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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
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Heterogeneous supervision for relation extraction: A representation learning approach
Liu, L., Ren, X., Zhu, Q., Gui, H., Zhi, S., Ji, H. & Han, J., Jan 1 2017, EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings. Association for Computational Linguistics (ACL), p. 46-56 11 p. (EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Hierarchical text classification with reinforced label assignment
Mao, Y., Tian, J., Han, J. & Ren, X., 2020, EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference. Association for Computational Linguistics, p. 445-455 11 p. (EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding
Meng, Y., Zhang, Y., Huang, J., Zheng, Y., Zhang, C. & Han, J., Aug 23 2020, KDD 2020 - Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1908-1917 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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HiExpan: Task-guided taxonomy construction by hierarchical tree expansion
Shen, J., Wu, Z., Lei, D., Zhang, C., Ren, X., Vanni, M. T., Sadler, B. M. & Han, J., Jul 19 2018, KDD 2018 - Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2180-2189 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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Identifying semantically deviating outlier documents
Zhuang, H., Wang, C., Tao, F., Kaplan, L. & Han, J., Jan 1 2017, EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings. Association for Computational Linguistics (ACL), p. 2748-2757 10 p. (EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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I know you'll be back: Interpretable new user clustering and churn prediction on a mobile social application
Yang, C., Shi, X., Luo, J. & Han, J., Jul 19 2018, KDD 2018 - Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 914-922 9 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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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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Indirect supervision for relation extraction using question-answer pairs
Wu, Z., Ren, X., Xu, F. F., Li, J. & Han, J., Feb 2 2018, WSDM 2018 - Proceedings of the 11th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 646-654 9 p. (WSDM 2018 - Proceedings of the 11th ACM International Conference on Web Search and Data Mining; vol. 2018-Febuary).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Individualized knowledge graph: a viable informatics path to precision medicine
Ping, P., Watson, K., Han, J. & Bui, A., Mar 31 2017, In: Circulation Research. 120, 7, p. 1078-1080 3 p.Research output: Contribution to journal › Review article › peer-review
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Inferring human mobility patterns from taxicab location traces
Ganti, R., Srivatsa, M., Ranganathan, A. & Han, J., 2013, UbiComp 2013 - Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing. p. 459-468 10 p. (UbiComp 2013 - Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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InF-VAE: A variational autoencoder framework to integrate homophily and influence in diffusion prediction
Sankar, A., Zhang, X., Krishnan, A. & Han, J., Jan 20 2020, WSDM 2020 - Proceedings of the 13th International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 510-518 9 p. (WSDM 2020 - Proceedings of the 13th International Conference on Web Search and Data Mining).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Investigating rumor news using agreement-aware search
Shang, J., Shen, J., Sun, T., Liu, X., Gruenheid, A., Korn, F., Lelkes, D., Yu, C. & Han, J., Oct 17 2018, CIKM 2018 - Proceedings of the 27th ACM International Conference on Information and Knowledge Management. Paton, N., Candan, S., Wang, H., Allan, J., Agrawal, R., Labrinidis, A., Cuzzocrea, A., Zaki, M., Srivastava, D., Broder, A. & Schuster, A. (eds.). Association for Computing Machinery, p. 2117-2126 10 p. (International Conference on Information and Knowledge Management, Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Joint Aspect-Sentiment Analysis with Minimal User Guidance
Zhuang, H., Guo, F., Zhang, C., Liu, L. & Han, J., Jul 25 2020, SIGIR 2020 - Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 1241-1250 10 p. (SIGIR 2020 - Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
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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Knowledge fragment enrichment using domain knowledge base
Zhang, J., Zhuang, H., Song, Y., Han, J., Zhang, Y., Tang, J. & Li, J., 2016, Social Media Processing - 5th National Conference, SMP 2016, Proceedings. Lin, H., Li, Y., Xiang, G. & Wang, M. (eds.). Springer-Verlag Berlin Heidelberg, p. 274-286 13 p. (Communications in Computer and Information Science; vol. 669).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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, , 2020, In: PLoS biology. 18, 1, e3000583.Research output: Contribution to journal › Article › peer-review
Open Access -
KnowSim: A document similarity measure on structured heterogeneous information networks
Wang, C., Song, Y., Li, H., Zhang, M. & Han, J., Jan 5 2016, Proceedings - 15th IEEE International Conference on Data Mining, ICDM 2015. Aggarwal, C., Zhou, Z-H., Tuzhilin, A., Xiong, H. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1015-1020 6 p. 7373428. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2016-January).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Label noise reduction in entity typing by heterogeneous partial-label embedding
Ren, X., He, W., Qu, M., Voss, C. R., Ji, H. & Han, J., Aug 13 2016, KDD 2016 - Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1825-1834 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 13-17-August-2016).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Large-scale embedding learning in heterogeneous event data
Gui, H., Liu, J., Tao, F., Jiang, M., Norick, B. & Han, J., Jan 31 2017, Proceedings - 16th IEEE International Conference on Data Mining, ICDM 2016. Bonchi, F., Wu, X., Baeza-Yates, R., Domingo-Ferrer, J. & Zhou, Z-H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 907-912 6 p. 7837924. (Proceedings - IEEE International Conference on Data Mining, ICDM).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Large-scale spectral clustering on graphs
Liu, J., Wang, C., Danilevsky, M. & Han, J., Dec 1 2013, IJCAI 2013 - Proceedings of the 23rd International Joint Conference on Artificial Intelligence. p. 1486-1492 7 p. (IJCAI International Joint Conference on Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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 journal › Conference article › peer-review
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Learning named entity tagger using domain-specific dictionary
