| 2019 | Scalable Deep Learning for Stress and Affect Detection on Resource-Constrained Devices. | Abhijith Ragav, Nanda Harishankar Krishna, Naveen Narayanan, Kevin Thelly, Vineeth Vijayaraghavan |
| 2019 | Word Embedding by Combining Resources and Integrating Techniques. | Kazem Qazanfari, Abdou Youssef |
| 2019 | Time-Series Data Analysis for Classification of Noisy and Incomplete Internet-of-Things Datasets. | Michael S. Postol, Candace Diaz, Robert Simon, Drew Wicke |
| 2019 | 3D Deformable Convolutions for MRI Classification. | Marina Pominova, Ekaterina Kondrateva, Maksim Sharaev, Alexander Bernstein, Sergey Pavlov, Evgeny Burnaev |
| 2019 | Anomaly Detection with Conditional Variational Autoencoders. | Adrian Alan Pol, Victor Berger, Ccile Germain, Gianluca Cerminara, Maurizio Pierini |
| 2019 | Adaptive Template Systems: Data-Driven Feature Selection for Learning with Persistence Diagrams. | Luis Polanco, Jose A. Perea |
| 2019 | Hyperparameters Search Methods for Machine Learning Linear Workflows. | Klra Peskov, Roman Neruda |
| 2019 | Does Semantic Search Performs Better than Lexical Search in the Task of Assisting Legal Opinion Writing? | Daniel de Souza Costa Pedroso, Marcelo Ladeira, Thiago de Paulo Faleiros |
| 2019 | Weakly Supervised Fine Tuning Approach for Brain Tumor Segmentation Problem. | Sergey Pavlov, Alexey Artemov, Maksim Sharaev, Alexander Bernstein, Evgeny Burnaev |
| 2019 | Parameter Continuation Methods for the Optimization of Deep Neural Networks. | Harsh Nilesh Pathak, Randy C. Paffenroth |
| 2019 | Generation & Evaluation of Adversarial Examples for Malware Obfuscation. | Daniel Park, Haidar Khan, Blent Yener |
| 2019 | Understanding Early Childhood Obesity via Interpretation of Machine Learning Model Predictions. | Xueqin Pang, Christopher B. Forrest, Flice L-Scherban, Aaron J. Masino |
| 2019 | Abnormal Gait Detection by Classifying Inertial Sensor Data using Transfer Learning. | Tejul Pandit, Harshal Nahane, Dhanshree Lade, Vaibhav Rao |
| 2019 | DeepECO: Applying Deep Learning for Occupancy Detection from Energy Consumption Data. | Neelanjana Pal, Purboday Ghosh, Gabor Karsai |
| 2019 | T-REC: Towards Accurate Bug Triage for Technical Groups. | Ccero Augusto de Lara Pahins, Fabrcio D'Morison, Thiago M. Rocha, Larissa M. Almeida, Arthur F. Batista, Diego F. Souza |
| 2019 | Predicting Louisiana Public High School Dropout through Imbalanced Learning Techniques. | Marmar Orooji, Jianhua Chen |
| 2019 | Evaluating Unsupervised Anomaly Detection Models to Detect Faults in Heavy Haul Railway Operations. | David F. N. Oliveira, Marcelo M. Neves, Lucio Flavio Vismari, Jorge Rady de Almeida Jr., Paulo Srgio Cugnasca, Joo Batista Camargo Jr., Eduardo M. G. Rodrigues, Debora R. Doimo, Leandro P. F. de Almeida, Rafael Gripp |
| 2019 | LoGANv2: Conditional Style-Based Logo Generation with Generative Adversarial Networks. | Cedric Oeldorf, Gerasimos Spanakis |
| 2019 | Leveraging Semi-Supervised Learning for Fairness using Neural Networks. | Vahid Noroozi, Sara Bahaadini, Samira Sheikhi, Nooshin Mojab, Philip S. Yu |
| 2019 | Towards the Integration of a Post-Hoc Interpretation Step into the Machine Learning Workflow for IoT Botnet Detection. | Sven Nomm, Alejandro Guerra-Manzanares, Hayretdin Bahsi |
| 2019 | Domain-Invariant Regression Under Beer-Lambert's Law. | Ramin Nikzad-Langerodi, Werner Zellinger, Susanne Saminger-Platz, Bernhard Moser |
| 2019 | An Effective CNN Approach for Diabetic Retinopathy Stage Classification with Dual Inputs and Selective Data Sampling. | Jing Ni, Qilei Chen, Chang Liu, Honghao Wang, Yu Cao, Benyuan Liu |
| 2019 | Acoustic Scene Classification Using Deep Mixtures of Pre-trained Convolutional Neural Networks. | Truc Nguyen, Alexander Fuchs, Franz Pernkopf |
| 2019 | Bayesian Topological Learning for Brain State Classification. | Farzana Nasrin, Christopher Oballe, David L. Boothe, Vasileios Maroulas |
| 2019 | A Cost-Sensitive Approach to Enhance the use of ML Classifiers in Software Testing Efforts. | Alexandre Moreira Nascimento, Lucio Flavio Vismari, Paulo Srgio Cugnasca, Joo Battista Camargo Junior, Jorge Rady de Almeida Jnior |