top-machine-learning-algorithms.md

Resources and References

• What are the top 10 data mining or machine learning algorithms?
• Top 10 Algorithms in Data Mining
• 11Ants Analytics
• Oracle Advanced Analytics Data Mining Algorithms
• Candidate List

My List

This is currently a running list of algorithms. Not many additional details at this time.

• Generalized Linear models (including Logistic Regression)
• Random Forest
• Kernel Density Estimation and Non-parametric Bayes Classifiers
• PCA
• Linear Regression
• Naive Bayes
• Restricted Boltzmann Machines
• Markov Chain Monte Carlo
• HyperLogLog
• Pregel
• SVM
• Hashing Trick
• word2vec

UVM Candidate List

Taken from http://www.cs.uvm.edu/~icdm/algorithms/CandidateList.shtml

Classification

• C4.5
• CART
• K Nearest Neighbours
• Naive Bayes

Statistical Learning

• SVM
• EM

Association Analysis

• Apriori
• FP-Tree

Link Mining

• PageRank
• HITS

Clustering

• K-Means
• BIRTH

Bagging and Boosting

• AdaBoost
• GSP
• PrefixSpan

Integrated Mining

• CBA

Rough Sets

• Finding reduct

Graph Mining

• gSpan