceedings - International Conference on Data Engineering).

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

  • Heterogeneous networks
  • Topology

• The wisdom of minority: Unsupervised slot filling validation based on multi-dimensional truth-finding

  Yu, D., Huang, H., Cassidy, T., Ji, H., Wang, C., Zhi, S., Han, J., Voss, C. & Magdon-Ismail, M., Jan 1 2014, COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers. Association for Computational Linguistics, ACL Anthology, p. 1567-1578 12 p. (COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers).

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

  • Minorities
  • Wisdom
  • wisdom
  • minority
  • Information Extraction

• The sparse regression cube: A reliable modeling technique for open cyber-physical systems

  Ahmadi, H., Abdelzaher, T., Han, J., Pham, N. & Ganti, R. K., Aug 10 2011, Proceedings - 2011 IEEE/ACM 2nd International Conference on Cyber-Physical Systems, ICCPS 2011. p. 87-96 10 p. 5945424. (Proceedings - 2011 IEEE/ACM 2nd International Conference on Cyber-Physical Systems, ICCPS 2011).

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

  • Open systems
  • Cyber Physical System
  • Computer simulation
  • Large scale systems
  • Linear regression

• The parallel path framework for entity discovery on the Web

  Weninger, T., Johnston, T. J. & Han, J., Oct 21 2013, In: ACM Transactions on the Web. 7, 3, 16.

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

  • Websites
  • Electronic mail
  • World Wide Web
  • Agglomeration

• The joint inference of topic diffusion and evolution in social communities

  Lin, C. X., Mei, Q., Han, J., Jiang, Y. & Danilevsky, M., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 378-387 10 p. 6137242. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

  • Statistical Models
  • Videodisks
  • Experiments

• The environmental-data automated track annotation (Env-DATA) system: Linking animal tracks with environmental data

  Dodge, S., Bohrer, G., Weinzierl, R., Davidson, S. C., Kays, R., Douglas, D., Cruz, S., Han, J., Brandes, D. & Wikelski, M., Jul 3 2013, In: Movement Ecology. 1, 1, 3.

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

  • environmental data
  • remote sensing
  • animal
  • Phoebastria
  • weather

• Text classification with heterogeneous information network kernels

  Wang, C., Song, Y., Li, H., Zhang, M. & Han, J., Jan 1 2016, 30th AAAI Conference on Artificial Intelligence, AAAI 2016. AAAI Press, p. 2130-2136 7 p. (30th AAAI Conference on Artificial Intelligence, AAAI 2016).

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

  • Classifiers
  • Experiments

• TEXplorer: Keyword-based object search and exploration in multidimensional text databases

  Zhao, B., Lin, X., Ding, B. & Han, J., Dec 13 2011, CIKM'11 - Proceedings of the 2011 ACM International Conference on Information and Knowledge Management. p. 1709-1718 10 p. (International Conference on Information and Knowledge Management, Proceedings).

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

  • Key Words
  • Data Base
  • Online Analytical Processing
  • Top-k
  • Ranking

• 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

• STREAMCUBE: Hierarchical spatio-temporal hashtag clustering for event exploration over the Twitter stream

  Feng, W., Zhang, C., Zhang, W., Han, J., Wang, J., Aggarwal, C. & Huang, J., May 26 2015, 2015 IEEE 31st International Conference on Data Engineering, ICDE 2015. IEEE Computer Society, p. 1561-1572 12 p. 7113425. (Proceedings - International Conference on Data Engineering; vol. 2015-May).

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

  • Agglomeration
  • Scalability
  • Data structures
  • Experiments

• Stream classification with recurring and novel class detection using class-based ensemble

  Al-Khateeb, T., Masud, M. M., Khan, L., Aggarwal, C., Han, J. & Thuraisingham, B., 2012, Proceedings - 12th IEEE International Conference on Data Mining, ICDM 2012. p. 31-40 10 p. 6413716. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

  • Data mining
  • Classifiers
  • Data storage equipment

• Splitter: Mining finegrained sequential patterns in semantic trajectories

  Zhang, C., Han, J., Shou, L., Lu, J. & Porta, T. L., 2014, In: Proceedings of the VLDB Endowment. 7, 9, p. 769-780 12 p.

