判别式模型与生成式模型 模型分类

Andrew Ng在NIPS2001年有一篇专门比较判别模型和产生式模型的文章: 
On Discrimitive vs. Generative classifiers: A comparision of logistic regression and naive Bayes

(http://robotics.stanford.edu/~ang/papers/nips01-discriminativegenerative.pdf)


判别式模型常见的主要有:

Logistic Regression

SVM

Traditional Neural Networks

Nearest Neighbor

CRF

Linear Discriminant Analysis

Boosting

Linear Regression


产生式模型常见的主要有:

                      

       Gaussians

       Naive Bayes


       Mixtures of Multinomials

       Mixtures of Gaussians

       Mixtures of Experts

       HMMs

Sigmoidal Belief Networks, Bayesian Networks

Markov Random Fields

Latent Dirichlet Allocation



判别式模型与生成式模型 模型分类