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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 general framework for efficient clustering of large datasets based on activity detection

  Jin, X., Kim, S., Han, J., Cao, L. & Yin, Z., Feb 2011, In: Statistical Analysis and Data Mining. 4, 1, p. 11-29 19 p.

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

  • Large Data Sets
  • Large dataset
  • Clustering
  • Framework
  • K-means

• 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 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

• Classification and novel class detection in concept-drifting data streams under time constraints

  Masud, M., Gao, J., Khan, L., Han, J. & Thuraisingham, B. M., May 5 2011, In: IEEE Transactions on Knowledge and Data Engineering. 23, 6, p. 859-874 16 p., 5453372.

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

  • Labels
  • Labeling
  • Time delay
  • Classifiers

• Cloud-based malware detection for evolving data streams

  Masud, M. M., Al-Khateeb, T. M., Hamlen, K. W., Gao, J., Khan, L., Han, J. & Thuraisingham, B., Oct 2011, In: ACM Transactions on Management Information Systems. 2, 3, 16.

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

  • Data Streams
  • Malware
  • Classifier
  • Feature Extraction
  • Feature extraction

• 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

• Collection-based sparse label propagation and its application on social group suggestion from photos

  Yu, J., Jin, X., Han, J. & Luo, J., Feb 1 2011, In: ACM Transactions on Intelligent Systems and Technology. 2, 2, 12.

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

  • Propagation
  • Labels
  • Classifiers
  • Feedback
  • Social Networks

• 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

• Density-based shrinkage for revealing hierarchical and overlapping community structure in networks

  Huang, J., Sun, H., Han, J. & Feng, B., Jun 1 2011, In: Physica A: Statistical Mechanics and its Applications. 390, 11, p. 2160-2171 12 p.

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

  • Community Structure
  • Shrinkage
  • Overlapping
  • Community
  • shrinkage

• 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

• Efficient keyword-based search for top-K cells in text cube

  Ding, B., Zhao, B., Lin, C. X., Han, J., Zhai, C., Srivastava, A. & Oza, N. C., 2011, In: IEEE Transactions on Knowledge and Data Engineering. 23, 12, p. 1795-1810 16 p., 5710919.

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

  • Query languages
  • Dynamic programming

• 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

• 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

• 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

• 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

• 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

• 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

• 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 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 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

• 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: 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

• 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

• 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