| 2007 | Performance evaluation of EANT in the robocup keepaway benchmark. | Jan Hendrik Metzen, Mark Edgington, Yohannes Kassahun, Frank Kirchner |
| 2007 | Use of Neural Networks to Predict Adverse Outcomes from Acute Coronary Syndrome for Male and Female Patients. | Claire L. McCullough, Andrew J. Novobilski, Francis M. Fesmire |
| 2007 | Predicting building contamination using machine learning. | Shawn Martin, Sean McKenna |
| 2007 | Cox's Proportional Hazards Model with Lp Penalty for Biomarker Identification and Survival Prediction. | Zhenqiu Liu |
| 2007 | Web-based parallel corpora for statistical machine translation. | Bo Li, Juan Liu, Wenjuan Shi |
| 2007 | Understanding Challenges in Preserving and Reconstructing Computer-Assisted Medical Decision Processes. | Sang-Chul Lee, Peter Bajcsy |
| 2007 | A new time series prediction algorithm based on moving average of nth-order difference. | Yang Lan, Daniel Neagu |
| 2007 | Rule refinement with extended data expression. | Jung Min Kong, Dong-Hun Seo, Won Don Lee |
| 2007 | SVMotif: A Machine Learning Motif Algorithm. | Mark A. Kon, Yue Fan, Dustin T. Holloway, Charles DeLisi |
| 2007 | A spline based regression technique on interval valued noisy data. | Balaji Kommineni, Shubhankar Basu, Ranga Vemuri |
| 2007 | A music recommendation system with a dynamic k-means clustering algorithm. | Dong Moon Kim, Kunsu Kim, Kyo-Hyun Park, Jee-Hyong Lee, Keon-Myung Lee |
| 2007 | Learning with limited minority class data. | Taghi M. Khoshgoftaar, Chris Seiffert, Jason Van Hulse, Amri Napolitano, Andres Folleco |
| 2007 | A web based adaptive educational system. | Hamdi Tolga Kahraman, Ilhami Colak, Seref Sagiroglu |
| 2007 | Design of Simple Limit Cycles with Recurrent Neural Networks for Oscillatory Control. | Guillaume Jouffroy |
| 2007 | Extraction of minimum decision algorithm using rough sets and genetic algorithms. | Michiyuki Hirokane, Shusaku Kouno, Yasutoshi Nomura |
| 2007 | Learning a knowledge base of ontological concepts for high-level scene interpretation. | Johannes Hartz, Bernd Neumann |
| 2007 | A comparison of two algorithms for predicting the condition number. | Dianwei Han, Jun Zhang |
| 2007 | Manifold clustering via energy minimization. | Qiyong Guo, Hongyu Li, Wenbin Chen, I-Fan Shen, Jussi Parkkinen |
| 2007 | Sparsity regularization path for semi-supervised SVM. | Gilles Gasso, Karina Zapien Arreola, Stphane Canu |
| 2007 | Reducing a Biomarkers List via Mathematical Programming: Application to Gene Signatures to Detect Time-Dependent Hypoxia in Cancer. | Glenn Fung, Renaud Seigneuric, Sriram Krishnan, R. Bharat Rao, Brad G. Wouters, Philippe Lambin |
| 2007 | Effect of synaptic weight assignment on spiking neuron response. | Robert H. Fujii, Taiki Ichishita |
| 2007 | Learning in Biomedicine and Bioinformatics Using Affinity Propagation. | Brendan J. Frey |
| 2007 | Using evolutionary sampling to mine imbalanced data. | Dennis J. Drown, Taghi M. Khoshgoftaar, Ramaswamy Narayanan |
| 2007 | Generalized Sequence Signatures through Symbolic Clustering. | Dietmar H. Dorr, Anne Denton |
| 2007 | An optimization method for selecting parameters in support vector machines. | Yulin Dong, Manghui Tu, Zhonghang Xia, Guangming Xing |