| 2019 | Query-Aware Bayesian Committee Machine for Scalable Gaussian Process Regression. | Jiayuan He, Jianzhong Qi, Kotagiri Ramamohanarao |
| 2019 | CP Tensor Decomposition with Cannot-Link Intermode Constraints. | Jette Henderson, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Jimeng Sun, Joydeep Ghosh, Joyce C. Ho |
| 2019 | Temporal Graph Regression via Structure-Aware Intrinsic Representation Learning. | Chao Han, Xi Hang Cao, Marija Stanojevic, Mohamed F. Ghalwash, Zoran Obradovic |
| 2019 | Accelerated Experimental Design for Pairwise Comparisons. | Yuan Guo, Jennifer G. Dy, Deniz Erdogmus, Jayashree Kalpathy-Cramer, Susan Ostmo, J. Peter Campbell, Michael F. Chiang, Stratis Ioannidis |
| 2019 | Recommendations for optimizing the collective user experience. | Behzad Golshan, Evimaria Terzi, Panayiotis Tsaparas |
| 2019 | Lessons Learned from the FIMI Workshops. | Bart Goethals |
| 2019 | SPMM: A Soft Piecewise Mapping Model for Bilingual Lexicon Induction. | Yan Fan, Chengyu Wang, Boxing Chen, Zhongkai Hu, Xiaofeng He |
| 2019 | Fast Training for Large-Scale One-versus-All Linear Classifiers using Tree-Structured Initialization. | Huang Fang, Minhao Cheng, Cho-Jui Hsieh, Michael P. Friedlander |
| 2019 | Reading Customer Reviews to Answer Product-related Questions. | Miao Fan, Chao Feng, Mingming Sun, Ping Li, Haifeng Wang |
| 2019 | Deep Anomaly Detection on Attributed Networks. | Kaize Ding, Jundong Li, Rohit Bhanushali, Huan Liu |
| 2019 | Joint Post and Link-level Influence Modeling on Social Media. | Liangzhe Chen, B. Aditya Prakash |
| 2019 | Hierarchical Attention Networks for Cyberbullying Detection on the Instagram Social Network. | Lu Cheng, Ruocheng Guo, Yasin N. Silva, Deborah L. Hall, Huan Liu |
| 2019 | Positive-Unlabeled Classification under Class Prior Shift and Asymmetric Error. | Nontawat Charoenphakdee, Masashi Sugiyama |
| 2019 | Evaluation of Unsupervised Learning Results: Making the Seemingly Impossible Possible. | Ricardo J. G. B. Campello |
| 2019 | Multi-Stage Variational Auto-Encoders for Coarse-to-Fine Image Generation. | Lei Cai, Hongyang Gao, Shuiwang Ji |
| 2019 | Forest Packing: Fast Parallel, Decision Forests. | James Browne, Disa Mhembere, Tyler M. Tomita, Joshua T. Vogelstein, Randal C. Burns |
| 2019 | Optimally rotated coordinate systems for adaptive least-squares regression on sparse grids. | Bastian Bohn, Michael Griebel, Jens Oettershagen |
| 2019 | EstImAgg: A Learning Framework for Groupwise Aggregated Data. | Avradeep Bhowmik, Minmin Chen, Zhengming Xing, Suju Rajan |
| 2019 | Constraint Programming for Association Rules. | Mohamed-Bachir Belaid, Christian Bessiere, Nadjib Lazaar |
| 2019 | Context-Driven Data Mining Through Bias Removal and Incompleteness Mitigation. | Feras Batarseh, Ajay Kulkarni |
| 2019 | Benchmarking Nearest Neighbor Search: Influence of Local Intrinsic Dimensionality and Result Diversity in Real-World Datasets. | Martin Aumller, Matteo Ceccarello |
| 2019 | Autonomous Deep Learning: Continual Learning Approach for Dynamic Environments. | Andri Ashfahani, Mahardhika Pratama |
| 2019 | Multi-Dimensional, Multilayer, Nonlinear and Dynamic HITS. | Francesca Arrigo, Francesco Tudisco |
| 2019 | Intrinsic Dimensionality Estimation within Tight Localities. | Laurent Amsaleg, Oussama Chelly, Michael E. Houle, Ken-ichi Kawarabayashi, Milos Radovanovic, Weeris Treeratanajaru |
| 2019 | Fairness in representation: quantifying stereotyping as a representational harm. | Mohsen Abbasi, Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian |