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optimal-bayesian-classifier's Introduction

Optimal-Bayesian-Classifier-and-Regression-Problem

There are two different dataset problems solved -

Bayesian Classifier

DataSet

Hand Digit Recognition 5,6

Attributes Col - 64

Train rows - 777

Test rows - 333

Method

Assuming data from each class can be modelled using multivariate normal distribution, then learning Parameters using Maximum Likelihood and estimating misclassification rates.

Further, altering CoVariance matrix for analysis.

Bayesian Classifier and Visualisation

DataSet

Attributes - 2

Train rows - 310

Test rows - 90

Method

Using same technique of Binary Classifier and Varying Covariance and visualising through plots of Discriminant function and isoprobability contour.

optimal-bayesian-classifier's People

Contributors

lavishm58 avatar

Watchers

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