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2017

Distant meta-path similarities for text-based heterogeneous information networks

Wang, C., Song, Y., Li, H., Sun, Y., 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. 1629-1638 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. Part F131841).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Information networks
Proximity
Leverage
Similarity measure
Art
2014

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 journalArticle

Sensors
Data mining
Traffic control
Cyber Physical System
Information management
2015

Leveraging pattern semantics for extracting entities in enterprises

Tao, F., Zhao, B., Fuxman, A., Li, Y. & Han, J., May 18 2015, WWW 2015 - Proceedings of the 24th International Conference on World Wide Web. Association for Computing Machinery, Inc, p. 1078-1088 11 p. (WWW 2015 - Proceedings of the 24th International Conference on World Wide Web).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Industry
Seed
2014

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 journalConference article

Scalability
Processing
Costs
2011

The sparse regression cube: A reliable modeling technique for open cyber-physical systems

Ahmadi, H., Abdelzaher, T., Han, J., Pham, N. & Ganti, R. K., Aug 10 2011, Proceedings - 2011 IEEE/ACM 2nd International Conference on Cyber-Physical Systems, ICCPS 2011. p. 87-96 10 p. 5945424. (Proceedings - 2011 IEEE/ACM 2nd International Conference on Cyber-Physical Systems, ICCPS 2011).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open systems
Computer simulation
Large scale systems
Carbon footprint
Linear regression
2010

PET: A statistical model for popular events tracking in social communities

Lin, C. X., Zhao, B., Mei, Q. & Han, J., Sep 7 2010, KDD'10 - Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data. p. 929-938 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Blogs
Statistical methods
Statistical Models
Experiments
2016

Foreword

Han, J., Apr 19 2016, Contrast Data Mining: Concepts, Algorithms, and Applications. CRC Press, p. xix-xx

Research output: Chapter in Book/Report/Conference proceedingForeword/postscript

2014

Frequent pattern mining

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

Research output: Book/ReportBook

Students
Computer science
Industry
Big data
2017

Regions, periods, activities: Uncovering urban dynamics via cross-modal representation learning

Zhang, C., Zhang, K., Yuan, Q., Peng, H., Zheng, Y., Hanratty, T., Wang, S. & Han, J., Jan 1 2017, 26th International World Wide Web Conference, WWW 2017. International World Wide Web Conferences Steering Committee, p. 361-370 10 p. 3052601. (26th International World Wide Web Conference, WWW 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Recovery
Costs
Experiments
2014

Learning to efficiently rank on big data

Wang, L., Lin, J., Metzler, D. & Han, J., Apr 7 2014, WWW 2014 Companion - Proceedings of the 23rd International Conference on World Wide Web. Association for Computing Machinery, Inc, 1 p. (WWW 2014 Companion - Proceedings of the 23rd International Conference on World Wide Web).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Big data
2010

Opinosis: A graph-based approach to abstractive summarization of highly redundant opinions

Ganesan, K., Zhai, C. X. & Han, J., Dec 1 2010, p. 340-348. 9 p.

Research output: Contribution to conferencePaper

evaluation
Summary
Graph
Summarization
Evaluation
2015

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 journalArticle

trajectory
labor
road
data mining
cost
2014

The wisdom of minority: Unsupervised slot filling validation based on multi-dimensional truth-finding

Yu, D., Huang, H., Cassidy, T., Ji, H., Wang, C., Zhi, S., Han, J., Voss, C. & Magdon-Ismail, M., Jan 1 2014, COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers. Association for Computational Linguistics, ACL Anthology, p. 1567-1578 12 p. (COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

wisdom
minority
redundancy
credibility
consolidation
2012

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 14 2012, KDD'12 - 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 1348-1356 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Seed
Semantics
Experiments
2011

Patent maintenance recommendation with patent information network model

Jin, X., Spangler, S., Chen, Y., Cai, K., Ma, R., Zhang, L., Wu, X. & Han, J., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 280-289 10 p. 6137232. (Proceedings - IEEE International Conference on Data Mining, ICDM).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Trademarks
Industry
Decision making
Costs
Experiments
2013

MedRank: Discovering influential medical treatments from literature by information network analysis

Chen, L., Li, X. & Han, J., Jan 1 2013, Proceedings of the 24th Australasian Database Conference, ADC 2013. Wang, H. & Zhang, R. (eds.). Australian Computer Society, p. 3-12 10 p. (Conferences in Research and Practice in Information Technology Series; vol. 137).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric network analysis
2018

TextCube: Automated construction and multidimensional exploration

Meng, Y., Huang, J., Shang, J. & Han, J., Jan 1 2018, In : Proceedings of the VLDB Endowment. 12, 12, p. 1974-1977 4 p.

