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• Article

  A framework of mining trajectories from untrustworthy data in cyber-physical system

  Tang, L. A., Yu, X., Gu, Q., Han, J., Jiang, G., Leung, A. & La Porta, T., Feb 1 2015, In: ACM Transactions on Knowledge Discovery from Data. 9, 3, p. 16 1 p.

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

  • Cyber Physical System
  • Miners
  • Trajectories
  • Sand
  • Sensors

• A framework of traveling companion discovery on trajectory data streams

  Tang, L. A., Zheng, Y., Yuan, J., Han, J., Leung, A., Peng, W. C. & Porta, T. L., Dec 1 2013, In: ACM Transactions on Intelligent Systems and Technology. 5, 1, 2542185.

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

  • Data Streams
  • Trajectory
  • Trajectories
  • Object
  • Framework

• A graph-based consensus maximization approach for combining multiple supervised and unsupervised models

  Gao, J., Liang, F., Fan, W., Sun, Y. & Han, J., Jan 1 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 1, p. 15-28 14 p., 6035707.

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

  • Labeling
  • Labels
  • Set theory
  • Costs

• A network-assisted co-clustering algorithm to discover cancer subtypes based on gene expression

  Liu, Y., Gu, Q., Hou, J. P., Han, J. & Ma, J., Feb 4 2014, In: BMC bioinformatics. 15, 1, 37.

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

  • Clustering Algorithm
  • Gene Expression
  • Gene expression
  • Cancer
  • Clustering algorithms

• A probabilistic approach to detect mixed periodic patterns from moving object data

  Li, J., Wang, J., Zhang, J., Qin, Q., Jindal, T. & Han, J., Oct 1 2016, In: GeoInformatica. 20, 4, p. 715-739 25 p.

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

  • periodicity
  • candidacy
  • filter
  • world
  • detection method

• A unifying framework of mining trajectory patterns of various temporal tightness

  Lee, J. G., Han, J. & Li, X., Jun 1 2015, In: IEEE Transactions on Knowledge and Data Engineering. 27, 6, p. 1478-1490 13 p., 6977963.

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

  • Trajectories

• Automated Phrase Mining from Massive Text Corpora

  Shang, J., Liu, J., Jiang, M., Ren, X., Voss, C. R. & Han, J., Oct 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 10, p. 1825-1837 13 p., 8306825.

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

  • Text processing
  • Taxonomies
  • Labeling
  • Linguistics

• Classification and adaptive novel class detection of feature-evolving data streams

  Masud, M. M., Chen, Q., Khan, L., Aggarwal, C. C., Gao, J., Han, J., Srivastava, A. & Oza, N. C., Jun 3 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 7, p. 1484-1497 14 p., 6205751.

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

  • Data mining
  • Detectors
  • Classifiers

• Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications

  Sigdel, D., Kyi, V., Zhang, A., Setty, S. P., Liem, D. A., Shi, Y., Wang, X., Shen, J., Wang, W., Han, J. W. & Ping, P., Feb 23 2019, In: Journal of visualized experiments : JoVE. 144

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

  Open Access

  • Semantics
  • Publications
  • Cloud Computing
  • Data Mining
  • Biomedical Research

• Co-evolution of multi-typed objects in dynamic star networks

  Sun, Y., Tang, J., Han, J., Chen, C. & Gupta, M., Dec 1 2014, In: IEEE Transactions on Knowledge and Data Engineering. 26, 12, p. 2942-2955 14 p., 6945935.

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

  • Stars
  • Heterogeneous networks
  • Data mining
  • Scalability
  • Machine learning

• Conflicts to Harmony: A Framework for Resolving Conflicts in Heterogeneous Data by Truth Discovery

  Li, Y., Li, Q., Gao, J., Su, L., Zhao, B., Fan, W. & Han, J., Aug 1 2016, In: IEEE Transactions on Knowledge and Data Engineering. 28, 8, p. 1986-1999 14 p., 7460925.

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

  • Data structures
  • Experiments

• Constructing topical hierarchies in heterogeneous information networks

  Wang, C., Liu, J., Desai, N., Danilevsky, M. & Han, J., Sep 17 2015, In: Knowledge and Information Systems. 44, 3, p. 529-558 30 p.

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

  • Heterogeneous networks
  • Clustering algorithms
  • Industry
  • Experiments

• Cross-type biomedical named entity recognition with deep multi-task learning

  Wang, X., Zhang, Y., Ren, X., Zhang, Y., Zitnik, M., Shang, J., Langlotz, C. & Han, J., May 15 2019, In: Bioinformatics. 35, 10, p. 1745-1752 8 p.

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

  • Named Entity Recognition
  • Multi-task Learning
  • Recognition (Psychology)
  • Learning
  • Performance

• Deep multiplex graph infomax: Attentive multiplex network embedding using global information

  Park, C., Han, J. & Yu, H., Jun 7 2020, In: Knowledge-Based Systems. 197, 105861.

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

  • Discriminators
  • Graph
  • Labels
  • Node
  • Experiments

• DPPred: An Effective Prediction Framework with Concise Discriminative Patterns

  Shang, J., Jiang, M., Tong, W., Xiao, J., Peng, J. & Han, J., Jul 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 7, p. 1226-1239 14 p.

