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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 proceeding › Conference contribution
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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
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Automatic entity recognition and typing from massive text corpora: A phrase and network mining approach
Ren, X., El-Kishky, A., Wang, C. & 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. 2319-2320 2 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Classification with active learning and meta-paths in heterogeneous information networks
Wan, C., Li, X., Kao, B., Yu, X., Gu, Q., Cheung, D. & Han, J., Oct 17 2015, CIKM 2015 - Proceedings of the 24th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 443-452 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. 19-23-Oct-2015).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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ClusType: Effective entity recognition and typing by relation phrase-based clustering
Ren, X., El-Kishky, A., Wang, C., Tao, F., Voss, C. R., Ji, H. & 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. 995-1004 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 proceeding › Conference contribution
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Constrained information-theoretic tripartite graph clustering to identify semantically similar relations
Wang, C., Song, Y., Roth, D., Wang, C., Han, J., Ji, H. & Zhang, M., Jan 1 2015, IJCAI 2015 - Proceedings of the 24th International Joint Conference on Artificial Intelligence. Wooldridge, M. & Yang, Q. (eds.). International Joint Conferences on Artificial Intelligence, p. 3882-3889 8 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2015-January).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
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Context-Aware entity morph decoding
Zhang, B., Huang, H., Pan, X., Li, S., Lin, C. Y., Ji, H., Knight, K., Wen, Z., Sun, Y., Han, J. & Yener, B., 2015, ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference. Association for Computational Linguistics (ACL), p. 586-595 10 p. (ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Debiasing crowdsourced batches
Zhuang, H., Parameswaran, A. G., Roth, D. & 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. 1593-1602 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 proceeding › Conference contribution
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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
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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
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FaitCrowd: Fine grained truth discovery for crowdsourced data aggregation
Ma, F., Li, Y., Li, Q., Qiu, M., Gao, J., Zhi, S., Su, L., Zhao, B., Ji, H. & 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. 745-754 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 proceeding › Conference contribution
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Fast inbound top-k query for random walk with restart
Zhang, C., Jiang, S., Chen, Y., Sun, Y. & Han, J., 2015, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015. Costa, V. S., Soares, C., Appice, A., Appice, A., Rodrigues, P. P., Costa, V. S., Soares, C., Gama, J., Jorge, A., Rodrigues, P. P., Gama, J., Costa, V. S., Jorge, A., Appice, A., Rodrigues, P. P., Gama, J., Appice, A., Soares, C., Jorge, A., Gama, J., Rodrigues, P. P., Costa, V. S., Soares, C. & Jorge, A. (eds.). Springer-Verlag Berlin Heidelberg, p. 608-624 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9285).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Generalized decision aggregation in distributed sensing systems
Su, L., Li, Q., Hu, S., Wang, S., Gao, J., Liu, H., Abdelzaher, T. F., Han, J., Liu, X., Gao, Y. & Kaplan, L., Jan 14 2015, Proceedings - IEEE 35th Real-Time Systems Symposium, RTSS 2014. January ed. Institute of Electrical and Electronics Engineers Inc., p. 1-10 10 p. 7010369. (Proceedings - Real-Time Systems Symposium; vol. 2015-January, no. January).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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GIN: A clustering model for capturing dual heterogeneity in networked data
Liu, J., Wang, C., Gao, J., Gu, Q., Aggarwal, C., Kaplan, L. & Han, J., 2015, SIAM International Conference on Data Mining 2015, SDM 2015. Venkatasubramanian, S. & Ye, J. (eds.). Society for Industrial and Applied Mathematics Publications, p. 388-396 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Graph regularized meta-path based transductive regression in heterogeneous information network
Wan, M., Ouyang, Y., Kaplan, L. & Han, J., 2015, SIAM International Conference on Data Mining 2015, SDM 2015. Venkatasubramanian, S. & Ye, J. (eds.). Society for Industrial and Applied Mathematics Publications, p. 918-926 9 p. (SIAM International Conference on Data Mining 2015, SDM 2015).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Incorporating world knowledge to document clustering via heterogeneous information networks
Wang, C., Song, Y., El-Kishky, A., Roth, D., Zhang, M. & 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. 1215-1224 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 proceeding › Conference contribution
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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
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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 proceeding › Conference contribution
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Mining quality phrases from massive text corpora
Liu, J., Shang, J., Wang, C., Ren, X. & Han, J., May 27 2015, SIGMOD 2015 - Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data. Association for Computing Machinery, p. 1729-1744 16 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data; vol. 2015-May).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
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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
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Modeling truth existence in truth discovery
Zhi, S., Zhao, B., Tong, W., Gao, J., Yu, D., Ji, H. & 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. 1543-1552 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 proceeding › Conference contribution
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Network A/B Testing: From sampling to estimation
Gui, H., Xu, Y., Bhasin, A. & Han, J., May 18 2015, WWW 2015 - Proceedings of the 24th International Conference on World Wide Web. Association for Computing Machinery, Inc, p. 399-409 11 p. (WWW 2015 - Proceedings of the 24th International Conference on World Wide Web).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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On integrating network and community discovery
Liu, J., Aggarwal, C. & Han, J., Feb 2 2015, WSDM 2015 - Proceedings of the 8th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 117-126 10 p. (WSDM 2015 - Proceedings of the 8th ACM International Conference on Web Search and Data Mining).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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 proceeding › Conference contribution
