| 2012 | Block Level Video Steganalysis Scheme. | Kesav Kancherla, Srinivas Mukkamala |
| 2012 | Finding Motifs in Wind Generation Time Series Data. | Chandrika Kamath, Ya-Ju Fan |
| 2012 | Composer Classification in Symbolic Data Using PPM. | Antonio Deusany de Carvalho Junior, Leonardo Vidal Batista |
| 2012 | Binary Function Clustering Using Semantic Hashes. | Wesley Jin, Sagar Chaki, Cory F. Cohen, Arie Gurfinkel, Jeffrey Havrilla, Charles Hines, Priya Narasimhan |
| 2012 | Semantic Indexing of Video Simulations for Enhancing Medical Care During Crises. | Shuangshuang Jiang, Hichem Frigui, Aaron W. Calhoun |
| 2012 | Stereo Matching Based on Random Speckle Projection for Dynamic 3D Sensing. | Jun Jiang, Jun Cheng, Haifeng Zhao |
| 2012 | A Multi-label and Adaptive Genre Classification of Web Pages. | Chaker Jebari, M. Arif Wani |
| 2012 | Classification of Urban Scenes from Geo-referenced Images in Urban Street-View Context. | Corina Iovan, David Picard, Nicolas Thome, Matthieu Cord |
| 2012 | Incremental Mitosis: Discovering Clusters of Arbitrary Shapes and Densities in Dynamic Data. | Rania Ibrahim, Naglaa Ahmed, Noha A. Yousri, Mohamed A. Ismail |
| 2012 | Identifying Accuracy of Social Tags by Using Clustering Representations of Song Lyrics. | Yajie Hu, Mitsunori Ogihara |
| 2012 | An Extension of the Consensus-Based Bundle Algorithm for Multi-agent Tasks with Task Based Requirements. | Simon Hunt, Qinggang Meng, Chris J. Hinde |
| 2012 | Rethinking Automatic Chord Recognition with Convolutional Neural Networks. | Eric J. Humphrey, Juan Pablo Bello |
| 2012 | A Novel Noise-Resistant Boosting Algorithm for Class-Skewed Data. | Jason Van Hulse, Taghi M. Khoshgoftaar, Amri Napolitano |
| 2012 | An Interactive Scatter Plot Metrics Visualization for Decision Trend Analysis. | Tze-Haw Huang, Mao Lin Huang, Kang Zhang |
| 2012 | Prediction of Protein Essentiality by the Support Vector Machine with Statistical Tests. | Chiou-Yi Hor, Chang-Biau Yang, Zih-Jie Yang, Chiou-Ting Tseng |
| 2012 | Spatial Feature Extraction for Classification of Nonstationary Myoelectric Signals. | David Hofmann, J. Michael Herrmann |
| 2012 | On the Validity of a New SMS Spam Collection. | Jos Mara Gmez Hidalgo, Tiago A. Almeida, Akebo Yamakami |
| 2012 | Analysis of Causality in Stock Market Data. | Chathra Hendahewa, Vladimir Pavlovic |
| 2012 | Fast Time Series Classification Based on Infrequent Shapelets. | Qing He, Zhi Dong, Fuzhen Zhuang, Tianfeng Shang, Zhongzhi Shi |
| 2012 | Tensor-Based Temporal Behavior Analysis in Pain Medicine. | Andy Hall, Guangzhi Qu, Ishwar K. Sethi, Craig T. Hartrick |
| 2012 | The State of Machine Learning Methodology in Software Fault Prediction. | Tracy Hall, David Bowes |
| 2012 | Numerical Solution of Dirichlet Boundary Value Problems for Partial Differential Equations Using Quantum-Behaved Particle Swarm Optimization with Random Gaussian Function. | Youngmin Ha |
| 2012 | Sparse Representation Based Discriminative Canonical Correlation Analysis for Face Recognition. | Naiyang Guan, Xiang Zhang, Zhigang Luo, Long Lan |
| 2012 | Graph Based Semi-supervised Non-negative Matrix Factorization for Document Clustering. | Naiyang Guan, Xuhui Huang, Long Lan, Zhigang Luo, Xiang Zhang |
| 2012 | Adaptive Soft Sensor for Online Prediction Based on Moving Window Gaussian Process Regression. | Ratko Grbic, Draen Slikovic, Petr Kadlec |