| 2019 | Bilingual Speech Recognition based on Deep Neural Networks and Directed Acyclic Word Graphs. | Rohith Gowtham Kodali, Durga Prasad Manukonda, Rajaraman Sundararajan |
| 2019 | Automated Machine Learning Techniques in Prognostics of Railway Track Defects. | Simon Kocbek, Bogdan Gabrys |
| 2019 | Discovering Spatial Weighted Frequent Itemsets in Spatiotemporal Databases. | Rage Uday Kiran, P. P. C. Reddy, Koji Zettsu, Masashi Toyoda, Masaru Kitsuregawa, P. Krishna Reddy |
| 2019 | Application of Adversarial Examples in Communication Modulation Classification. | Da Ke, Zhitao Huang, Xiang Wang, Liting Sun |
| 2019 | Cross-Domain Deep Collaborative Filtering for Recommendation. | Yachen Kang, Sibo Gai, Feng Zhao, Donglin Wang, Yi Luo |
| 2019 | Customer-Base Sequential Data Analysis: An Application of Attentive Neural Networks to Sales Forecasting. | Yuta Kaneko |
| 2019 | Matrix Profile XV: Exploiting Time Series Consensus Motifs to Find Structure in Time Series Sets. | Kaveh Kamgar, Shaghayegh Gharghabi, Eamonn J. Keogh |
| 2019 | Discovering Robustly Connected Subgraphs with Simple Descriptions. | Janis Kalofolias, Mario Boley, Jilles Vreeken |
| 2019 | Survival of the Fastest: Using Sequential Pattern Analysis to Measure Efficiency of Complex Organizational Processes. | Joseph Johnson, Raju Parakkal, Sherry Bartz, Gang Ren, Mitsunori Ogihara |
| 2019 | Network Identification and Authentication. | Shengmin Jin, Vir V. Phoha, Reza Zafarani |
| 2019 | Forest Distance Closeness Centrality in Disconnected Graphs. | Yujia Jin, Qi Bao, Zhongzhi Zhang |
| 2019 | Multi-view Outlier Detection in Deep Intact Space. | Yu-Xuan Ji, Ling Huang, Heng-Ping He, Chang-Dong Wang, Guangqiang Xie, Wei Shi, Kun-Yu Lin |
| 2019 | Block-Structured Optimization for Anomalous Pattern Detection in Interdependent Networks. | Fei Jie, Chunpai Wang, Feng Chen, Lei Li, Xindong Wu |
| 2019 | A New Classification Method of Signature Network Node Based on Potential Space Projection. | Weijin Jiang, Yang Wang, Xiaoliang Liu, Jiahui Chen |
| 2019 | CSNN: Contextual Sentiment Neural Network. | Tomoki Ito, Kota Tsubouchi, Hiroki Sakaji, Kiyoshi Izumi, Tatsuo Yamashita |
| 2019 | Semi-Supervised Adversarial Domain Adaptation for Seagrass Detection in Multispectral Images. | Kazi Aminul Islam, Victoria Hill, Blake A. Schaeffer, Richard Zimmerman, Jiang Li |
| 2019 | Application of Deep Learning to Pre-processing of Cousumer's Eye Tracking Data in Supermarket. | Ken Ishibashi |
| 2019 | Matrix Profile XIX: Time Series Semantic Motifs: A New Primitive for Finding Higher-Level Structure in Time Series. | Shima Imani, Eamonn J. Keogh |
| 2019 | Unsupervised Qualitative Scoring for Binary Item Features. | Koji Ichikawa, Hiroshi Tamano |
| 2019 | A Distributed Fair Machine Learning Framework with Private Demographic Data Protection. | Hui Hu, Yijun Liu, Zhen Wang, Chao Lan |
| 2019 | Bi-directional Causal Graph Learning through Weight-Sharing and Low-Rank Neural Network. | Hao Huang, Chenxiao Xu, Shinjae Yoo |
| 2019 | Network2Vec: Learning Node Representation Based on Space Mapping in Networks. | Zhenhua Huang, Zhenyu Wang, Rui Zhang, Yangyang Zhao, Xiaohui Xie, Sharad Mehrotra |
| 2019 | Constructing Educational Concept Maps with Multiple Relationships from Multi-Source Data. | Xiaoqing Huang, Qi Liu, Chao Wang, Haoyu Han, Jianhui Ma, Enhong Chen, Yu Su, Shijin Wang |
| 2019 | Online Budgeted Least Squares with Unlabeled Data. | Chen Huang, Peiyan Li, Chongming Gao, Qinli Yang, Junming Shao |
| 2019 | Deep-Aligned Convolutional Neural Network for Skeleton-Based Action Recognition and Segmentation. | Babak Hosseini, Romain Montagn, Barbara Hammer |