MAP, MLE

Lecture Note

MAP/MLE of Binary, Gaussian distribution: lecture note PPT

Terminology

How to estimate Parameter from Data?

Example:

MLE

Introduction

Binary Distribution

Gaussian Distribution

For multivariate Gaussian

Derivation

MAP

Introduction

Discrete (binormial/beta) distribution

Normal distribution

Example:

Naive Bayesian Classifier

MATLAB example: