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• Article

  A bayesian approach to discovering truth from conflicting sources for data integration

  Zhao, B., Rubinstein, B. I. P., Gemmell, J. & Han, J., Feb 2012, In: Proceedings of the VLDB Endowment. 5, 6, p. 550-561 12 p.

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

  • Data integration
  • Sampling
  • Experiments

• A DREAM challenge to build prediction models for short-term discontinuation of docetaxel in metastatic castration- resistant prostate cancer

  Prostate Cancer DREAM Challenge Community, 2017, In: JCO Clinical Cancer Informatics. 2017, 1, p. 1-15 15 p.

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

  Open Access

  • Docetaxel
  • Castration
  • Prostatic Neoplasms
  • Clinical Trials
  • Phase III Clinical Trials

• 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, 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 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

• A variance minimization criterion to active learning on graphs

  Ji, M. & Han, J., 2012, In: Journal of Machine Learning Research. 22, p. 556-564 9 p.

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

  • Active Learning
  • Problem-Based Learning
  • Labels
  • Graph in graph theory
  • Gaussian Random Field

• 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

• 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

• 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

• 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

• Detection of complexes in biological networks through diversified dense subgraph mining

  Ma, X., Zhou, G., Shang, J., Wang, J., Peng, J. & Han, J., Sep 2017, In: Journal of Computational Biology. 24, 9, p. 923-941 19 p.

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

  • Biological Networks
  • Mining
  • Protein
  • Protein Interaction Networks
  • Proteins

• 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

• 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., Oct 31 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

• Embedding learning with events in heterogeneous information networks

  Gui, H., Liu, J., Tao, F., Jiang, M., Norick, B., Kaplan, L. & Han, J., Nov 2017, In: IEEE Transactions on Knowledge and Data Engineering. 29, 11, p. 2428-2441 14 p., 7997782.

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

  • Semantics
  • Experiments

• 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

• Estimating OLAP queries over uncertain and imprecise multidimensional data streams

  Cuzzocrea, A. & Han, J., Sep 1 2012, In: Engineering Intelligent Systems. 20, 3, p. 171-181 11 p.

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

  • Distribution functions
  • Probability distributions
  • Semantics
  • Uncertainty

• 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

• Facing the reality of data stream classification: Coping with scarcity of labeled data

  Masud, M. M., Woolam, C., Gao, J., Khan, L., Han, J., Hamlen, K. W. & Oza, N. C., Oct 1 2012, In: Knowledge and Information Systems. 33, 1, p. 213-244 32 p.

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

  • Supervised learning
  • Labeling
  • Learning algorithms
  • Classifiers

• 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

• 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

• 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

• Latent community topic analysis: Integration of community discovery with topic modeling

  Yin, Z., Cao, L., Gu, Q. & Han, J., Sep 2012, In: ACM Transactions on Intelligent Systems and Technology. 3, 4, 63.

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

  • Community
  • Modeling
  • Text
  • Community Structure
  • Graph in graph theory

• Learning influence from heterogeneous social networks

  Liu, L., Tang, J., Han, J. & Yang, S., Nov 2012, In: Data Mining and Knowledge Discovery. 25, 3, p. 511-544 34 p.

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

  • Heterogeneous networks
  • Marketing
  • Information retrieval
  • Agglomeration

• Liberal entity extraction: Rapid construction of fine-grained entity typing systems

  Huang, L., May, J., Pan, X., Ji, H., Ren, X., Han, J., Zhao, L. & Hendler, J. A., Mar 2017, In: Big Data. 5, 1, p. 19-31 13 p.

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

  • Semantics
  • Knowledge representation
  • Language
  • Clustering algorithms
  • Hierarchical Clustering

• 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

• Locally discriminative coclustering

  Zhang, L., Chen, C., Bu, J., Chen, Z., Cai, D. & Han, J., May 7 2012, In: IEEE Transactions on Knowledge and Data Engineering. 24, 6, p. 1025-1035 11 p., 5740883.

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

  • Linear regression
  • Clustering algorithms
  • Labels

• 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 diversity on social media networks

  Liu, L., Zhu, F., Jiang, M., Han, J., Sun, L. & Yang, S., Jan 2012, In: Multimedia Tools and Applications. 56, 1, p. 179-205 27 p.

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

  • Electric network analysis
  • Websites
  • Availability
  • Semantics
  • Bandwidth

• 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 knowledge from interconnected data: A heterogeneous information network analysis approach

  Sun, Y., Han, J., Yan, X. & Yu, P. S., Aug 2012, In: Proceedings of the VLDB Endowment. 5, 12, p. 2022-2023 2 p.

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

  • Electric network analysis
  • Semantics
  • Data storage equipment

• Mining periodic behaviors of object movements for animal and biological sustainability studies

  Li, Z., Han, J., Ding, B. & Kays, R., Mar 1 2012, In: Data Mining and Knowledge Discovery. 24, 2, p. 355-386 32 p.

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

  • Animals
  • Sustainable development
  • Climate change
  • Ecosystems
  • Autocorrelation

• 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