| 2015 | EEG-based Secondary Task Detection in a Multiple Objective Operational Environment. | Joseph J. Giametta, Brett J. Borghetti |
| 2015 | Feature Selection Using Gustafson-Kessel Fuzzy Algorithm in High Dimension Data Clustering. | George Georgiev, Natacha Gueorguieva, Matthew Chiappa, Austin Krauza |
| 2015 | A Novel Study for the Modeling of Monthly Evaporation Using K-Nearest Neighbor Algorithms for a Semi-Arid Continental Climate. | Onur Genc, Ali Dag, Mehmet Ardiclioglu |
| 2015 | Learning Complex Events from Sequences with Informed Gaps. | Pablo Gay, Beatriz Lpez, Joaqum Melndez |
| 2015 | On Asymmetric Similarity Search. | Ankita Garg, Catherine G. Enright, Michael G. Madden |
| 2015 | Coordinate Descent Fuzzy Twin Support Vector Machine for Classification. | Bin-Bin Gao, Jian-Jun Wang, Yao Wang, Chan-Yun Yang |
| 2015 | Online One-Class SVMs with Active-Set Optimization for Data Streams. | Katelyn Gao |
| 2015 | Patient Identification for Telehealth Programs. | Martha Ganser, Sauptik Dhar, Unmesh Kurup, Carlos Cunha, Aca Gacic |
| 2015 | A Bayesian Classification Approach to Improving Performance for a Real-World Sales Forecasting Application. | Claire Gallagher, Michael G. Madden, Brian D'Arcy |
| 2015 | Linear KernelPCA and K-Means Clustering Using New Estimated Eigenvectors of the Sample Covariance Matrix. | Nassara Elhadji Ille Gado, Edith Grall-Mas, Malika Kharouf |
| 2015 | Secure Data Aggregation Model (SDAM) in Wireless Sensor Networks. | Mohamed Ben Haj Frej, Khaled Elleithy |
| 2015 | Weakly Supervised Learning of Dialogue Structure in MOOC Forum Threads. | Robert Fisher, Reid G. Simmons, Caroline Malin-Mayor |
| 2015 | Nonparametric Bayesian Modeling for Automated Database Schema Matching. | Erik M. Ferragut, Jason A. Laska |
| 2015 | SMS Spam Filtering Through Optimum-Path Forest-Based Classifiers. | Dheny Fernandes, Kelton A. P. da Costa, Tiago A. Almeida, Joo Paulo Papa |
| 2015 | Investigating New Bootstrapping Approaches of Bagging Classifiers to Account for Class Imbalance in Bioinformatics Datasets. | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | Does the Inclusion of Data Sampling Improve the Performance of Boosting Algorithms on Imbalanced Bioinformatics Data? | Alireza Fazelpour, Taghi M. Khoshgoftaar, David J. Dittman, Amri Napolitano |
| 2015 | Diagnosis of Bearing Defects in Induction Motors by Fuzzy-Neighborhood Density-Based Clustering. | Maryam Farajzadeh-Zanjani, Roozbeh Razavi-Far, Mehrdad Saif, Jafar Zarei, Vasile Palade |
| 2015 | Human Action Recognition Using Accelerated Variational Learning of Infinite Dirichlet Mixture Models. | Wentao Fan, Hassen Sallay, Nizar Bouguila, Ji-Xiang Du |
| 2015 | Topic Novelty Detection Using Infinite Variational Inverted Dirichlet Mixture Models. | Wentao Fan, Nizar Bouguila |
| 2015 | Anomalies Detection in Smart-Home Activities. | Labiba Gillani Fahad, Muttukrishnan Rajarajan |
| 2015 | A New Cyber Security Alert System for Twitter. | Yigit Erkal, Mustafa Sezgin, Sedef Gunduz |
| 2015 | Simplicity of Kmeans Versus Deepness of Deep Learning: A Case of Unsupervised Feature Learning with Limited Data. | Murat Dundar, Qiang Kou, Baichuan Zhang, Yicheng He, Bartek Rajwa |
| 2015 | Deep Neural Networks with Parallel Autoencoders for Learning Pairwise Relations: Handwritten Digits Subtraction. | Tianchuan Du, Li Liao |
| 2015 | Interpretable Classifier for Identifying High-Value Child Support Cases. | Bryan Dolan, Kirk Ocke, Eric Gross, Yasmine Charif |
| 2015 | A Survey of Machine Learning Applications for Energy-Efficient Resource Management in Cloud Computing Environments. | Mehmet Demirci |