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• Article

  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

• MoveMine 2.0: Mining object relationships from movement data

  Wu, F., Lei, T. K. H., Li, Z. & Han, J., 2014, In: Proceedings of the VLDB Endowment. 7, 13, p. 1613-1616 4 p.

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

  • Animals
  • User interfaces
  • Tuning

• 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

• On exploiting transient social contact patterns for data forwarding in delay-tolerant networks

  Gao, W., Cao, G., La Porta, T. & Han, J., Jan 1 2013, In: IEEE Transactions on Mobile Computing. 12, 1, p. 151-165 15 p., 6086545.

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

  • Delay tolerant networks
  • Electric power distribution
  • Costs

• 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

• Parallel field ranking

  Ji, M., Lin, B., He, X., Cai, D. & Han, J., Sep 1 2013, In: ACM Transactions on Knowledge Discovery from Data. 7, 3, 15.

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

  • Information retrieval systems
  • Recommender systems
  • Pattern recognition

• PathSelClus: Integrating meta-path selection with user-guided Object clustering in heterogeneous information networks

  Sun, Y., Norick, B., Han, J., Yan, X., Yu, P. S. & Yu, X., Sep 1 2013, In: ACM Transactions on Knowledge Discovery from Data. 7, 3, 11.

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

  • Seed
  • Semantics
  • 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

• Phrase mining of textual data to analyze extracellular matrix protein patterns across cardiovascular disease

  Liem, D. A., Murali, S., Sigdel, D., Shi, Y., Wang, X., Shen, J., Choi, H., Caufield, J. H., Wang, W., Ping, P. & Han, J., Oct 2018, In: American Journal of Physiology - Heart and Circulatory Physiology. 315, 4, p. H910-H924

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

  • Extracellular Matrix Proteins
  • Data Analysis
  • Cardiovascular Diseases
  • Proteins
  • Extracellular Matrix

• 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

• Reinforced similarity integration in image-rich information networks

  Jin, X., Luo, J., Yu, J., Wang, G., Joshi, D. & Han, J., 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 2, p. 448-460 13 p., 6081863.

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

  • Websites
  • Recommender systems
  • Information retrieval
  • Internet

• 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

• Revealing density-based clustering structure from the core-connected tree of a network

  Huang, J., Sun, H., Song, Q., Deng, H. & Han, J., Aug 1 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 8, p. 1876-1889 14 p., 6200274.

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

  • Specifications
  • Experiments

• SHINE+: A General Framework for Domain-Specific Entity Linking with Heterogeneous Information Networks

  Shen, W., Han, J., Wang, J., Yuan, X. & Yang, Z., Feb 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 2, p. 353-366 14 p., 7990163.

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

  • Statistical Models

• 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., 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

• 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

• 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

• Towards quality aware information integration in distributed sensing systems

  Jiang, W., Miao, C., Su, L., Li, Q., Hu, S., Wang, S., Gao, J., Liu, H., Abdelzaher, T. F., Han, J., Liu, X., Gao, Y. & Kaplan, L., Jan 2018, In: IEEE Transactions on Parallel and Distributed Systems. 29, 1, p. 198-211 14 p.

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

  • Sensor nodes
  • Agglomeration
  • Labels
  • Decision making
  • Availability

• 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

• 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

• 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

• Unsupervised meta-path selection for text similarity measure based on heterogeneous information networks

  Wang, C., Song, Y., Li, H., Zhang, M. & Han, J., Nov 1 2018, In: Data Mining and Knowledge Discovery. 32, 6, p. 1735-1767 33 p.

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

  • Semantics
  • Costs
  • Experiments
• 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

• A multi-graph spectral framework for mining multi-source anomalies

  Gao, J., Du, N., Fan, W., Turaga, D., Parthasarathy, S. & Han, J., Jan 1 2013, Graph Embedding for Pattern Analysis. Springer New York, p. 205-227 23 p.

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

  • Anomaly detection
  • Intrusion detection
  • Explosions
  • Health
  • Monitoring

• 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

• A survey of datamining methods for sensor network bug diagnosis

  Abdelzaher, T. & Han, J., Jul 1 2013, Managing and Mining Sensor Data. Springer US, Vol. 9781461463092. p. 429-458 30 p.

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

  • Sensor networks
  • Data mining

• A survey of RFID data processing

  Aggarwal, C. C. & Han, J., Jul 1 2013, Managing and Mining Sensor Data. Springer US, Vol. 9781461463092. p. 349-382 34 p.

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

  • Radio frequency identification (RFID)
  • Information management
  • Logistics
  • Sensors
  • Costs

• 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

• A feature-enhanced ranking-based classifier for multimodal data and heterogeneous information networks

  Chen, S. D., Chen, Y. Y., Han, J. & Moulin, P., Dec 1 2013, In: Proceedings - IEEE International Conference on Data Mining, ICDM. p. 997-1002 6 p., 6729588.

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

  • Classifiers
  • Support vector machines

• Annotating gene sets by mining large literature collections with protein networks

  Wang, S., Ma, J., Yu, M. K., Zheng, F., Huang, E. W., Han, J., Peng, J. & Ideker, T., 2018, In: Pacific Symposium on Biocomputing. 0, 212669, p. 602-613 12 p.

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

  • Proteins
  • Genes
  • Biological Ontologies
  • Natural Language Processing
  • Set theory

• Clustered support vector machines

  Gu, Q. & Han, J., Jan 1 2013, In: Journal of Machine Learning Research. 31, p. 307-315 9 p.

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

  • Support Vector Machine
  • Support vector machines
  • kernel
  • Classifier
  • Regularization

• Constructing topical hierarchies in heterogeneous information networks

  Wang, C., Danilevsky, M., Liu, J., Desai, N., Ji, H. & Han, J., 2013, In: Proceedings - IEEE International Conference on Data Mining, ICDM. p. 767-776 10 p., 6729561.

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

  • Heterogeneous networks
  • Clustering algorithms
  • Industry
  • Experiments

• Locality preserving feature learning

  Gu, Q., Danilevsky, M., Li, Z. & Han, J., Jan 1 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