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

  • Trajectories
  • Semantics
  • Urban planning
  • Marketing
  • Experiments

• 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

• 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

• Spatiotemporal periodical pattern mining in traffic data

  Jindal, T., Giridhar, P., Tang, L. A., Li, J. & Han, J., Sep 19 2013, 2nd International Workshop on Urban Computing, UrbComp 2013 - Held in Conjunction with KDD 2013. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

  • Sensors
  • Urban planning
  • Snow
  • Highway accidents
  • Probability distributions

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

  Jin, X., Lin, C. X., Luo, J. & Han, J., Aug 1 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

• Social patterns: Community detection using behavior-generated network datasets

  Leung, A., Dron, W., Hancock, J. P., Aguirre, M., Purnell, J., Han, J., Wang, C., Srivastava, J., Mahapatra, A., Roy, A. & Scott, L., 2013, Proceedings of the 2013 IEEE 2nd International Network Science Workshop, NSW 2013. p. 82-89 8 p. 6609198. (Proceedings of the 2013 IEEE 2nd International Network Science Workshop, NSW 2013).

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

  • Weighing
  • Communication

• SocialCube: A text cube framework for analyzing social media data

  Liu, X., Tang, K., Hancock, J., Han, J., Song, M., Xu, R., Manikonda, V. & Pokorny, B., Jan 1 2012, Proceedings of the 2012 ASE International Conference on Social Informatics, SocialInformatics 2012. IEEE Computer Society, p. 252-259 8 p. 6542448. (Proceedings of the 2012 ASE International Conference on Social Informatics, SocialInformatics 2012).

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

  • Data Cube
  • Social Media
  • Query
  • Blogs
  • Categorical Data

• 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

• SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble

  Shen, J., Wu, Z., Lei, D., Shang, J., Ren, X. & Han, J., 2017, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Proceedings. Ceci, M., Dzeroski, S., Vens, C., Todorovski, L. & Hollmen, J. (eds.). Springer-Verlag Berlin Heidelberg, p. 288-304 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10534 LNAI).

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

  • Corpus
  • Feature Selection
  • Ensemble
  • Feature extraction
  • Semantics

• Sequential pattern mining

  Shen, W., Wang, J. & Han, J., Jul 1 2014, Frequent Pattern Mining. Springer International Publishing, Vol. 9783319078212. p. 261-282 22 p.

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

  • Data mining

• Semantic frame-based document representation for comparable corpora

  Kim, H., Ren, X., Sun, Y., Wang, C. & Han, J., Dec 1 2013, In: Proceedings - IEEE International Conference on Data Mining, ICDM. p. 350-359 10 p., 6729519.

  Research output: Contribution to journal › Conference article › peer-review

  • Radiation
  • Semantics
  • Text processing
  • Conveying
  • Experiments

• Selective sampling on graphs for classification

  Gu, Q., Aggarwal, C., Liu, J. & Han, J., Aug 11 2013, KDD 2013 - 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Parekh, R., He, J., Inderjit, D. S., Bradley, P., Koren, Y., Ghani, R., Senator, T. E., Grossman, R. L. & Uthurusamy, R. (eds.). Association for Computing Machinery, p. 131-139 9 p. 2487641. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F128815).

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

  • Sampling
  • Labels
  • Hilbert spaces
  • Structural properties
  • Learning algorithms

• Selective labeling via error bound minimization

  Gu, Q., Zhang, T., Ding, C. & Han, J., Dec 1 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 323-331 9 p. (Advances in Neural Information Processing Systems; vol. 1).

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

  • Labeling
  • Labels
  • Machine learning
  • Experiments

• 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