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• Article

  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

• Multidimensional sensor data analysis in cyber-physical system: An atypical cube approach

  Tang, L. A., Yu, X., Kim, S., Han, J., Peng, W. C., Sun, Y., Leung, A. & La Porta, T., 2012, In: International Journal of Distributed Sensor Networks. 2012, 724846.

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

  • Cyber Physical System
  • Sensor networks
  • Sensors
  • Clustering algorithms
  • Monitoring

• Multiscale online media simulation with SocialCube

  Abdelzaher, T., Han, J., Hao, Y., Jing, A., Liu, D., Liu, S., Nguyen, H. H., Nicol, D. M., Shao, H., Wang, T., Yao, S., Zhang, Y., Malik, O., Dipple, S., Flamino, J., Buchanan, F., Cohen, S., Korniss, G. & Szymanski, B. K., Jun 1 2020, In: Computational and Mathematical Organization Theory. 26, 2, p. 145-174 30 p.

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

  • Simulator
  • Simulators
  • Simulation
  • Abstraction
  • Object

• 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

• 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-based diagnosis of node silence in remote high-end sensing systems

  Yang, Y., Su, L., Khan, M., LeMay, M., Abdelzaher, T. & Han, J., Dec 2014, In: ACM Transactions on Sensor Networks. 11, 2, 33.

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

  • Sensor networks
  • Health
  • Electric power utilization
  • Radio systems
  • Sensor nodes

• Predicting future popularity trend of events in microblogging platforms

  Gupta, M., Gao, J., Zhai, C. X. & Han, J., 2012, In: Proceedings of the ASIST Annual Meeting. 49, 1

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

  • popularity
  • Time series analysis
  • event
  • Recommender systems
  • Sports

• RankCompete: Simultaneous ranking and clustering of information networks

  Cao, L., Jin, X., Yin, Z., Del Pozo, A., Luo, J., Han, J. & Huang, T. S., Oct 15 2012, In: Neurocomputing. 95, p. 98-104 7 p.

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

  • Information Services
  • Cluster Analysis
  • Bibliographies
  • Walkers
  • Bibliography

• Recurring and novel class detection using class-based ensemble for evolving data stream

  Al-Khateeb, T., Masud, M. M., Al-Naami, K. M., Seker, S. E., Mustafa, A. M., Khan, L., Trabelsi, Z., Aggarwal, C. & Han, J., Oct 2016, In: IEEE Transactions on Knowledge and Data Engineering. 28, 10, p. 2752-2764 13 p., 7350165.

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

• Relation strength-aware clustering of heterogeneous information networks with incomplete attributes

  Sun, Y., Aggarwal, C. C. & Han, J., Jan 2012, In: Proceedings of the VLDB Endowment. 5, 5, p. 394-405 12 p.

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

  • Cyber Physical System
  • Clustering algorithms
  • Statistical Models
  • Labels
  • Semantics

• 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

• Speed up kernel discriminant analysis

  Cai, D., He, X. & Han, J., Feb 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

• 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

• 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

• 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

• 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
• Book

  Data Mining: Concepts and Techniques

  Han, J., Kamber, M. & Pei, J., Jan 1 2012, Elsevier Inc.

  Research output: Book/Report/Conference proceeding › Book

  • Data mining
  • Acoustic waves
  • Data warehouses
  • Data Analytics
  • Websites

• Frequent pattern mining

  Aggarwal, C. C. & Han, J., Jul 1 2014, Springer International Publishing. 471 p.

  Research output: Book/Report/Conference proceeding › Book

  • Students
  • Computer science
  • Big data
  • Industry

• 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
• Chapter

  Active learning: A survey

  Aggarwal, C. C., Kong, X., Gu, Q., Han, J. & Yu, P. S., Jan 1 2014, Data Classification: Algorithms and Applications. CRC Press, p. 571-605 35 p.

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

  • Active Learning
  • Problem-Based Learning
  • Node
  • Labels
  • Social Networks

• Applications of pattern discovery using sequential data mining

  Gupta, M. & Han, J., 2011, Pattern Discovery Using Sequence Data Mining: Applications and Studies. IGI Global, p. 1-23 23 p.

