数据挖掘算法集锦和学习教程

Algorithms

These are some Machine Learning and Data Mining algorithms and models help you to understand your data and derive meaning from it.

Supervised Learning

• Regression
• Linear Regression
• Ordinary Least Squares
• Logistic Regression
• Stepwise Regression
• Multivariate Adaptive Regression Splines
• Locally Estimated Scatterplot Smoothing
• Classification
  • k-nearest neighbor
  • Support Vector Machines
  • Decision Trees
  • ID3 algorithm
  • C4.5 algorithm
• Ensemble Learning
• Boosting
• Bagging
• Random Forest
• AdaBoost

Unsupervised Learning

• Clustering
  • Hierchical clustering
  • k-means
  • Fuzzy clustering
  • Mixture models
• Neural Networks
• Self-organizing map
• Adaptive resonance theory

Semi-Supervised Learning

Reinforcement Learning

• Q Learning
• SARSA (State-Action-Reward-State-Action) algorithm
• Temporal difference learning

Data Mining Algorithms

• C4.5
• k-Means
• SVM
• Apriori
• EM
• PageRank
• AdaBoost
• kNN
• Naive Bayes
• CART

**Also,you can find most data mining algorithms in WEKA program easily **