Research output: Contribution to journalConference article

2014

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 journalConference article

Experiments
2011

On Link-based similarity join

Sun, L., Cheng, R., Li, X., Cheung, D. W. & Han, J., Aug 1 2011, In : Proceedings of the VLDB Endowment. 4, 11, p. 714-725 12 p.

Research output: Contribution to journalArticle

Experiments
2015

Assembler: Efficient discovery of spatial co-evolving patterns in massive geo-sensory data

Zhang, C., Zheng, Y., Ma, X. & Han, J., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1415-1424 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Wavelet transforms
Time series
Experiments
2016

FacetGist: Collective extraction of document facets in large technical corpora

Siddiqui, T., Ren, X., Parameswaran, A. & Han, J., Oct 24 2016, CIKM 2016 - Proceedings of the 2016 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, p. 871-880 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. 24-28-October-2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Graph
Summarization
Patents
Business intelligence
Optimization problem
2010

Fast computation of SimRank for static and dynamic information networks

Li, C., Han, J., He, G., Jin, X., Sun, Y., Yu, Y. & Wu, T., May 19 2010, Advances in Database Technology - EDBT 2010 - 13th International Conference on Extending Database Technology, Proceedings. p. 465-476 12 p. (Advances in Database Technology - EDBT 2010 - 13th International Conference on Extending Database Technology, Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric network analysis
Iterative methods
Processing
2013

Exploring structure and content on the web: Extraction and integration of the semi-structured web

Weninger, T. & Han, J., 2013, WSDM 2013 - Proceedings of the 6th ACM International Conference on Web Search and Data Mining. p. 779-780 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

World Wide Web
Websites
Search engines
Fruits

AMETHYST: A system for mining and exploring topical hierarchies of heterogeneous data

Danilevsky, M., Wang, C., Tao, F., Nguyen, S., Chen, G., Desai, N., Wang, L. & Han, J., Aug 11 2013, KDD 2013 - 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Parekh, R., He, J., Inderjit, D. S., Bradley, P., Koren, Y., Ghani, R., Senator, T. E., Grossman, R. L. & Uthurusamy, R. (eds.). Association for Computing Machinery, p. 1458-1461 4 p. 2487716. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F128815).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Ontology

Constructing topical hierarchies in heterogeneous information networks

Wang, C., Danilevsky, M., Liu, J., Desai, N., Ji, H. & Han, J., Dec 1 2013, In : Proceedings - IEEE International Conference on Data Mining, ICDM. p. 767-776 10 p., 6729561.

Research output: Contribution to journalConference article

Heterogeneous networks
Data mining
Industry
Experiments
2018

Node, motif and subgraph: Leveraging network functional blocks through structural convolution

Yang, C., Liu, M., Zheng, V. W. & Han, J., Oct 24 2018, Proceedings of the 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2018. Tagarelli, A., Reddy, C. & Brandes, U. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 47-52 6 p. 8508729. (Proceedings of the 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Convolution
Toxicity
Learning systems
Labels
Sampling
2011

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 journalArticle

Labels
Labeling
Time delay
Classifiers
2014

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 journalConference article

Tensors
Decomposition
Error analysis
Experiments
2018

A spherical hidden Markov model for semantics-rich human mobility modeling

Zhu, W., Zhang, C., Yao, S., Gao, X. & Han, J., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI Press, p. 4613-4620 8 p. (32nd AAAI Conference on Artificial Intelligence, AAAI 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Hidden Markov models
Semantics
Bessel functions
Newton-Raphson method
Global positioning system
2016

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 journalConference article

Electric sparks
Parallel algorithms
2012

Parallel field ranking

Ji, M., Lin, B., He, X., Cai, D. & Han, J., Sep 14 2012, KDD'12 - 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 723-731 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Information retrieval systems
Recommender systems
Pattern recognition
2013

Ranking-based name matching for author disambiguation in bibliographic data

Liu, J., Lei, K. H., Liu, J. Y., Wang, C. & Han, J., Jan 1 2013, Proceedings of the 2013 KDD Cup 2013 Workshop. Association for Computing Machinery, (Proceedings of the 2013 KDD Cup 2013 Workshop).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Digital libraries
Data mining
2011

Generalized fisher score for feature selection

Gu, Q., Li, Z. & Han, J., Sep 29 2011, p. 266-273. 8 p.