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

  • telecommunication
  • Healthcare
  • event
  • education

• Approaches for pattern discovery using sequential data mining

  Gupta, M. & Han, J., 2011, Pattern Discovery Using Sequence Data Mining: Applications and Studies. IGI Global, p. 137-154 18 p.

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

  • literature

• Efficient direct mining of selective discriminative patterns for classification

  Cheng, H., Han, J., Yan, X. & Yu, P. S., Apr 19 2016, Contrast Data Mining: Concepts, Algorithms, and Applications. CRC Press, p. 39-58 20 p.

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

• Mining graph patterns

  Cheng, H., Yan, X. & Han, J., Jul 1 2014, Frequent Pattern Mining. Springer International Publishing, Vol. 9783319078212. p. 307-338 32 p.

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

  • Bioinformatics
  • Electric network analysis
  • Computer vision

• Pattern-growth methods

  Han, J. & Pei, J., Jul 1 2014, Frequent Pattern Mining. Springer International Publishing, Vol. 9783319078212. p. 65-81 17 p.

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

  • Pattern recognition
  • Data mining
  • Data structures
  • Data storage equipment

• Probabilistic models for classification

  Deng, H., Sun, Y., Chang, Y. & Han, J., Jan 1 2014, Data Classification: Algorithms and Applications. CRC Press, p. 65-86 22 p.

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

  • Probabilistic Model
  • Statistical Models
  • Labels
  • Electronic mail
  • Supervised learning

• Probabilistic models for text mining

  Sun, Y., Deng, H. & Han, J., Aug 1 2012, Mining Text Data. Springer US, Vol. 9781461432234. p. 259-295 37 p.

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

  • Statistical Models
  • Modeling languages
  • Hidden Markov models

• 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

• 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

• 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
• Conference article

  A confidence-aware approach for truth discovery on long-tail data

  Li, Q., Li, Y., Gao, J., Su, L., Zhao, B., Demirbas, M., Fan, W. & Han, J., Dec 2014, In: Proceedings of the VLDB Endowment. 8, 4, p. 425-436 12 p.

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

  • Experiments

• Collaborative multi-level embedding learning from reviews for rating prediction

  Wei, Z., Yuan, Q., Han, J. & Jianyong, W., Jan 1 2016, In: IJCAI International Joint Conference on Artificial Intelligence. 2016-January, p. 2986-2992 7 p.

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

  • Factorization

• Learning hostname preference to enhance search relevance

  Wang, J., Kang, C., Chang, Y. & Han, J., Jan 1 2016, In: IJCAI International Joint Conference on Artificial Intelligence. 2016-January, p. 3903-3909 7 p.

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

  • Electric sparks
  • Parallel algorithms

• Locality preserving feature learning

  Gu, Q., Danilevsky, M., Li, Z. & Han, J., 2012, In: Journal of Machine Learning Research. 22, p. 477-485 9 p.

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

  • Linear transformations
  • Locality
  • Learning
  • Indexing
  • Integer programming

• Mining knowledge from data: An information network analysis approach

  Han, J., Sun, Y., Yan, X. & Yu, P. S., Jul 30 2012, In: Proceedings - International Conference on Data Engineering. p. 1214-1217 4 p., 6228171.

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

  • Electric network analysis
  • Data mining
  • Students

• Mining Structures from Massive Text Data: A Data-Driven Approach

  Han, J., 2017, In: CEUR Workshop Proceedings. 2029, p. 16-19 4 p.

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

  • Big data

• Multidimensional analysis of atypical events in cyber-physical data

  Tang, L. A., Yu, X., Kim, S., Han, J., Peng, W. C., Sun, Y., Gonzalez, H. & Seith, S., 2012, In: Proceedings - International Conference on Data Engineering. p. 1025-1036 12 p., 6228153.

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

  • Cyber Physical System
  • Clustering algorithms
  • Macros
  • Sensor networks
  • Cameras

• On discovery of traveling companions from streaming trajectories

  Tang, L. A., Zheng, Y., Yuan, J., Han, J., Leung, A., Hung, C. C. & Peng, W. C., 2012, In: Proceedings - International Conference on Data Engineering. p. 186-197 12 p., 6228083.

