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2016
A Generalized Hierarchical Multi-Latent Space Model for Heterogeneous Learning
Yang, P., Davulcu, H., Zhu, Y. & He, J., Dec 1 2016, In: IEEE Transactions on Knowledge and Data Engineering. 28, 12, p. 3154-3168 15 p., 7572203.Research output: Contribution to journal › Article › peer-review
Open Access -
A graph-based hybrid framework for modeling complex heterogeneity
Yang, P. & He, 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. 1081-1086 6 p. 7373439. (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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Co-clustering structural temporal data with applications to semiconductor manufacturing
Zhu, Y. & He, J., May 2016, In: ACM Transactions on Knowledge Discovery from Data. 10, 4, 43.Research output: Contribution to journal › Article › peer-review
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Comparing random forest with logistic regression for predicting class-imbalanced civil war onset data
Muchlinski, D., Siroky, D., He, J. R. & Kocher, M., Dec 1 2016, In: Political Analysis. 24, 1, p. 87-103 17 p.Research output: Contribution to journal › Article › peer-review
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Cross-Site Virtual Social Network Construction
Xie, C., Yang, D., He, J. & Xiao, Y., Jan 29 2016, Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015. Wu, X., Tuzhilin, A., Xiong, H., Dy, J. G., Aggarwal, C., Zhou, Z-H. & Cui, P. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1660-1663 4 p. 7395882. (Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Crowdsourcing via tensor augmentation and completion
Zhou, Y. & He, J., Jan 1 2016, In: IJCAI International Joint Conference on Artificial Intelligence. 2016-January, p. 2435-2441 7 p.Research output: Contribution to journal › Conference article › peer-review
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Discussion of ‘Reinforcement learning behaviors in sponsored search’
He, J., May 1 2016, In: Applied Stochastic Models in Business and Industry. 32, 3, 1 p.Research output: Contribution to journal › Comment/debate › peer-review
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Jointly modeling label and feature heterogeneity in medical informatics
Yang, P., Yang, H., Fu, H., Zhou, D., Ye, J., Lappas, T. & He, J., May 2016, In: ACM Transactions on Knowledge Discovery from Data. 10, 4, 39.Research output: Contribution to journal › Article › peer-review
Open Access -
On the connectivity of multi-layered networks: Models, measures and optimal control
Chen, C., He, J., Bliss, N. & Tong, H., 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. 715-720 6 p. 7373378. (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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Rare category detection on time-evolving graphs
Zhou, D., Wang, K., Cao, N. & He, 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. 1135-1140 6 p. 7373448. (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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2017
A local algorithm for structure-preserving graph cut
Zhou, D., Zhang, S., Yildirim, M. Y., Alcorn, S., Tong, H., Davulcu, H. & He, 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. 655-664 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
Open Access -
A randomized approach for crowdsourcing in the presence of multiple views
Zhou, Y. & He, J., Dec 15 2017, Proceedings - 17th IEEE International Conference on Data Mining, ICDM 2017. Karypis, G., Alu, S., Raghavan, V., Wu, X. & Miele, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 685-694 10 p. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2017-November).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Bi-Level rare temporal pattern detection
Zhou, D., He, J. R., Cao, Y. & Seo, J. S., 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. 719-728 10 p. 7837896. (Proceedings - IEEE International Conference on Data Mining, ICDM).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Discovering rare categories from graph streams
Zhou, D., Karthikeyan, A., Wang, K., Cao, N. & He, J., Mar 1 2017, In: Data Mining and Knowledge Discovery. 31, 2, p. 400-423 24 p.Research output: Contribution to journal › Article › peer-review
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Finding cut from the same cloth: Cross network link recommendation via joint matrix factorization
Nelakurthi, A. R. & He, J., Jan 1 2017, p. 1467-1473. 7 p.Research output: Contribution to conference › Paper › peer-review
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Functional regression with mode-sparsity constraint
Yang, P. & He, 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. 1311-1316 6 p. 7837991. (Proceedings - IEEE International Conference on Data Mining, ICDM).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Heterogeneous representation learning with structured sparsity regularization
Yang, P. & He, 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. 539-548 10 p. 7837878. (Proceedings - IEEE International Conference on Data Mining, ICDM).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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HiDDen: Hierarchical dense subgraph detection with application to financial fraud detection
Zhang, S., Zhou, D., Yildirim, M. Y., Alcorn, S., He, J., Davulcu, H. & Tong, H., 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 570-578 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
