| 2019 | Reordering Genomic Sequences for Enhanced Classification via Compression Analytics. | Christina L. Ting, Renee Gooding, Richard V. Field Jr., Jacob Caswell |
| 2019 | Distill-to-Label: Weakly Supervised Instance Labeling Using Knowledge Distillation. | Jayaraman J. Thiagarajan, Satyananda Kashyap, Alexandros Karargyris |
| 2019 | Locally Convex Kernel Mixtures: Bayesian Subspace Learning. | Duy Hoang Thai, Hau-Tieng Wu, David B. Dunson |
| 2019 | An Encoder-Decoder Based Approach for Anomaly Detection with Application in Additive Manufacturing. | Yingshui Tan, Baihong Jin, Alexander J. Nettekoven, Yuxin Chen, Yisong Yue, Ufuk Topcu, Alberto L. Sangiovanni-Vincentelli |
| 2019 | Colorectal Polyp Segmentation by U-Net with Dilation Convolution. | Xinzi Sun, Pengfei Zhang, Dechun Wang, Yu Cao, Benyuan Liu |
| 2019 | Predicting Futures Market Movement using Deep Neural Networks. | Tong Sun, Jia Wang, Jing Ni, Yu Cao, Benyuan Liu |
| 2019 | CSNNs: Unsupervised, Backpropagation-Free Convolutional Neural Networks for Representation Learning. | Bonifaz Stuhr, Jrgen Brauer |
| 2019 | Spatio-Temporal FAST 3D Convolutions for Human Action Recognition. | Alexandros Stergiou, Ronald Poppe |
| 2019 | Radar-Based Human Target Detection using Deep Residual U-Net for Smart Home Applications. | Michael Stephan, Avik Santra |
| 2019 | Generation of Pedestrian Pose Structures using Generative Adversarial Networks. | James Spooner, Madeline Cheah, Vasile Palade, Stratis Kanarachos, Alireza Daneshkhah |
| 2019 | Feedback Learning for Improving the Robustness of Neural Networks. | Chang Song, Zuoguan Wang, Hai Li |
| 2019 | Mining the Highway-Rail Grade Crossing Crash Data: A Text Mining Approach. | Samira Soleimani, Ali Mohammadi, Jianhua Chen, Michael Leitner |
| 2019 | Explainable Density-Based Approach for Self-Driving Actions Classification. | Eduardo A. Soares, Plamen Angelov, Dimitar P. Filev, Bruno Costa, Marcos Castro, Subramanya Nageshrao |
| 2019 | Adapting Standard External Clustering Metrics for Repetitive, Noisy Observations. | Robert Smith, Jebediah Rosen, Dan Ventura |
| 2019 | PI-LSTM: Physics-Infused Long Short-Term Memory Network. | Shubhendu Kumar Singh, Ruoyu Yang, Amir Behjat, Rahul Rai, Souma Chowdhury, Ion Matei |
| 2019 | Educational Data Mining: Analysis of Drop out of Engineering Majors at the UnB - Brazil. | Rodrigo da Fonseca Silveira, Maristela Holanda, Mrcio de Carvalho Victorino, Marcelo Ladeira |
| 2019 | RNN-Based Classifier to Detect Stealthy Malware using Localized Features and Complex Symbolic Sequence. | Sanket Shukla, Gaurav Kolhe, Sai Manoj P. D., Setareh Rafatirad |
| 2019 | Optimizing Deep Neural Network Architecture with Enhanced Genetic Algorithm. | Ajay Shrestha, Ausif Mahmood |
| 2019 | Deep Learning Approach to Trademark International Class Identification. | Girish J. Showkatramani, Nidhi Khatri, Arlene Landicho, Darwin Layog |
| 2019 | Robustness Evaluation of Deep Learning Models Based on Local Prediction Consistency. | Ziqiang Shi, Chaoliang Zhong, Yasuto Yokota, Wensheng Xia, Jun Sun |
| 2019 | Mask R-CNN End-to-End Text Detection and Recognition. | Sandeep Shivajirao, Rim Hantach, Sarra Ben Abbs, Philippe Calvez |
| 2019 | Anomaly Dataset Augmentation Using the Sequence Generative Models. | Sunguk Shin, Inseop Lee, Changhee Choi |
| 2019 | Moving Cast Shadow Detection in Video Based on New Chromatic Criteria and Statistical Modeling. | Hang Shi, Chengjun Liu |
| 2019 | Learning Mobile Application Usage - A Deep Learning Approach. | Jingyi Shen, M. Omair Shafiq |
| 2019 | Exploring Adversaries to Defend Audio CAPTCHA. | Heemany Shekhar, Melody Moh, Teng-Sheng Moh |