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2010

Addressing concept-evolution in concept-drifting data streams

Masud, M. M., Chen, Q., Khan, L., Aggarwal, C., Gao, J., Han, J. & Thuraisingham, B., Dec 1 2010, Proceedings - 10th IEEE International Conference on Data Mining, ICDM 2010. p. 929-934 6 p. 5694063. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

Processing

Aggregation of multiple judgments for evaluating ordered lists

Kim, H. D., Zhai, C. & Han, J., May 20 2010, Advances in Information Retrieval - 32nd European Conference on IR Research, ECIR 2010, Proceedings. p. 166-178 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5993 LNCS).

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

Aggregation
Agglomeration
Sequential Patterns
Frequent Pattern
Correlation methods

A unified framework for link recommendation using random walks

Yin, Z., Gupta, M., Weninger, T. & Han, J., Oct 28 2010, Proceedings - 2010 International Conference on Advances in Social Network Analysis and Mining, ASONAM 2010. p. 152-159 8 p. 5562778. (Proceedings - 2010 International Conference on Advances in Social Network Analysis and Mining, ASONAM 2010).

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

Experiments

Authorship classification: A syntactic tree mining approach

Kim, S., Kim, H., Weninger, T. & Han, J., Sep 8 2010, Proceedings of the ACM SIGKDD Workshop on Useful Patterns, UP'10, in Conjunction with the 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. p. 65-73 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

Syntactics
Computational complexity
Experiments

A worldwide tourism recommendation system based on geotagged web photos

Cao, L., Luo, J., Gallagher, A., Jin, X., Han, J. & Huang, T. S., Nov 8 2010, 2010 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010 - Proceedings. p. 2274-2277 4 p. 5495905. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Recommender systems

CETR - Content extraction via tag ratios

Weninger, T., Hsu, W. H. & Han, J., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 971-980 10 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

HTML

Classification and novel class detection in data streams with active mining

Masud, M. M., Gao, J., Khan, L., Han, J. & Thuraisingham, B., Dec 1 2010, Advances in Knowledge Discovery and Data Mining - 14th Pacific-Asia Conference, PAKDD 2010, Proceedings. PART 2 ed. p. 311-324 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6119 LNAI, no. PART 2).

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

Data Streams
Mining
Concept Drift
Labeling
Labels

Classification and novel class detection of data streams in a dynamic feature space

Masud, M. M., Chen, Q., Gao, J., Khan, L., Han, J. & Thuraisingham, B., Nov 8 2010, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2010, Proceedings. PART 2 ed. p. 337-352 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6322 LNAI, no. PART 2).

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

Feature Space
Data Streams
Concept Drift
Incremental Learning
Evolution Problems

Community evolution detection in dynamic heterogeneous information networks

Sun, Y., Tang, J., Han, J., Gupta, M. & Zhao, B., Sep 8 2010, Proceedings of the 8th Workshop on Mining and Learning with Graphs, MLG'10. p. 137-146 10 p. (Proceedings of the 8th Workshop on Mining and Learning with Graphs, MLG'10).

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

Heterogeneous networks
Sampling
Experiments

Data mining for diagnostic debugging in sensor networks: Preliminary evidence and lessons learned

Abdelzaher, T., Khan, M., Le, H., Ahmadi, H. & Han, J., Oct 20 2010, Knowledge Discovery from Sensor Data - Second International Workshop, Sensor-KDD 2008, Revised Selected Papers. p. 1-24 24 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5840 LNCS).

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

Debugging
Sensor networks
Sensor Networks
Data mining
Diagnostics

Diagnostic powertracing for sensor node failure analysis

Khan, M. M. H., Le, H. K., LeMay, M., Moinzadeh, P., Wang, L., Yang, Y., Noh, D. K., Abdelzaher, T., Gunter, C., Han, J. & Jin, X., Jul 16 2010, Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN '10. p. 117-128 12 p. (Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN '10).

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

Sensor nodes
Failure analysis
Health
Radio systems
Sensors

DIAMOND: Correlation-based anomaly monitoring daemon for DIME

Arefin, A., Nahrstedt, K., Rivas, R., Han, J. & Huang, Z., Dec 1 2010, Proceedings - 2010 IEEE International Symposium on Multimedia, ISM 2010. p. 137-144 8 p. 5693833. (Proceedings - 2010 IEEE International Symposium on Multimedia, ISM 2010).

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

Metadata
Monitoring
Bandwidth
Processing

Discriminative frequent pattern-based graph classification

Cheng, H., Yan, X. & Han, J., Jan 1 2010, Link Mining: Models, Algorithms, and Applications. Springer New York, Vol. 9781441965158. p. 237-262 26 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Cluster Analysis
Software

Discriminative frequent subgraph mining with optimality guarantees

Thoma, M., Cheng, H., Gretton, A., Han, J., Kriegel, H. P., Smola, A., Song, L., Yu, P. S., Yan, X. & Borgwardt, K. M., Oct 2010, In : Statistical Analysis and Data Mining. 3, 5, p. 302-318 17 p.

