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Gaussian Discriminant

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More on Multivariate Gaussians - Stanford University

More on Multivariate Gaussians - Stanford University

cs229.stanford.edu

cations, such as the probabilistic interpretation of linear regression, Gaussian discriminant analysis, mixture of Gaussians clustering, and most recently, factor analysis. In these lec-ture notes, we attempt to demystify some of the fancier properties of multivariate Gaussians that were introduced in the recent factor analysis lecture.

  Discriminant, Gaussian, Gaussian discriminant

Linear Discriminant Analysis

Linear Discriminant Analysis

personal.psu.edu

Linear Discriminant Analysis Estimate Gaussian Distributions I In practice, we need to estimate the Gaussian distribution. I ˆπ k = N k/N, where N k is the number of class-k samples. I µˆ k = P g i=k x (i)/N k. I Σ =ˆ P K k=1 P g i=k (x (i) −µˆ k)(x(i) −µˆ k)T/(N −K). I Note that x(i) denotes the ith sample vector. Jia Li http ...

  Analysis, Linear, Discriminant, Gaussian, Linear discriminant analysis

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