Research output: Contribution to conferencePaper

Feature Selection
Feature extraction
Integer programming
Linear programming
Projected Gradient
2012

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 journalArticle

Sustainable development
Animals
Autocorrelation
Ecosystems
Interpolation
2015

STREAMCUBE: Hierarchical spatio-temporal hashtag clustering for event exploration over the Twitter stream

Feng, W., Zhang, C., Zhang, W., Han, J., Wang, J., Aggarwal, C. & Huang, J., May 26 2015, 2015 IEEE 31st International Conference on Data Engineering, ICDE 2015. IEEE Computer Society, p. 1561-1572 12 p. 7113425. (Proceedings - International Conference on Data Engineering; vol. 2015-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scalability
Agglomeration
Data structures
Experiments
2010

Preface

Yu, P. S., Faloutsos, C. & Han, J., Jan 1 2010, Link Mining: Models, Algorithms, and Applications. Springer New York, Vol. 9781441965158. p. v

Research output: Chapter in Book/Report/Conference proceedingForeword/postscript

2018

Did You Enjoy the Ride? Understanding Passenger Experience via Heterogeneous Network Embedding

Yang, C., Zhang, C., Chen, X., Ye, J. & Han, J., Oct 24 2018, Proceedings - IEEE 34th International Conference on Data Engineering, ICDE 2018. Institute of Electrical and Electronics Engineers Inc., p. 1404-1413 10 p. 8509379. (Proceedings - IEEE 34th International Conference on Data Engineering, ICDE 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Taxicabs
Heterogeneous networks
Experiments
Information networks
Modeling
2012

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 proceedingChapter

Hidden Markov models
Statistical Models
Modeling languages
2018

Active Learning on Heterogeneous Information Networks: A Multi-armed Bandit Approach

Xin, D., El-Kishky, A., Liao, D., Norick, B. & Han, J., Dec 27 2018, 2018 IEEE International Conference on Data Mining, ICDM 2018. Institute of Electrical and Electronics Engineers Inc., p. 1350-1355 6 p. 8594993. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2018-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Labeling
Learning systems
Problem-Based Learning
Costs
2011

Geo-friends recommendation in GPS-based cyber-physical social network

Yu, X., Pan, A., Tang, L. A., Li, Z. & Han, J., Sep 19 2011, Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011. p. 361-368 8 p. 5992600. (Proceedings - 2011 International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Global positioning system
Random processes
Merging
Mobile devices
Trajectories

On trivial solution and scale transfer problems in graph regularized NMF

Gu, Q., Ding, C. & Han, J., Dec 1 2011, IJCAI 2011 - 22nd International Joint Conference on Artificial Intelligence. p. 1288-1293 6 p. (IJCAI International Joint Conference on Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Factorization
Experiments
2019

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 journalArticle

Multi-task Learning
Named Entity Recognition
Learning
Labeling
Benchmarking
2012

Efficient mining of correlated sequential patterns based on null hypothesis

Lin, C. X., Ji, M., Danilevsky, M. & Han, J., Dec 7 2012, Web-KR'12 - Proceedings of the 2012 ACM International Workshop on Web-Scale Knowledge Representation, Retrieval and Reasoning, Co-located with CIKM 2012. p. 17-24 8 p. (International Conference on Information and Knowledge Management, Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sequential patterns
Data mining
Pattern mining
Methodology
Data base
2011

Detecting recurring and novel classes in concept-drifting data streams

Masud, M. M., Al-Khateeb, T. M., Khan, L., Aggarwal, C., Gao, J., Han, J. & Thuraisingham, B., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 1176-1181 6 p. 6137334. (Proceedings - IEEE International Conference on Data Mining, ICDM).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labeling
Data storage equipment
2015

On the discovery of evolving truth

Li, Y., Li, Q., Gao, J., Su, L., Zhao, B., Fan, W. & Han, J., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 675-684 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Experiments
Big data
2011

LPTA: A probabilistic model for latent periodic topic analysis

Yin, Z., Cao, L., Han, J., Zhai, C. & Huang, T., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining, ICDM 2011. p. 904-913 10 p. 6137295. (Proceedings - IEEE International Conference on Data Mining, ICDM).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Technical presentations
Websites
Time series
Sales
Semantics
2018

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 journalArticle

Semantics
Costs
Experiments
2013

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 1 2013, In : Journal of Computer and System Sciences. 79, 3, p. 383-401 19 p.

Research output: Contribution to journalArticle

Trustworthiness
Sensor
Sensors
Sensor networks
Sensor Networks
2010

Mining knowledge from databases: An information network analysis approach

Han, J., Sun, Y., Yan, X. & Yu, P. S., Jul 23 2010, Proceedings of the 2010 International Conference on Management of Data, SIGMOD '10. p. 1251-1252 2 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric network analysis
Data integration
Consolidation
Cleaning
Data storage equipment
2016

MACFP: Maximal approximate consecutive frequent pattern mining under edit distance

Shang, J., Peng, J. & Han, J., Jan 1 2016, 16th SIAM International Conference on Data Mining 2016, SDM 2016. Venkatasubramanian, S. C. & Meira, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 558-566 9 p. (16th SIAM International Conference on Data Mining 2016, SDM 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Computational complexity
Hamming distance
Time series analysis
DNA sequences
Substitution reactions