| 2019 | AMAS: Attention Model for Attributed Sequence Classification. | Zhongfang Zhuang, Xiangnan Kong, Elke A. Rundensteiner |
| 2019 | Aspect-Based Sentiment Analysis with Minimal Guidance. | Honglei Zhuang, Timothy P. Hanratty, Jiawei Har |
| 2019 | Mining Rules Incrementally over Large Knowledge Bases. | Xiaofeng Zhou, Ali Sadeghian, Daisy Zhe Wang |
| 2019 | Incremental Multi-view Support Vector Machine. | Peng Zhou, Yi-Dong Shen, Liang Du, Fan Ye |
| 2019 | Deep Multimodality Model for Multi-task Multi-view Learning. | Lecheng Zheng, Yu Cheng, Jingrui He |
| 2019 | LSCP: Locally Selective Combination in Parallel Outlier Ensembles. | Yue Zhao, Zain Nasrullah, Maciej K. Hryniewicki, Zheng Li |
| 2019 | An Interpretable Fast Model for Predicting The Risk of Heart Failure. | Xianli Zhang, Buyue Qian, Xiaoyu Li, Jishang Wei, Yingqian Zheng, Lingyun Song, Qinghua Zheng |
| 2019 | ABACUS: Unsupervised Multivariate Change Detection via Bayesian Source Separation. | Wenyu Zhang, Daniel E. Gilbert, David S. Matteson |
| 2019 | DSL: Discriminative Subgraph Learning via Sparse Self-Representation. | Lin Zhang, Petko Bogdanov |
| 2019 | Learning Diverse Gaussian Graphical Models and Interpreting Edges. | Roozbeh Yousefzadeh, Diane Oyen, Nina Lanza |
| 2019 | Fast Unsupervised Location Category Inference from Highly Inaccurate Mobility Data. | Jinfeng Yi, Qi Lei, Wesley M. Gifford, Ji Liu, Junchi Yan, Bowen Zhou |
| 2019 | Discovering Multiple Co-Clusterings in Subspaces. | Shixin Yao, Guoxian Yu, Xing Wang, Jun Wang, Carlotta Domeniconi, Maozu Guo |
| 2019 | DTEC: Distance Transformation Based Early Time Series Classification. | Liuyi Yao, Yaliang Li, Yezheng Li, Hengtong Zhang, Mengdi Huai, Jing Gao, Aidong Zhang |
| 2019 | Relationship Profiling over Social Networks: Reverse Smoothness from Similarity to Closeness. | Carl Yang, Kevin Chang |
| 2019 | Deep Co-Clustering. | Dongkuan Xu, Wei Cheng, Bo Zong, Jingchao Ni, Dongjin Song, Wenchao Yu, Yuncong Chen, Haifeng Chen, Xiang Zhang |
| 2019 | A Nondeterministic Normalization based Scan Statistic (NN-scan) towards Robust Hotspot Detection: A Summary of Results. | Yiqun Xie, Shashi Shekhar |
| 2019 | Spatial Variational Auto-Encoding via Matrix-Variate Normal Distributions. | Zhengyang Wang, Hao Yuan, Shuiwang Ji |
| 2019 | A Novel Regularizer for Temporally Stable Learning with an Application to Twitter Topic Classification. | Yakun Wang, Ga Wu, Mohamed Reda Bouadjenek, Scott Sanner, Sen Su, Zhongbao Zhang |
| 2019 | Towards Identifying Causal Relation Between Instances and Labels. | Tian-Zuo Wang, Sheng-Jun Huang, Zhi-Hua Zhou |
| 2019 | Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification. | Shen Wang, Zhengzhang Chen, Ding Li, Zhichun Li, Lu-An Tang, Jingchao Ni, Junghwan Rhee, Haifeng Chen, Philip S. Yu |
| 2019 | Deep Multi-view Information Bottleneck. | Qi Wang, Claire Boudreau, Qixing Luo, Pang-Ning Tan, Jiayu Zhou |
| 2019 | Flow-Based Local Graph Clustering with Better Seed Set Inclusion. | Nate Veldt, Christine Klymko, David F. Gleich |
| 2019 | Find the dimension that counts: Fast dimension estimation and Krylov PCA. | Shashanka Ubaru, Abd-Krim Seghouane, Yousef Saad |
| 2019 | Boolean matrix factorization meets consecutive ones property. | Nikolaj Tatti, Pauli Miettinen |
| 2019 | Elastic bands across the path: A new framework and method to lower bound DTW. | Chang Wei Tan, Franois Petitjean, Geoffrey I. Webb |