Research output: Contribution to journalArticle

Feature extraction
Subgraph
Mining
Optimality
Feature Selection

DisIClass: Discriminative frequent pattern-based image classification

Kim, S., Jin, X. & Han, J., Sep 8 2010, Proceedings of the 10th International Workshop on Multimedia Data Mining, MDMKDD '10. 7. (Proceedings of the 10th International Workshop on Multimedia Data Mining, MDMKDD '10).

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

Image classification
Computer vision
Data mining
Mountings
Scalability

Entity relation discovery from web tables and links

Lin, C. X., Zhao, B., Weninger, T., Han, J. & Liu, B., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 1145-1146 2 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

World Wide Web
Experiments

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

Graph regularized transductive classification on heterogeneous information networks

Ji, M., Sun, Y., Danilevsky, M., Han, J. & Gao, J., Nov 5 2010, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2010, Proceedings. PART 1 ed. p. 570-586 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6321 LNAI, no. PART 1).

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

Graph in graph theory
Labels
Heterogeneous networks
Knowledge Extraction
Heterogeneous Networks

Hierarchical web-page clustering via in-page and cross-page link structures

Lin, C. X., Yu, Y., Han, J. & Liu, B., Dec 1 2010, Advances in Knowledge Discovery and Data Mining - 14th Pacific-Asia Conference, PAKDD 2010, Proceedings. PART 2 ed. p. 222-229 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6119 LNAI, no. PART 2).

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

Websites
Clustering
Clustering algorithms
Web Mining
Computer science

Incremental clustering for trajectories

Li, Z., Lee, J. G., Li, X. & Han, J., Dec 28 2010, Database Systems for Advanced Applications - 15th International Conference, DASFAA 2010, Proceedings. PART 2 ed. p. 32-46 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5982 LNCS, no. PART 2).

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

Trajectories
Clustering
Trajectory
Macros
Directed line segment

InfoNetOLAP: OLAP and mining of information networks

Chen, C., Zhu, F., Yan, X., Han, J., Yu, P. & Ramakrishnan, R., Jan 1 2010, Link Mining: Models, Algorithms, and Applications. Springer New York, Vol. 9781441965158. p. 411-438 28 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Information Services
Databases
Information Systems
Ice Cover
Multimedia

Integrating clustering with ranking in heterogeneous information networks analysis

Sun, Y. & Han, J., Jan 1 2010, Link Mining: Models, Algorithms, and Applications. Springer New York, Vol. 9781441965158. p. 439-473 35 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Information Services
Cluster Analysis
Computer Systems
Databases

iRIN: Image retrieval in image-rich information networks

Jin, X., Luo, J., Yu, J., Wang, G., Joshi, D. & Han, J., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 1261-1264 4 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

Image retrieval
Reinforcement learning

Keyword extraction for social snippets

Li, Z., Zhou, D., Juan, Y. F. & Han, J., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 1143-1144 2 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

Marketing
Experiments

Keyword search in text cube: Finding top-k relevant cells

Ding, B., Yu, Y., Zhao, B., Lin, C. X., Han, J. & Zhai, C., Dec 1 2010, p. 145-159. 15 p.

Research output: Contribution to conferencePaper

Query languages
Processing

Link mining: Models, algorithms, and applications

Yu, P. S., Faloutsos, C. & Han, J., Jan 1 2010, Springer New York. 586 p.

Research output: Book/ReportBook

Data Mining
Information Storage and Retrieval
Social Support
Research Personnel
Information Services

LINKREC: A unified framework for link recommendation with user attributes and graph structure

Yin, Z., Gupta, M., Weninger, T. & Han, J., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 1211-1212 2 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

Experiments

Mapping web pages to database records via link paths

Weninger, T., Fumarola, F., Han, J. & Malerba, D., Dec 1 2010, CIKM'10 - Proceedings of the 19th International Conference on Information and Knowledge Management and Co-located Workshops. p. 1637-1640 4 p. (International Conference on Information and Knowledge Management, Proceedings).

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

World Wide Web
Data base
Knowledge management
Movies
Computer science

Mining advisor-advisee relationships from research publication networks

Wang, C., Han, J., Jia, Y., Tang, J., Zhang, D. & Yu, Y., Sep 7 2010, KDD'10 - Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data. p. 203-212 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

Computer science
Learning algorithms

Mining diversity on networks

Liu, L., Zhu, F., Chen, C., Yan, X., Han, J., Yu, P. & Yang, S., Dec 28 2010, Database Systems for Advanced Applications - 15th International Conference, DASFAA 2010, Proceedings. PART 1 ed. p. 384-398 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5981 LNCS, no. PART 1).

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

Mining
Semantics
Experiments
Dynamic Networks
Vertex of a graph

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

Mining large information networks by graph summarization

Chen, C., Lin, C. X., Fredrikson, M., Christodorescu, M., Yan, X. & Han, J., Jan 1 2010, Link Mining: Models, Algorithms, and Applications. Springer New York, Vol. 9781441965158. p. 475-501 27 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Information Services
Computer Security
Costs and Cost Analysis
Dermatoglyphics
Computational Biology

Mining moving object, trajectory and traffic data

Han, J., Li, Z. & Tang, L. A., Dec 28 2010, Database Systems for Advanced Applications - 15th International Conference, DASFAA 2010, Proceedings. PART 2 ed. p. 485-486 2 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5982 LNCS, no. PART 2).

