| 2012 | Unsupervised Disaggregation for Non-intrusive Load Monitoring. | Sundeep Pattem |
| 2012 | Multivariate Assessment of a Repair Program for a New York City Electrical Grid. | Rebecca J. Passonneau, Ashish Tomar, Somnath Sarkar, Haimonti Dutta, Axinia Radeva |
| 2012 | Exploiting Representational Diversity for Time Series Classification. | Tim Oates, Colin F. Mackenzie, Deborah M. Stein, Lynn G. Stansbury, Joseph Dubose, Bizhan Aarabi, Peter Fu-Ming Hu |
| 2012 | Predicting Patient Outcomes from a Few Hours of High Resolution Vital Signs Data. | Tim Oates, Colin F. Mackenzie, Lynn G. Stansbury, Bizhan Aarabi, Deborah M. Stein, Peter Fu-Ming Hu |
| 2012 | Interval-Valued Centroids in K-Means Algorithms. | Benjamine Nordin, Chenyi Hu, Bernard Chen, Victor S. Sheng |
| 2012 | Network Transformation of Gene Expression for Feature Extraction. | Rmy Nicolle, Mohamed Elati, Franois Radvanyi |
| 2012 | A Machine Learning Pipeline for Three-Way Classification of Alzheimer Patients from Structural Magnetic Resonance Images of the Brain. | Sriraam Natarajan, Saket Joshi, Baidya Nath Saha, Adam Edwards, Tushar Khot, Elizabeth Moody, Kristian Kersting, Christopher T. Whitlow, Joseph A. Maldjian |
| 2012 | A Treeboost Model for Software Effort Estimation Based on Use Case Points. | Ali Bou Nassif, Luiz Fernando Capretz, Danny Ho, Mohammad Azzeh |
| 2012 | Estimating Software Effort Using an ANN Model Based on Use Case Points. | Ali Bou Nassif, Luiz Fernando Capretz, Danny Ho |
| 2012 | Convolutional Neural Support Vector Machines: Hybrid Visual Pattern Classifiers for Multi-robot Systems. | Jawad Nagi, Gianni A. Di Caro, Alessandro Giusti, Farrukh Nagi, Luca Maria Gambardella |
| 2012 | A Hybrid Transfer Learning Mechanism for Object Classification across View. | Yi Mo, Zhaoxiang Zhang, Yunhong Wang |
| 2012 | Abrupt and Drift-Like Fault Diagnosis of Concurent Discrete Event Systems. | Moamar Sayed-Mouchaweh, Patrice Billaudel |
| 2012 | Animal Cognition, Epistemic Fluency, Social Networks and the Scientific Habit of Mind. | Donald M. Morrison, Xiangen Hu |
| 2012 | Adaptive Extended Local Ternary Pattern (AELTP) for Recognizing Avatar Faces. | Abdallah A. Mohamed, Roman V. Yampolskiy |
| 2012 | Deep Structure Learning: Beyond Connectionist Approaches. | Ben Mitchell, John W. Sheppard |
| 2012 | Jensen-Shannon Divergence in Ensembles of Concurrently-Trained Neural Networks. | Aaron Mishtal, Itamar Arel |
| 2012 | Machine Learning and Text Mining of Trophic Links. | Ghazal Afroozi Milani, David A. Bohan, Stuart J. Dunbar, Stephen H. Muggleton, Alan Raybould, Alireza Tamaddoni-Nezhad |
| 2012 | Cross-Domain Facial Expression Recognition Using Supervised Kernel Mean Matching. | Yun-Qian Miao, Rodrigo Araujo, Mohamed S. Kamel |
| 2012 | Taxonomic Dimensionality Reduction in Bayesian Text Classification. | Richard McAllister, John Sheppard |
| 2012 | Distributed Privacy Preserving Decision Support System for Predicting Hospitalization Risk in Hospitals with Insufficient Data. | George Mathew, Zoran Obradovic |
| 2012 | A Novel Neural Network Based Control Method with Adaptive On-Line Training for DC-DC Converters. | Hidenori Maruta, Masashi Motomura, Fujio Kurokawa |
| 2012 | Fuzzy-ExCOM Software Project Risk Assessment. | Ekananta Manalif, Luiz Fernando Capretz, Ali Bou Nassif, Danny Ho |
| 2012 | Optimal Tile Size Selection Problem Using Machine Learning. | Abid Muslim Malik |
| 2012 | Gradient-Based Algorithms for the Automatic Construction of Fuzzy Cognitive Maps. | Salomo Sampaio Madeiro, Fernando J. Von Zuben |
| 2012 | The Class-Imbalance Problem for High-Dimensional Class Prediction. | Lara Lusa, Rok Blagus |