HiMuV: Hierarchical framework for modeling multi-modality multi-resolution data
Li, J., He, J. & Zhu, Y., Dec 15 2017, Proceedings - 17th IEEE International Conference on Data Mining, ICDM 2017. Karypis, G., Alu, S., Raghavan, V., Wu, X. & Miele, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 267-276 10 p. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2017-November).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Learning from data heterogeneity: Algorithms and applications
He, J., 2017, 26th International Joint Conference on Artificial Intelligence, IJCAI 2017. Sierra, C. (ed.). International Joint Conferences on Artificial Intelligence, p. 5126-5130 5 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 0).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Learning from multi-modality multi-resolution data: An optimization approach
Zhu, Y., Li, J. & He, J., 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 714-722 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Local algorithm for user action prediction towards display ads
Yang, H., Zhu, Y. & He, 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. 2091-2099 9 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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MultiC2: An Optimization framework for learning from task and worker dual heterogeneity
Zhou, Y., Ying, L. & He, J., 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 579-587 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Multi-task function-on-function regression with co-grouping structured sparsity
Yang, P., Tan, Q. & He, 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. 1255-1264 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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Towards optimal connectivity on multi-layered networks
Chen, C., He, J., Bliss, N. & Tong, H., Oct 1 2017, In: IEEE Transactions on Knowledge and Data Engineering. 29, 10, p. 2332-2346 15 p., 7956273.Research output: Contribution to journal › Article › peer-review
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User-guided cross-domain sentiment classification
Nelakurthi, A. R., Tong, H., MacIejewski, R., Bliss, N. & He, J., 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 471-479 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
2018
Addressing task heterogeneity in social media analytics
Nelakurthi, A. R. & He, J., Jan 1 2018.Research output: Contribution to conference › Paper › peer-review
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A local algorithm for product return prediction in E-commerce
Zhu, Y., Li, J., He, J., Quanz, B. L. & Deshpande, A. A., Jul 2018, Proceedings of the 27th International Joint Conference on Artificial Intelligence, IJCAI 2018. Lang, J. (ed.). International Joint Conferences on Artificial Intelligence, p. 3718-3724 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2018-July).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A winners-take-all incentive mechanism for crowd-powered systems
Jiang, P., Wang, W., Ying, L., Zhou, Y. & He, J., Jun 18 2018, Proceedings of NetEcon 2018: The 13th Workshop on the Economics of Networks, Systems, and Computation - In conjunction with ACM SIGMETRICS 2018: The ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems. Association for Computing Machinery, Inc, 3. (Proceedings of NetEcon 2018: The 13th Workshop on the Economics of Networks, Systems, and Computation - In conjunction with ACM SIGMETRICS 2018: The ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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E-tail product return prediction via hypergraph-based local graph cut
Li, J., He, J. & Zhu, Y., Jul 19 2018, KDD 2018 - Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 519-527 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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Feature co-shrinking for co-clustering
Tan, Q., Yang, P. & He, J., May 2018, In: Pattern Recognition. 77, p. 12-19 8 p.Research output: Contribution to journal › Article › peer-review
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Function-on-function regression with mode-sparsity regularization
Yang, P., Tan, Q. & He, J., Mar 2018, In: ACM Transactions on Knowledge Discovery from Data. 12, 3, 36.Research output: Contribution to journal › Article › peer-review
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Heterogeneous representation learning with separable structured sparsity regularization
Yang, P., Tan, Q., Zhu, Y. & He, J., Jun 1 2018, In: Knowledge and Information Systems. 55, 3, p. 671-694 24 p.Research output: Contribution to journal › Article › peer-review
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Inferring Anchor Links Based on Social Network Structure
Feng, S., Shen, D., Nie, T., Kou, Y., He, J. & Yu, G., Mar 8 2018, In: IEEE Access. 6, p. 17340-17353 14 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Optimizing the wisdom of the crowd: Inference, learning, and teaching
Zhou, Y. & He, J., Jan 1 2018.Research output: Contribution to conference › Paper › peer-review
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RCLens: Interactive Rare Category Exploration and Identification
Lin, H., Gao, S., Gotz, D., Du, F., He, J. & Cao, N., Jul 1 2018, In: IEEE Transactions on Visualization and Computer Graphics. 24, 7, p. 2223-2237 15 p.Research output: Contribution to journal › Article › peer-review
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Should patients with diabetes be encouraged to integrate social media into their care plan?