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

  • Trajectories
  • Data structures
  • Monitoring
  • Costs
  • Experiments

• Robust tensor decomposition with gross corruption

  Gu, Q., Gui, H. & Han, J., Jan 1 2014, In: Advances in Neural Information Processing Systems. 2, January, p. 1422-1430 9 p.

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

  • Tensors
  • Decomposition
  • Error analysis
  • Experiments

• Scalable topical phrase mining from text corpora

  ElKishky, A., Song, Y., Wangx, C., Voss, C. R. & Han, J., Nov 2014, In: Proceedings of the VLDB Endowment. 8, 3, p. 305-316 12 p.

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

  • Scalability
  • Costs

• Spherical text embedding

  Meng, Y., Huang, J., Wang, G., Zhang, C., Zhuang, H., Kaplan, L. & Han, J., 2019, In: Advances in Neural Information Processing Systems. 32

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

  AdaQAC: Adaptive query auto-completion via implicit negative feedback

  Zhang, A., Goyal, A., Kong, W., Deng, H., Dong, A., Chang, Y., Gunter, C. A. & Han, J., Aug 9 2015, SIGIR 2015 - Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 143-152 10 p. (SIGIR 2015 - Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval).

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

  • Feedback
  • Chemical analysis
  • Experiments

• A Data-Driven Graph Generative Model for Temporal Interaction Networks

  Zhou, D., Zheng, L., Han, J. & He, J., Aug 23 2020, KDD 2020 - Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 401-411 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

  • Discriminators
  • Social sciences
  • Anomaly detection
  • Sampling

• AFET: Automatic fine-grained entity typing by hierarchical partial-label embedding

  Ren, X., He, W., Qu, M., Huang, L., Ji, H. & Han, J., 2016, EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings. Association for Computational Linguistics (ACL), p. 1369-1378 10 p. (EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings).

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

  Open Access

  • Labels
  • Experiments

• A hierarchical Dirichlet model for taxonomy expansion for search engines

  Wang, J., Kang, C., Chang, Y. & Han, J., Apr 7 2014, WWW 2014 - Proceedings of the 23rd International Conference on World Wide Web. Association for Computing Machinery, Inc, p. 961-970 10 p. (WWW 2014 - Proceedings of the 23rd International Conference on World Wide Web).

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

  • Taxonomies
  • Search engines
  • Navigation systems
  • World Wide Web
  • Industry

• Analysis and refinement of cross-lingual entity linking

  Cassidy, T., Ji, H., Deng, H., Zheng, J. & Han, J., 2012, Information Access Evaluation: Multilinguality, Multimodality, and Visual Analytics - Third International Conference of the CLEF Initiative, CLEF 2012, Proceedings. p. 1-12 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7488 LNCS).

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

  • Text processing
  • Linking
  • Machine Translation
  • Refinement
  • Information Extraction

• An attention-based collaboration framework for multi-view network representation learning

  Meng, Q., Tang, J., Shang, J., Ren, X., Zhang, M. & Han, J., Nov 6 2017, CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, p. 1767-1776 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. Part F131841).

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

  • Node
  • Proximity
  • Voting
  • Vote

• Apollo: Towards factfinding in participatory sensing

  Le, H. K., Pasternack, J., Ahmadi, H., Gupta, M., Sun, Y., Abdelzaher, T., Han, J., Roth, D., Szymanski, B. & Adali, S., Jun 23 2011, Proceedings of the 10th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN'11. p. 129-130 2 p. 5779079. (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

  • Demonstrations
  • Tsunamis
  • Sensors
  • Application programming interfaces (API)
  • Data mining

• A probabilistic model for linking named entities in Web text with heterogeneous information networks

  Shen, W., Han, J. & Wang, J., 2014, SIGMOD 2014 - Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data. Association for Computing Machinery, p. 1199-1210 12 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

  • Statistical Models
  • Semantics

• A simple algorithm for semi-supervised learning with improved generalization error bound

  Ji, M., Yang, T., Lin, B., Jin, R. & Han, J., Oct 10 2012, Proceedings of the 29th International Conference on Machine Learning, ICML 2012. p. 1223-1230 8 p. (Proceedings of the 29th International Conference on Machine Learning, ICML 2012; vol. 2).

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

  • Supervised learning
  • regression
  • Eigenvalues and eigenfunctions
  • Linear regression
  • learning