Persistent-Homology-Based Machine Learning and Its Applications -- A Survey

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

Dropout: a simple way to prevent neural networks from overfitting

Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky et al. · 2014 · 34.3K citations

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Support-Vector Networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17