| 2007 | Large Scale Classification with Support Vector Machine Algorithms. | Thanh-Nghi Do, Jean-Daniel Fekete |
| 2007 | Evolving kernel functions for SVMs by genetic programming. | Laura Diosan, Alexandrina Rogozan, Jean-Pierre Pcuchet |
| 2007 | Dimensionality reduction for active learning with nearest neighbour classifier in text categorisation problems. | Michael Davy, Saturnino Luz |
| 2007 | A hierarchical feature decomposition clustering algorithm for unsupervised classification of document image types. | Dean Curtis, Vitaliy Kubushyn, Evangelos A. Yfantis, Michael Rogers |
| 2007 | Machine Learning for Information Management: Some Promising Directions. | William W. Cohen |
| 2007 | Feature Extraction from Microarray Expression Data by Integration of Semantic Knowledge. | Young-Rae Cho, Xian Xu, Woochang Hwang, Aidong Zhang |
| 2007 | CLASSEQ: Classification of Sequences via Comparative Analysis of Multiple Genomes. | Kwangmin Choi, Youngik Yang, Sun Kim |
| 2007 | Biomarker Identification by Knowledge-Driven Multi-Level ICA and Motif Analysis. | Li Chen, Chen Wang, Ie-Ming Shih, Tian-Li Wang, Zhen Zhang, Yue Joseph Wang, Robert Clarke, Eric P. Hoffman, Jianhua Xuan |
| 2007 | Enhanced recursive feature elimination. | Xue-wen Chen, Jong Cheol Jeong |
| 2007 | Discover the power of social and hidden curriculum to decision making: experiments with enron email and movie newsgroups. | Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace |
| 2007 | Supervised reinforcement learning using behavior models. | Vctor Uc Cetina |
| 2007 | Learning bayesian networks consistent with the optimal branching. | Alexandra M. Carvalho, Arlindo L. Oliveira |
| 2007 | Memory-based context-sensitive spelling correction at web scale. | Andrew Carlson, Ian Fette |
| 2007 | A simultaneous two-level clustering algorithm for automatic model selection. | Gunal Cabanes, Youns Bennani |
| 2007 | Direct calculation of predictions for K29/K29. | Brian Burford |
| 2007 | An application of a rule-based model in software quality classification. | Lofton A. Bullard, Taghi M. Khoshgoftaar, Kehan Gao |
| 2007 | Soft Failure Detection Using Factorial Hidden Markov Models. | Guillaume Bouchard, Jean-Marc Andreoli |
| 2007 | Bias-variance tradeoff in hybrid generative-discriminative models. | Guillaume Bouchard |
| 2007 | Estimating class probabilities in random forests. | Henrik Bostrm |
| 2007 | Learning complex problem solving expertise from failures. | Cristina Boicu, Gheorghe Tecuci, Mihai Boicu |
| 2007 | An incremental viterbi algorithm. | Jason Bobbin |
| 2007 | Polynomial and RBF Kernels as Marker Selection Tools-A Breast Cancer Case Study. | Michalis E. Blazadonakis, Michalis E. Zervakis |
| 2007 | Modeling Spatial-Temporal Epidemics Using STBL Model. | Lynne Billard, Duck-Ki Kim, Chan-Hee Lee, Sung Duck Lee, Keon-Myung Lee, Sung-Soo Kim |
| 2007 | An Efficient Constraint-Based Closed Set Mining Algorithm. | Haiyun Bian, Raj Bhatnagar, Barrington Young |
| 2007 | Boosting inductive transfer for text classification using wikipedia. | Somnath Banerjee |