papers-we-love_papers-we-love/machine_learning

Important machine learning papers

External Papers

• Top 10 algorithms in data mining - While it is difficult to identify the top 10, this paper contains 10 very important data mining/machine learning algorithms
• A Few Useful Things to Know about Machine Learning - Just like the title says, it contains many useful tips and gotchas for machine learning
• Random Forests - The initial paper on random forests
• Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data - The paper introducing conditional random fields as a framework for building probablistic models.
• Support-Vector Networks - The initial paper on support-vector networks for classification.