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【ML】Statistical Classification A

【ML】Statistical Classification A

作者: 盐果儿 | 来源:发表于2022-06-26 02:12 被阅读0次

    Generative Approach: generative classifiers - generative model. It is a statistical model of the joint probability distribution P(\mathbf x, \mathbf y)on given observable variable X and target variable Y.

    Examples: Naive Bayes, Linear Discriminant Analysis

    Discriminative Approach: discriminative classifiers - discriminative model. It is a model of the conditional probability P(\mathbf y \mid \mathbf x = x)of the target Y, given an observation X, and classifiers computed without using a probability model are also referred to loosely as "discriminative"

    Examples: Logistic Regression

    【ML】Model - 简书

    Reference: https://en.m.wikipedia.org/wiki/Generative_model

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