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Robust classification of information networks by consistent graph learning
Zhi, S., Han, J. & Gu, Q., 2015, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015. Costa, V. S., Soares, C., Appice, A., Appice, A., Rodrigues, P. P., Costa, V. S., Soares, C., Gama, J., Jorge, A., Rodrigues, P. P., Gama, J., Costa, V. S., Jorge, A., Appice, A., Rodrigues, P. P., Gama, J., Appice, A., Soares, C., Jorge, A., Gama, J., Rodrigues, P. P., Costa, V. S., Soares, C. & Jorge, A. (eds.). Springer-Verlag Berlin Heidelberg, p. 752-767 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9285).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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 proceeding › Conference contribution
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TOPTRAC: Topical trajectory pattern mining
Kim, Y., Han, J. & Yuan, C., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 587-596 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 proceeding › Conference contribution
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Torpedo: Topic periodicity discovery from text data
Wang, J., Deng, H. & Han, J., 2015, Next-Generation Analyst III. Hanratty, T. P., Llinas, J., Broome, B. D. & Hall, D. L. (eds.). SPIE, 94990A. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9499).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Towards interactive construction of topical hierarchy: A recursive tensor decomposition approach
Wang, C., Liu, X., Song, Y. & 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. 1225-1234 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 proceeding › Conference contribution
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Truth discovery and crowdsourcing aggregation: A unified perspective
Gao, J., Li, Q., Zhao, B., Fan, W. & Han, J., Jan 1 2015, Proceedings of the VLDB Endowment. 12 ed. Association for Computing Machinery, p. 2048-2049 2 p. (Proceedings of the VLDB Endowment; vol. 8, no. 12).Research output: Chapter in Book/Report/Conference proceeding › Chapter
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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 journal › Conference article › peer-review
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Active learning: A survey
Aggarwal, C. C., Kong, X., Gu, Q., Han, J. & Yu, P. S., Jan 1 2014, Data Classification: Algorithms and Applications. Aggarwal, C. C. (ed.). CRC Press, p. 571-605 35 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter
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A hierarchical Dirichlet model for taxonomy expansion for search engines
Wang, J., Kang, C., Chang, Y. & Han, J., Apr 7 2014, WWW 2014 - Proceedings of the 23rd International Conference on World Wide Web. Association for Computing Machinery, Inc, p. 961-970 10 p. (WWW 2014 - Proceedings of the 23rd International Conference on World Wide Web).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
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A probabilistic model for linking named entities in Web text with heterogeneous information networks
Shen, W., Han, J. & Wang, J., 2014, SIGMOD 2014 - Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data. Association for Computing Machinery, p. 1199-1210 12 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Automatic construction and ranking of topical keyphrases on collections of short documents
Danilevsky, M., Wang, C., Desai, N., Ren, X., Guo, J. & Han, J., 2014, SIAM International Conference on Data Mining 2014, SDM 2014. Zaki, M. J., Banerjee, A., Parthasarathy, S., Ning-Tan, P., Obradovic, Z. & Kamath, C. (eds.). Society for Industrial and Applied Mathematics Publications, p. 398-406 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Batch-mode active learning via error bound minimization
Gu, Q., Zhang, T. & Han, J., 2014, Uncertainty in Artificial Intelligence - Proceedings of the 30th Conference, UAI 2014. Zhang, N. L. & Tian, J. (eds.). AUAI Press, p. 300-309 10 p. (Uncertainty in Artificial Intelligence - Proceedings of the 30th Conference, UAI 2014).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Be appropriate and funny: Automatic entity morph encoding
Zhang, B., Huang, H., Pan, X., Ji, H., Knight, K., Wen, Z., Sun, Y., Han, J. & Yener, B., Jan 1 2014, Long Papers. Association for Computational Linguistics (ACL), p. 706-711 6 p. (52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014 - Proceedings of the Conference; vol. 2).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Bringing structure to text: Mining phrases, entities, topics, and hierarchies
Han, J., Wang, C. & El-Kishky, A., 2014, KDD 2014 - Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1968 1 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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ClusCite: Effective citation recommendation by information network-based clustering
Ren, X., Liu, J., Yu, X., Khandelwal, U., Gu, Q., Wang, L. & Han, J., 2014, KDD 2014 - Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 821-830 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
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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, 1643Research output: Contribution to journal › Article › peer-review
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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
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Frequent pattern mining
Aggarwal, C. C. & Han, J., Jul 1 2014, Springer International Publishing. 471 p.Research output: Book/Report/Conference proceeding › Book
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Heterogeneous graph-based intent learning with queries, web pages and Wikipedia concepts
Ren, X., Wang, Y., Yu, X., Yan, J., Chen, Z. & Han, J., 2014, WSDM 2014 - Proceedings of the 7th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, p. 23-32 10 p. (WSDM 2014 - Proceedings of the 7th ACM International Conference on Web Search and Data Mining).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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 proceeding › Conference contribution
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Leveraging periodicity in human mobility for next place prediction
Prabhala, B., Wang, J., Deb, B., La Porta, T. & Han, J., Nov 10 2014, IEEE Wireless Communications and Networking Conference, WCNC. Institute of Electrical and Electronics Engineers Inc., p. 2665-2670 6 p. 6952829. (IEEE Wireless Communications and Networking Conference, WCNC).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Local learning for mining outlier subgraphs from network datasets
Gupta, M., Mallya, A., Roy, S., Cho, J. H. D. & Han, J., Jan 1 2014, SIAM International Conference on Data Mining 2014, SDM 2014. Zaki, M. J., Banerjee, A., Parthasarathy, S., Ning-Tan, P., Obradovic, Z. & Kamath, C. (eds.). Society for Industrial and Applied Mathematics Publications, p. 73-81 9 p. (SIAM International Conference on Data Mining 2014, SDM 2014; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution