Claudia Perlich, some machine modlelling links
Claudia Perlich mines and models data with machines:
"Leakage in Data Mining: Formulation, Detection, and Avoidance"
S. Kaufman, S. Rosset, C. Perlich, O. Stitelman. Forthcoming in Transactions on Knowledge Discovery from Data
"On Cross-Validation and Stacking: Building Seemingly Predictive Models on Random Data"
Claudia Perlich, Grzegorz Swirszcz. SIGKDD Explorations 12(2) (2010) 11-15
"Ranking-Based Evaluation of Regression Models"
Rosset, S., C. Perlich, and B. Zadrozny, Knowledge and Information Systems 12 (3) 2006 331-329
"Tree Induction vs. Logistic Regression: A Learning Curve Analysis"
Perlich, C., F. Provost, and J. Simonoff. Journal of Machine Learning Research 4 (2003) 211-255