Nelakurthi, A. R., Pinto, A. M., Cook, C. B., Jones, L., Boyle, M., Ye, J., Lappas, T. & He, J., Jan 1 2018, In: Future Science OA. 4, 7, FSO323.Research output: Contribution to journal › Article › peer-review
Open Access -
SPARC: Self-Paced Network Representation for Few-Shot Rare Category Characterization
Zhou, D., He, J. R., Yang, H. & Fan, W., Aug 2018, p. 2807-2816.Research output: Contribution to conference › Paper › peer-review
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Unlearn what you have learned: Adaptive crowd teaching with exponentially decayed memory learners
Zhou, Y., Nelakurthi, A. R. & He, 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. 2817-2826 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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2019
Convolution-consistent collective matrix completion
Liu, X., He, J., Duddy, S. & O'Sullivan, L., Nov 3 2019, CIKM 2019 - Proceedings of the 28th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 2209-2212 4 p. (International Conference on Information and Knowledge Management, Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Deep multimodality model for multi-task multi-view learning
Zheng, L., Cheng, Y. & He, J., 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 10-16 7 p. (SIAM International Conference on Data Mining, SDM 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Deep multi-task learning with adversarial-and-cooperative nets
Yang, P., Tan, Q., Ye, J., Tong, H. & He, J., 2019, Proceedings of the 28th International Joint Conference on Artificial Intelligence, IJCAI 2019. Kraus, S. (ed.). International Joint Conferences on Artificial Intelligence, p. 4078-4084 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2019-August).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Demo-Net: Degree-specific graph neural networks for node and graph classification
Wu, J., He, J. & Xu, J., Jul 25 2019, KDD 2019 - Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 406-415 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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Gold panning from the mess: Rare category exploration, exposition, representation, and interpretation
Zhou, D. & He, J., Jul 25 2019, KDD 2019 - Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 3213-3214 2 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 -
ImVerde: Vertex-Diminished Random Walk for Learning Imbalanced Network Representation
Wu, J., He, J. & Liu, Y., Jan 22 2019, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Song, Y., Liu, B., Lee, K., Abe, N., Pu, C., Qiao, M., Ahmed, N., Kossmann, D., Saltz, J., Tang, J., He, J., Liu, H. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 871-880 10 p. 8622603. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Machine Learning for VLSI Chip Testing and Semiconductor Manufacturing Process Monitoring and Improvement
Xiong, J., Zhu, Y. & He, J., Mar 16 2019, Machine Learning in VLSI Computer-Aided Design. Elfadel, I. M., Boning, D. S. & Li, X. (eds.). Springer International Publishing, p. 233-263Research output: Chapter in Book/Report/Conference proceeding › Chapter
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Motif-Preserving Dynamic Local Graph Cut
Zhou, D., He, J., Davulcu, H. & MacIejewski, R., Jan 22 2019, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Song, Y., Liu, B., Lee, K., Abe, N., Pu, C., Qiao, M., Ahmed, N., Kossmann, D., Saltz, J., Tang, J., He, J., Liu, H. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1156-1161 6 p. 8622263. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Multi-task crowdsourcing via an optimization framework
Zhou, Y., He, J. & Ying, L., May 29 2019, In: ACM Transactions on Knowledge Discovery from Data. 13, 3, 27.Research output: Contribution to journal › Article › peer-review
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Optimizing the wisdom of the crowd: Inference, learning, and teaching
Zhou, Y., Ma, F., Gao, J. & He, J., Jul 25 2019, KDD 2019 - Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 3231-3232 2 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 -
Scalable manifold-regularized attributed network embedding via maximum mean discrepancy
Wu, J. & He, J., Nov 3 2019, CIKM 2019 - Proceedings of the 28th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 2101-2104 4 p. (International Conference on Information and Knowledge Management, Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access