Classification Type of Probabilistic Classifier
for some x in Rd
y in [0,1] for binary classification
model relationship between y and x using Bernoulli Distribution
Bernoulli Distribution
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Logistic Sigmoid Function
Setting the probability of y, ℳ as a function of x
Sigmoid Function
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Logistic Sigmoid Function
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Cross Entropy Error Function
Cross Entropy Error
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Gradient Descent
Gradient Descent and Stochastic Gradient Descent can be used
Logistic Regression Gradient
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