Seminal Papers

• Top 10 algorithms in data mining - Wu et al.
• PageRank algorithm - Brin & Page
• From data mining to KDD - Fayyad et al.
• random forests - Leo Breiman
• Inductive Inference: Theory and Methods - Angluin & Smith
• Theory of Inductive Inference I - Ray Solomonoff
• Theory of Inductive Inference II - Ray Solomonoff
• Two Kinds of Probabilistic Induction - Ray Solomonoff
• Language Identification in the Limit - Mark Gold
• Shannon Entropy - Claude Shannon
• Prediction and Entropy of Printed English - Claude Shannon
• The Role of Occam's Razor in Knowledge Discovery - Pedro Domingos
• Sharpening Ockham's Razor on a Bayesian Strop - Jeffreys et zal.
• A Short Introduction to Boosting - Freund & Schapire
• Minimum Description Length Induction, Bayesianism, and Kolmogorov Complexity - Vitányi & Li
• Fuzzy Sets - Zadeh
• Null value problem - Kao et al.