Shang, J., Liu, L., Gu, X., Ren, X., Ren, T. & Han, J., Jan 1 2020, Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, EMNLP 2018. Riloff, E., Chiang, D., Hockenmaier, J. & Tsujii, J. (eds.). Association for Computational Linguistics, p. 2054-2064 11 p. (Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, EMNLP 2018).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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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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
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Liberal event extraction and event schema induction
Huang, L., Cassidy, T., Feng, X., Ji, H., Voss, C. R., Han, J. & Sil, A., 2016, 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers. Association for Computational Linguistics (ACL), p. 258-268 11 p. (54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Life-iNet: A structured network-based knowledge exploration and analytics system for life sciences
Ren, X., Shen, J., Qu, M., Wang, X., Wu, Z., Zhu, Q., Jiang, M., Tao, F., Sinha, S., Liem, D., Ping, P., Weinshilboum, R. & Han, J., 2017, ACL 2017 - 55th Annual Meeting of the Association for Computational Linguistics, Proceedings of System Demonstrations. Association for Computational Linguistics (ACL), p. 55-60 6 p. (ACL 2017 - 55th Annual Meeting of the Association for Computational Linguistics, Proceedings of System Demonstrations).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Link prediction across aligned networks with sparse & low rank matrix estimation
Zhang, J., Chen, J., Zhi, S., Chang, Y., Yu, P. S. & Han, J., May 16 2017, Proceedings - 2017 IEEE 33rd International Conference on Data Engineering, ICDE 2017. IEEE Computer Society, p. 971-982 12 p. 7930040. (Proceedings - International Conference on Data Engineering).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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MACFP: Maximal approximate consecutive frequent pattern mining under edit distance
Shang, J., Peng, J. & Han, J., 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 proceeding › Conference contribution
Open Access -
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 proceeding › Conference contribution
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Meta-Graph Based HIN Spectral Embedding: Methods, Analyses, and Insights
Yang, C., Feng, Y., Li, P., Shi, Y. & Han, J., Dec 27 2018, 2018 IEEE International Conference on Data Mining, ICDM 2018. Institute of Electrical and Electronics Engineers Inc., p. 657-666 10 p. 8594890. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2018-November).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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MetaPAD: Meta pattern discovery from massive text corpora
Jiang, M., Shang, J., Cassidy, T., Ren, X., Kaplan, L. M., Hanratty, T. P. & Han, J., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 877-886 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
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Minimally Supervised Categorization of Text with Metadata
Zhang, Y., Meng, Y., Huang, J., Xu, F. F., Wang, X. & Han, J., Jul 25 2020, SIGIR 2020 - Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 1231-1240 10 p. (SIGIR 2020 - Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Mining collective intelligence in diverse groups
Qi, G. J., Aggarwal, C. C., Han, J. & Huang, T., 2013, WWW 2013 - Proceedings of the 22nd International Conference on World Wide Web. Association for Computing Machinery, p. 1041-1051 11 p. (WWW 2013 - Proceedings of the 22nd International Conference on World Wide Web).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Mining discriminative patterns to predict health status for cardiopulmonary patients
Cheng, Q., Shang, J., Juen, J., Han, J. & Schatz, B., Oct 2 2016, ACM-BCB 2016 - 7th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. Association for Computing Machinery, Inc, p. 41-49 9 p. (ACM-BCB 2016 - 7th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Mining evidences for named entity disambiguation
Li, Y., Wang, C., Han, F., Han, J., Roth, D. & Yan, X., 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. 1070-1078 9 p. 2487681. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F128815).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Mining lines in the sand: On trajectory discovery from untrustworthy data in cyber-physical system
Tang, L. A., Yu, X., Gu, Q., Han, J., Leung, A. & La Porta, T., 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. 410-418 9 p. 2487585. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F128815).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Mining multi-aspect reflection of news events in twitter: Discovery, linking and presentation
Wang, J., Tong, W., Yu, H., Li, M., Ma, X., Cai, H., Hanratty, T. & Han, J., Jan 5 2016, Proceedings - 15th IEEE International Conference on Data Mining, ICDM 2015. Aggarwal, C., Zhou, Z-H., Tuzhilin, A., Xiong, H. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 429-438 10 p. 7373347. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2016-January).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 reliable information from passively and actively crowdsourced data
Gao, J., Li, Q., Zhao, B., Fan, W. & Han, J., Aug 13 2016, KDD 2016 - Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2121-2122 2 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 13-17-August-2016).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 Structures from Massive Text Data: A Data-Driven Approach
Han, J., 2017, In: CEUR Workshop Proceedings. 2029, p. 16-19 4 p.Research output: Contribution to journal › Conference 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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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
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Modeling check-in preferences with multidimensional knowledge: A minimax entropy approach
Wang, J., Li, M., Han, J. & Wang, X., Feb 8 2016, WSDM 2016 - Proceedings of the 9th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 297-306 10 p. (WSDM 2016 - Proceedings of the 9th ACM International Conference on Web Search and Data Mining).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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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MultiSage: Empowering GCN with Contextualized Multi-Embeddings on Web-Scale Multipartite Networks
Yang, C., Pal, A., Zhai, A., Pancha, N., Han, J., Rosenberg, C. & Leskovec, J., Aug 23 2020, KDD 2020 - Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2434-2443 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
Open Access -
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
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Multi-view clustering via joint nonnegative matrix factorization
Liu, J., Wang, C., Gao, J. & Han, J., 2013, Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013. Ghosh, J., Obradovic, Z., Dy, J., Zhou, Z-H., Kamath, C. & Parthasarathy, S. (eds.). Siam Society, p. 252-260 9 p. (Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution