| 2012 | An Integrated Machine Learning and Case-Based Reasoning Approach to Answer Validation. | Ingo Glckner, Karl-Heinz Weis |
| 2012 | A Machine Learning Based Topic Exploration and Categorization on Surveys. | Clint P. George, Daisy Zhe Wang, Joseph N. Wilson, Liana M. Epstein, Philip Garland, Annabell Suh |
| 2012 | Estimating Hospital Admissions with a Randomized Regression Approach. | Kleber A. Garcia, Philip K. Chan |
| 2012 | A Hybrid Approach to Coping with High Dimensionality and Class Imbalance for Software Defect Prediction. | Kehan Gao, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2012 | Scalable Overlapping Co-clustering of Word-Document Data. | Fabrcio Olivetti de Frana |
| 2012 | A New, Principled Approach to Anomaly Detection. | Erik M. Ferragut, Jason A. Laska, Robert A. Bridges |
| 2012 | Randomized Sampling for Large Data Applications of SVM. | Erik M. Ferragut, Jason A. Laska |
| 2012 | On the Use of SVMs to Detect Anomalies in a Stream of SIP Messages. | Raihana Ferdous, Renato Lo Cigno, Alessandro Zorat |
| 2012 | Online Variational Learning for a Dirichlet Process Mixture of Dirichlet Distributions and its Application. | Wentao Fan, Nizar Bouguila |
| 2012 | A Sampling-Based Approach to Reducing the Complexity of Continuous State Space POMDPs by Decomposition Into Coupled Perceptual and Decision Processes. | Rasool Fakoor, Manfred Huber |
| 2012 | Hierarchical Classification Approach to Emotion Recognition in Twitter. | Ahmed Ali Abdalla Esmin, Roberto L. de Oliveira Jr., Stan Matwin |
| 2012 | Artificial Intelligence Based Hybrid Structures for Short-Term Load Forecasting Without Temperature Data. | Idil Isikli Esener, Tolga Yksel, Mehmet Kurban |
| 2012 | Occluded Face Recognition Using Correntropy-Based Nonnegative Matrix Factorization. | Tolga Ensari, Jan Chorowski, Jacek M. Zurada |
| 2012 | PQL: Protein Query Language. | Sherif Elfayoumy, Paul Bathen |
| 2012 | Machine Learning Module to Improve Communication between Agents in Multi-agent System. | Shimaa M. El-Sherif, Behrouz Homayoun Far, Armin Eberlein |
| 2012 | Applying Feature Selection to Short Time Wavelet Transformed Vibration Data for Reliability Analysis of an Ocean Turbine. | Janell Duhaney, Taghi M. Khoshgoftaar, Randall Wald |
| 2012 | Studying the Effect of Class Imbalance in Ocean Turbine Fault Data on Reliable State Detection. | Janell Duhaney, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2012 | Decision Level Fusion of Wavelet Features for Ocean Turbine State Detection. | Janell Duhaney, Taghi M. Khoshgoftaar |
| 2012 | The Importance of Outlier Relationships in Mobile Call Graphs. | Derek Doran, Veena B. Mendiratta, Chitra Phadke, Hseyin Uzunalioglu |
| 2012 | Detecting Web Robots Using Resource Request Patterns. | Derek Doran, Swapna S. Gokhale |
| 2012 | Reinforcement Learning for Production Ramp-Up: A Q-Batch Learning Approach. | Stefanos Doltsinis, Pedro Ferreira, Niels Lohse |
| 2012 | Comparing Two New Gene Selection Ensemble Approaches with the Commonly-Used Approach. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2012 | Determining the Number of Iterations Appropriate for Ensemble Gene Selection on Microarray Data. | David J. Dittman, Taghi M. Khoshgoftaar, Randall Wald, Amri Napolitano |
| 2012 | Cost-Sensitive Universum-SVM. | Sauptik Dhar, Vladimir Cherkassky |
| 2012 | A Dynamic Sampling Framework for Multi-class Imbalanced Data. | Bazyli Debowski, Shawki Areibi, Gary Grwal, J. Tempelman |