| 2012 | An Efficient Algorithm for top-k Queries on Uncertain Data Streams. | Caiyan Dai, Ling Chen, Yixin Chen, Keming Tang |
| 2012 | Obtaining Full Regularization Paths for Robust Sparse Coding with Applications to Face Recognition. | Jan Chorowski, Jacek M. Zurada |
| 2012 | A Minimum Frame Error Criterion for Hidden Markov Model Training. | Taemin Cho, Kibeom Kim, Juan Pablo Bello |
| 2012 | An Inverse Reinforcement Learning Algorithm for Partially Observable Domains with Application on Healthcare Dialogue Management. | Hamid R. Chinaei, Brahim Chaib-draa |
| 2012 | Convolutional Neural Networks Applied to Human Face Classification. | Brian Cheung |
| 2012 | Active Learning of Markov Decision Processes for System Verification. | Yingke Chen, Thomas Dyhre Nielsen |
| 2012 | Topological Indoor Localization & Navigation for Autonomous Industrial Mobile Manipulator. | Hongtai Cheng, Heping Chen, Yong Liu |
| 2012 | Scalable Ensemble Learning by Adaptive Sampling. | Jianhua Chen |
| 2012 | Prognosis Based on Handling Drifts in Dynamical Environments: Application to a Wind Turbine Benchmark. | Antoine Chammas, Eric Duviella, Stphane Lecoeuche |
| 2012 | Physics-Based Constraints in the Forward Modeling Analysis of Time-Correlated Image Data. | James L. Carroll, Christopher D. Tomkins |
| 2012 | Ordinal Data Classification Using Kernel Discriminant Analysis: A Comparison of Three Approaches. | Jaime S. Cardoso, Ricardo Gamelas Sousa, Ins Domingues |
| 2012 | Multi-atlas Based Image Selection with Label Image Constraint. | Yihui Cao, Xuelong Li, Pingkun Yan |
| 2012 | Adaptive Selection of Helper-Objectives with Reinforcement Learning. | Arina Buzdalova, Maxim Buzdalov |
| 2012 | Increasing Efficiency of Evolutionary Algorithms by Choosing between Auxiliary Fitness Functions with Reinforcement Learning. | Arina Buzdalova, Maxim Buzdalov |
| 2012 | Generation of Tests for Programming Challenge Tasks on Graph Theory Using Evolution Strategy. | Maxim Buzdalov |
| 2012 | Fast Insight into High-Dimensional Parametrized Simulation Data. | Daniel Butnaru, Benjamin Peherstorfer, Hans-Joachim Bungartz, Dirk Pflger |
| 2012 | Error-Driven Adaptive, Virtual Machine Model-Based Control with High Availability Platform. | Aman H. Bura, Bo Chen, Li Yu |
| 2012 | Decremental Learning of Evolving Fuzzy Inference Systems Using a Sliding Window. | Manuel Bouillon, ric Anquetil, Abdullah Almaksour |
| 2012 | Unsupervised Anomaly Detection in Transactional Data. | Mohamed Bouguessa |
| 2012 | Evaluation of SMOTE for High-Dimensional Class-Imbalanced Microarray Data. | Rok Blagus, Lara Lusa |
| 2012 | Extraction of Strong Associations in Classes of Similarities. | Ismal Biskri, Louis Rompre, Steve Descoteaux, Abdelghani Achouri, Boucif Amar Bensaber |
| 2012 | Improving Image Segmentation Using Genetic Algorithm. | Huynh Thi Thanh Binh, Mai Dinh Loi, Nguyen Thi Thuy |
| 2012 | One-Class versus Binary Classification: Which and When? | Colin Bellinger, Shiven Sharma, Nathalie Japkowicz |
| 2012 | Analyzing the Performance of Hierarchical Binary Classifiers for Multi-class Classification Problem Using Biological Data. | Salma Begum, Ramazan Savas Aygn |
| 2012 | Excitation Current Forecasting for Reactive Power Compensation in Synchronous Motors: A Data Mining Approach. | Ramazan Bayindir, Mehmet Yesilbudak, Ilhami Colak, Seref Sagiroglu |