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

Moving Objects
Mining
Trajectories
Traffic
Trajectory

Mining periodic behaviors for moving objects

Li, Z., Ding, B., Han, J., Kays, R. & Nye, P., 2010, KDD'10 - Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data. p. 1099-1108 10 p.

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

Autocorrelation
Fourier transforms
Statistical Models

Mining topic-level influence in heterogeneous networks

Liu, L., Tang, J., Han, J., Jiang, M. & Yang, S., Dec 1 2010, CIKM'10 - Proceedings of the 19th International Conference on Information and Knowledge Management and Co-located Workshops. p. 199-208 10 p. (International Conference on Information and Knowledge Management, Proceedings).

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

Node
User behavior
Social influence
Prediction
Information retrieval

Modeling massive RFID data sets: A gateway-based movement graph approach

Gonzalez, H., Han, J., Cheng, H., Li, X., Klabjan, D. & Wu, T., Jan 1 2010, In : IEEE Transactions on Knowledge and Data Engineering. 22, 1, p. 90-104 15 p., 4798163.

Research output: Contribution to journalArticle

Radio frequency identification (RFID)
Supply chain management
Merging
Data mining
Agglomeration

MoveMine: Mining moving object databases

Li, Z., Ji, M., Lee, J. G., Tang, L. A., Yu, Y., Han, J. & Kays, R., Jul 23 2010, Proceedings of the 2010 International Conference on Management of Data, SIGMOD '10. p. 1203-1206 4 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

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

Data mining
Mobile devices
User interfaces
Global positioning system
Animals

NDPMine: Efficiently mining discriminative numerical features for pattern-based classification

Kim, H., Kim, S., Weninger, T., Han, J. & Abdelzaher, T., Nov 8 2010, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2010, Proceedings. PART 2 ed. p. 35-50 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6322 LNAI, no. PART 2).

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

Mining
Mathematical programming
Data storage equipment
Costs
Shrinking

On graph query optimization in large networks

Zhao, P. & Han, J., Sep 2010, In : Proceedings of the VLDB Endowment. 3, 1, p. 340-351 12 p.

Research output: Contribution to journalArticle

Query processing
Scalability

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

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

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

Privacy-aware regression modeling of participatory sensing data

Ahmadi, H., Pham, N., Ganti, R., Abdelzaher, T., Nath, S. & Han, J., Dec 1 2010, SenSys 2010 - Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems. p. 99-112 14 p. (SenSys 2010 - Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems).

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

Nutrition
Linear regression
Fuel consumption
Navigation
Health

Progressive clustering of networks using structure-connected order of traversal

Bortner, D. & Han, J., Jun 1 2010, 26th IEEE International Conference on Data Engineering, ICDE 2010 - Conference Proceedings. p. 653-656 4 p. 5447895. (Proceedings - International Conference on Data Engineering).

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

Complex networks
Macros

RankCompete: Simultaneous ranking and clustering of web photos

Cao, L., Del Pozo, A., Jin, X., Luo, J., Han, J. & Huang, T. S., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 1071-1072 2 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

Digital cameras
Semantics

Re-examination of interestingness measures in pattern mining: A unified framework

Wu, T., Chen, Y. & Han, J., Nov 1 2010, In : Data Mining and Knowledge Discovery. 21, 3, p. 371-397 27 p.

Research output: Contribution to journalArticle

Gaging
Invariance
Gages
Data mining
Statistics

Region-based online promotion analysis

Wu, T., Sun, Y., Li, C. & Han, J., May 19 2010, Advances in Database Technology - EDBT 2010 - 13th International Conference on Extending Database Technology, Proceedings. p. 63-74 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

Query processing
Agglomeration
Processing
Costs
Experiments

Scalable link-based similarity computation and clustering

Yin, X., Han, J. & Yu, P. S., Jan 1 2010, Link Mining: Models, Algorithms, and Applications. Springer New York, Vol. 9781441965158. p. 45-71 27 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Cluster Analysis
Semantics
Databases
Costs and Cost Analysis
Object Attachment

SHRINK: A structural clustering algorithm for detecting hierarchical communities in networks

Huang, J., Sun, H., Han, J., Deng, H., Sun, Y. & Liu, Y., Dec 1 2010, CIKM'10 - Proceedings of the 19th International Conference on Information and Knowledge Management and Co-located Workshops. p. 219-228 10 p. (International Conference on Information and Knowledge Management, Proceedings).

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

Clustering algorithm
Hub
Node
Outliers
Complex networks

Social group suggestion from user image collections

Yu, J., Jin, X., Han, J. & Luo, J., Jul 20 2010, Proceedings of the 19th International Conference on World Wide Web, WWW '10. p. 1215-1216 2 p. (Proceedings of the 19th International Conference on World Wide Web, WWW '10).

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

Labels
Experiments