| 2012 | Classification, Segmentation and Chronological Prediction of Cinematic Sound. | Pedro Silva |
| 2012 | A Sequential Ensemble Classification (SEC) System for Tackling the Problem of Unbalance Learning: A Case Study. | Samaneh Sheikh-Nia, Gary Grwal, Shawki Areibi |
| 2012 | Structure Learning for Bayesian Networks Using the Physarum Solver. | Torsten Schn, Martin Stetter, Elmar Wolfgang Lang |
| 2012 | Application of Structural Case-Based Reasoning to Activity Recognition in Smart Home Environments. | Steven G. Satterfield, Thomas Reichherzer, John W. Coffey, Eman El-Sheikh |
| 2012 | Clinical Report Classification Using Natural Language Processing and Topic Modeling. | Efsun Sarioglu, Hyeong-Ah Choi, Kabir Yadav |
| 2012 | Online Time Series Segmentation Using Temporal Mixture Models and Bayesian Model Selection. | Allou Sam, Grard Govaert |
| 2012 | The Assessment of the Quality of Sugar Using Electronic Tongue and Machine Learning Algorithms. | Tiemi C. Sakata, Katti Faceli, Tiago A. Almeida, Antonio Riul Jr., Wanessa M. D. M. F. Steluti |
| 2012 | Position Control of a DC Motor Used in Solar Panels with Artificial Neural Network. | Murat Sahin, H. Ibrahim Bulbul, Ilhami Colak |
| 2012 | Multi-label Collective Classification Using Adaptive Neighborhoods. | Tanwistha Saha, Huzefa Rangwala, Carlotta Domeniconi |
| 2012 | A Novel Hierarchical Level Set with AR-boost for White Matter Lesion Segmentation in Diabetes. | Baidya Nath Saha, Sriraam Natarajan, Gopi Kota, Christopher T. Whitlow, Donald W. Bowden, Jasmin Divers, Barry I. Freedman, Joseph A. Maldjian |
| 2012 | A Web Based Face Counter Prediction System from Only Fingerprints. | Seref Sagiroglu, Uraz Yavanoglu |
| 2012 | Building Synthetic Networks of the Budding Yeast Cell-Cycle Using Swarm Intelligence. | Gonzalo A. Ruz, Tania Timmermann, Eric Goles Ch. |
| 2012 | Compressive Clustering of High-Dimensional Data. | Andrzej Ruta, Fatih Porikli |
| 2012 | Augmented Coupled Dictionary Learning for Image Super-Resolution. | Muhammad Rushdi, Jeffrey Ho |
| 2012 | Automatically Detecting Avalanche Events in Passive Seismic Data. | Marc J. Rubin, Tracy Camp, Alec van Herwijnen, Jrg Schweizer |
| 2012 | Toward a Sequential Approach to Pipelined Image Recognition. | Derek C. Rose, Itamar Arel |
| 2012 | Disturbing Neighbors Ensembles of Trees for Imbalanced Data. | Juan Jos Rodrguez Diez, Jos-Francisco Dez-Pastor, Jess Maudes, Csar Ignacio Garca-Osorio |
| 2012 | A Game Theoretic Framework for Communication in Fully Observable Multiagent Systems. | Tummalapalli Sudhamsh Reddy, Gergely V. Zruba, Manfred Huber |
| 2012 | Multilevel Regression Models for Learning in the Presence of Rare Data. | Srinath Ravindran, Dennis R. Bahler |
| 2012 | An Artificial Immune System Based on Holland's Classifier as Network Intrusion Detection. | Arisoa S. Randrianasolo, Larry D. Pyeatt |
| 2012 | Using Local Regression in Monte Carlo Tree Search. | Arisoa S. Randrianasolo, Larry D. Pyeatt |
| 2012 | Feature Extraction and Selection in Ground Penetrating Radar with Experimental Data Set of Inclusions in Concrete Blocks. | F. A. A. Queiroz, Douglas A. G. Vieira, X. L. Travassos Jr., Mario Fernndez Pantoja |
| 2012 | Coupled Directional Level Set for MR Image Segmentation. | Xianjing Qin, Yang Liu, Hongbing Lu, Xuelong Li, Pingkun Yan |
| 2012 | Automatic Identification of Crisis-Related Sub-events Using Clustering. | Daniela Pohl, Abdelhamid Bouchachia, Hermann Hellwagner |
| 2012 | Meta-learning and Model Selection in Multi-objective Evolutionary Algorithms. | Martin Pilt, Roman Neruda |