| 2006 | A Comparison of Software Fault Imputation Procedures. Jason Van Hulse, Taghi M. Khoshgoftaar, Chris Seiffert |
| 2006 | A Fast Feature Selection Model for Online Handwriting Symbol Recognition. Bing Quan Huang, Mohand Tahar Kechadi |
| 2006 | A Feature Selection Algorithm for Detecting Subtype Specific Functional Sites from Protein Sequences for Smad Receptor Binding. Elena Marchiori, Walter Pirovano, Jaap Heringa, K. Anton Feenstra |
| 2006 | A New Machine Learning Technique Based on Straight Line Segments. João Henrique Burckas Ribeiro, Ronaldo Fumio Hashimoto |
| 2006 | A New Scheme for Nucleotide Sequence Signature Extraction. Sung-Soo Kim, Chan-Hee Lee, Keon-Myung Lee, Sung-Duk Lee |
| 2006 | A Printing Workflow Recommendation Tool--Exploiting Correlations between Highly Sparse Case Logs. Ming Zhong, Tong Sun |
| 2006 | An Accurate and Robust Missing Value Estimation for Microarray Data: Least Absolute Deviation Imputation. Yi Cao, Kim Leng Poh |
| 2006 | An Adaptable Time Warping Distance for Time Series Learning. Rémi Gaudin, Nicolas Nicoloyannis |
| 2006 | An Approximate Version of Kernel PCA. Shawn Martin |
| 2006 | An Efficient Heuristic for Discovering Multiple Ill-Defined Attributes in Datasets. Sylvain Hallé |
| 2006 | An Intelligent Automatic Fingerprint Recognition System Design. Necla Özkaya, Seref Sagiroglu, M. Arif Wani |
| 2006 | Application of Reinforcement Learning in Development of a New Adaptive Intelligent Traffic Shaper. Iman Shames, Nima Najmaei, Mohammad Zamani, Ali Akbar Safavi |
| 2006 | Automatic Intravital Video Mining of Rolling and Adhering Leukocytes. Xin C. Anders, Chengcui Zhang, Hong Yuan |
| 2006 | Condition Monitoring Using Pattern Recognition Techniques on Data from Acoustic Emissions. Siril Yella, Narendra Kumar Gupta, Marc Dougherty |
| 2006 | Detecting Web Content Function Using Generalized Hidden Markov Model. Jinlin Chen, Ping Zhong, Terry Cook |
| 2006 | Ensemble Classifiers for Medical Diagnosis of Knee Osteoarthritis Using Gait Data. Nigar Sen Köktas, Nese Yalabik, Günes Yavuzer |
| 2006 | Explaining Winning Poker--A Data Mining Approach. Ulf Johansson, Cecilia Sönströd, Lars Niklasson |
| 2006 | Formal Concept Analysis for Digital Ecosystem. Huaiguo Fu |
| 2006 | Horizon Detection Using Machine Learning Techniques. Sergiy Fefilatyev, Volha Smarodzinava, Lawrence O. Hall, Dmitry B. Goldgof |
| 2006 | Identity Representability of Facial Expressions: An Evaluation Using Feature Pixel Distributions. Qi Li, Chandra Kambhamettu |
| 2006 | Impact of the Predicted Protein Structural Content on Prediction of Structural Classes for the Twilight Zone Proteins. Lukasz A. Kurgan, Mandana Rahbari, Leila Homaeian |
| 2006 | Incremental Learning By Decomposition. Abdelhamid Bouchachia |
| 2006 | Information of Binding Sites Improves Prediction of Protein-Protein Interaction. Tapan Patel, Manoj Pillay, Rahul Jawa, Li Liao |
| 2006 | Intelligent Electronic Navigational Aids: A New Approach. Costin Barbu, Maura C. Lohrenz, Geary Layne |
| 2006 | Introducing Emergent Loose Modules into the Learning Process of a Linear Genetic Programming System. Xin Li, Chi Zhou, Weimin Xiao, Peter C. Nelson |
| 2006 | Lazy Rule Refinement by Knowledge-Based Agents. Cristina Boicu, Gheorghe Tecuci, Mihai Boicu |
| 2006 | Learning the Threshold in Hierarchical Agglomerative Clustering. Kristine Daniels, Christophe G. Giraud-Carrier |
| 2006 | Market Mechanism Designs with Heterogeneous Trading Agents. Zengchang Qin |
| 2006 | Modeling Hesitation and Conflict: A Belief-Based Approach for Multi-class Problems. Thomas Burger, Oya Aran, Alice Caplier |
| 2006 | Naive Bayes Classification Given Probability Estimation Trees. Zengchang Qin |
| 2006 | Off-Line Signature Recognition and Verification by Kernel Principal Component Self-Regression. Bai-Ling Zhang |
| 2006 | On L_1-Norm Multi-class Support Vector Machines. Lifeng Wang, Xiaotong Shen, Yuan F. Zheng |
| 2006 | Prediction of Antisense Oligonucleotide Efficacy Using Local and Global Structure Information with Support Vector Machines. Roger A. Craig, Li Liao |
| 2006 | Quantization of Global Gene Expression Data. Tae-Hoon Chung, Marcel Brun, Seungchan Kim |
| 2006 | Reducing High-Dimensional Data by Principal Component Analysis vs. Random Projection for Nearest Neighbor Classification. Sampath Deegalla, Henrik Boström |
| 2006 | Regression Databases: Probabilistic Querying Using Sparse Learning Sets. Alexander Brodsky, Carlotta Domeniconi, David Etter |
| 2006 | Robust Model Selection Using Cross Validation: A Simple Iterative Technique for Developing Robust Gene Signatures in Biomedical Genomics Applications. Ramasubbu Venkatesh, Charles Rowland, Hongjin Huang, Olivia T. Abar, John Sninsky |
| 2006 | Rule Extraction from Opaque Models-- A Slightly Different Perspective. Ulf Johansson, Tuve Löfström, Rikard König, Cecilia Sönströd, Lars Niklasson |
| 2006 | Semi-supervised Data Organization for Interactive Anomaly Analysis. Javed A. Aslam, Sergey Bratus, Virgiliu Pavlu |
| 2006 | Shape Recognition and Retrieval Using String of Symbols. Mohammad Reza Daliri, Vincent Torre |
| 2006 | Supernova Recognition Using Support Vector Machines. Raquel A. Romano, Cecilia R. Aragon, Chris H. Q. Ding |
| 2006 | TF-ICF: A New Term Weighting Scheme for Clustering Dynamic Data Streams. Joel W. Reed, Yu Jiao, Thomas E. Potok, Brian A. Klump, Mark T. Elmore, Ali R. Hurson |
| 2006 | The Fifth International Conference on Machine Learning and Applications, ICMLA 2006, Orlando, Florida, USA, 14-16 December 2006 M. Arif Wani, Tao Li, Lukasz A. Kurgan, Jieping Ye, Ying Liu |
| 2006 | Trend Analysis for Large Document Streams. Chengliang Zhang, Shenghuo Zhu, Yihong Gong |
| 2006 | Two-Level Hierarchical Hybrid SVM-RVM Classification Model. Catarina Silva, Bernardete Ribeiro |
| 2006 | Web Robot Learning Powered by Bluetooth Communication System. Seref Sagiroglu, Nihat Yilmaz, M. Arif Wani |