| 2015 | Incremental Learning on Decorrelated Approximators. | Jan H. Schoenke, Werner Brockmann |
| 2015 | A Code-Centric Cluster-Based Approach for Searching Online Support Forums for Programmers. | Christopher Scaffidi, Christopher Chambers, Sheela Surisetty |
| 2015 | Adaptive Modular Approach for Online Fault Diagnosis of Discrete Event Systems. | Moamar Sayed-Mouchaweh |
| 2015 | Real-Time American Sign Language Recognition System Using Surface EMG Signal. | Celal Savur, Ferat Sahin |
| 2015 | Mining over a Reliable Evidential Database: Application on Amphiphilic Chemical Database. | Ahmed Samet, Tien-Tuan Dao |
| 2015 | Performance Investigation of UCB Policy in Q-learning. | Koki Saito, Akira Notsu, Seiki Ubukata, Katsuhiro Honda |
| 2015 | Example-Specific Density Based Matching Kernels for Scene Classification Using Support Vector Machines. | Abhijeet Sachdev, Veena Thenkanidiyoor, Aroor Dinesh Dileep, C. Chandra Sekhar |
| 2015 | Request Type Prediction for Web Robot and Internet of Things Traffic. | Nathan Rude, Derek Doran |
| 2015 | Restricted Boltzmann Machine for Nonlinear System Modeling. | Erick De la Rosa, Wen Yu |
| 2015 | Decaying Potential Fields Neural Network: An Approach for Parallelizing Topologically Indicative Mapping Exemplars. | Clinton Rogers, Iren Valova |
| 2015 | Speaker Adaptation Using Speaker Similarity Score on DNN Features. | Muhammad Rizwan, David V. Anderson |
| 2015 | Statistical Downscaling of Climate Change Scenarios of Rainfall and Temperature over Indira Sagar Canal Command Area in Madhya Pradesh, India. | Rituraj, Shukla |
| 2015 | Predictable Feature Analysis. | Stefan Richthofer, Laurenz Wiskott |
| 2015 | Learning Multi-valued Biological Models with Delayed Influence from Time-Series Observations. | Tony Ribeiro, Morgan Magnin, Katsumi Inoue, Chiaki Sakama |
| 2015 | MLaaS: Machine Learning as a Service. | Mauro Ribeiro, Katarina Grolinger, Miriam A. M. Capretz |
| 2015 | An Interval-Radial Algorithm for Hierarchical Clustering Analysis. | Christopher Rhodes, James Lemon, Chenyi Hu |
| 2015 | VISAGE: A Support Vector Machine Approach to Group Dynamic Analysis. | Abhilasha Ravichander, Supriya Vijay, Varshini Ramaseshan, S. Natarajan |
| 2015 | Nearest Neighbor Minutia Quadruplets Based Fingerprint Matching with Reduced Time and Space Complexity. | A. Tirupathi Rao, N. Pattabhi Ramaiah, V. Raghavendra Reddy, C. Krishna Mohan |
| 2015 | Deep Neural Networks: A Case Study for Music Genre Classification. | Arjun Raj Rajanna, Kamelia Aryafar, Ali Shokoufandeh, Raymond W. Ptucha |
| 2015 | Adaptive Fuzzy Prediction for Automotive Applications Usage. | Shiqi Qiu, Ryan A. McGee, Yi Lu Murphey |
| 2015 | Adaptive OpenMP Task Scheduling Using Runtime APIs and Machine Learning. | Ahmad Qawasmeh, Abid Muslim Malik, Barbara M. Chapman |
| 2015 | The Effect of Dataset Size on Training Tweet Sentiment Classifiers. | Joseph D. Prusa, Taghi M. Khoshgoftaar, Naeem Seliya |
| 2015 | Utilizing Ensemble, Data Sampling and Feature Selection Techniques for Improving Classification Performance on Tweet Sentiment Data. | Joseph D. Prusa, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2015 | A Study of the Use of Complexity Measures in the Similarity Search Process Adopted by kNN Algorithm for Time Series Prediction. | Antonio Rafael Sabino Parmezan, Gustavo E. A. P. A. Batista |
| 2015 | Learning Context-Based Outcomes for Mobile Robots in Unstructured Indoor Environments. | Priyam Parashar, Robert Fisher, Reid G. Simmons, Manuela M. Veloso, Joydeep Biswas |