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

  • Experiments

• DWCox: A density-weighted Cox model for outlier-robust prediction of prostate cancer survival

  Xiao, J., Wang, S., Shang, J., Lin, H., Xin, D., Ren, X., Han, J. & Peng, J., 2016, In: F1000Research. 5, 2806.

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

  • Proportional Hazards Models
  • Prostatic Neoplasms
  • Survival
  • Datasets
  • Likelihood Functions

• Entity linking with a knowledge base: Issues, techniques, and solutions

  Shen, W., Wang, J. & Han, J., Feb 1 2015, In: IEEE Transactions on Knowledge and Data Engineering. 27, 2, p. 443-460 18 p., 6823700.

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

  • Information retrieval

• Environmental drivers of variability in the movement ecology of turkey vultures (cathartes aura) in North and South America

  Dodge, S., Bohrer, G., Bildstein, K., Davidson, S. C., Weinzierl, R., Bechard, M. J., Barber, D., Kays, R., Brandes, D., Han, J. & Wikelski, M., May 26 2014, In: Philosophical Transactions of the Royal Society B: Biological Sciences. 369, 1643

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

  • Cathartes aura
  • Turkeys
  • Ecology
  • South America
  • Ecosystem

• EPeriodicity: Mining event periodicity from incomplete observations

  Li, Z., Wang, J. & Han, J., May 1 2015, In: IEEE Transactions on Knowledge and Data Engineering. 27, 5, p. 1219-1232 14 p., 6940249.

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

  • Global positioning system
  • Data mining
  • Uncertainty
  • Sensors
  • Experiments

• Exploring and inferring user-user pseudo-friendship for sentiment analysis with heterogeneous networks

  Deng, H., Han, J., Li, H., Ji, H., Wang, H. & Lu, Y., Aug 2014, In: Statistical Analysis and Data Mining. 7, 4, p. 308-321 14 p.

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

  • Sentiment Analysis
  • Heterogeneous Networks
  • Sentiment analysis
  • Heterogeneous networks
  • Dissimilarity

• GeoBurst+: Effective and real-time local event detection in geo-tagged tweet streams

  Zhang, C., Lei, D., Yuan, Q., Zhuang, H., Kaplan, L., Wang, S. & Han, J., Feb 2018, In: ACM Transactions on Intelligent Systems and Technology. 9, 3, 34.

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

  • Event Detection
  • Crowdsourcing
  • Real-time
  • Disasters
  • Monitoring

• Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark

  Yang, C., Xiao, Y., Zhang, Y., Sun, Y. & Han, J., 2020, (Accepted/In press) In: IEEE Transactions on Knowledge and Data Engineering.

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

  • Heterogeneous networks
  • Labels
  • Availability

• KnowEnG: A knowledge engine for genomics

  Sinha, S., Song, J., Weinshilboum, R., Jongeneel, V. & Han, J., 2015, In: Journal of the American Medical Informatics Association. 22, 6, p. 1115-1119 5 p.

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

  • Genomics
  • Big Data
  • Datasets
  • Data Mining
  • Knowledge Bases

• Knowledge-guided analysis of "omics" data using the KnowEnG cloud platform

  Blatti, C., Emad, A., Berry, M. J., Gatzke, L., Epstein, M., Lanier, D., Rizal, P., Ge, J., Liao, X., Sobh, O., Lambert, M., Post, C. S., Xiao, J., Groves, P., Epstein, A. T., Chen, X., Srinivasan, S., Lehnert, E., Kalari, K. R., Wang, L. & 8 others, Weinshilboum, R. M., Song, J. S., Jongeneel, C. V., Han, J., Ravaioli, U., Sobh, N., Bushell, C. B. & Sinha, S., 2020, In: PLoS biology. 18, 1, e3000583.

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

  Open Access

  • Genomics
  • engines
  • data analysis
  • Data Analysis
  • genomics

• Meta-path-based search and mining in heterogeneous information networks

  Sun, Y. & Han, J., Aug 2013, In: Tsinghua Science and Technology. 18, 4, p. 329-338 10 p., 06574671.

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

  • Semantics
  • Feedback

• Mining sensor data in cyber-physical systems

  Tang, L. A., Han, J. & Jiang, G., Jun 2014, In: Tsinghua Science and Technology. 19, 3, p. 225-234 10 p., 6838193.

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

  • Cyber Physical System
  • Sensors
  • Data mining
  • Traffic control
  • Information management

• Mining strong relevance between heterogeneous entities from unstructured biomedical data

  Ji, M., He, Q., Han, J. & Spangler, S., Jul 8 2015, In: Data Mining and Knowledge Discovery. 29, 4, p. 976-998 23 p.

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

  • Semantics
  • Search engines

• Mining trajectory data and geotagged data in social media for road map inference

  Li, J., Qin, Q., Han, J., Tang, L. A. & Lei, K. H., Feb 1 2015, In: Transactions in GIS. 19, 1, p. 1-18 18 p.

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

  • social media
  • trajectory
  • labor
  • commercial vehicle
  • road

• MiTexCube: MicroTextCluster Cube for online analysis of text cells and its applications

  Zhang, D., Zhai, C. & Han, J., Jun 1 2013, In: Statistical Analysis and Data Mining. 6, 3, p. 243-259 17 p.

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

  • Regular hexahedron
  • Text
  • Cell
  • Text processing
  • Text Analysis

• 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

• 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 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

  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
• 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