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Linear Regression

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2023 Mar 9 1:44
Editor
Editor
Seonglae ChoSeonglae Cho
Edited
Edited
2025 Feb 13 11:56
Refs
Refs
Objective function

Linear Predictor (minimal
Perceptron
)

in Linear Regression there is always global optimum
  • update -
    Gradient Descent
    like algorithms
    • add gradient of derivative of cost function J
  • Closed form - solve equation - assume is invertible
Linear Regression Notion
Basis Function
Locally weighted Linear Regression
Ridge regression
LASSO Regression
LMS
Elastic-net Regression
OLS
Least Squares Regression
 
 
 
 
 
 
 
선형회귀 - 공돌이의 수학정리노트
Gradient descent로 풀어내는 Linear Regression. Linear Regression이 말하는 것: 수많은 점들을 최대한 잘 설명할 수 있는 trend line을 그으려면 어떻게 해야할까?선형대수학의 관점에서 본 회귀분석※ 최적화 문제 관련 내용으로 궁금...
선형회귀 - 공돌이의 수학정리노트
https://angeloyeo.github.io/2020/08/24/linear_regression.html
 
 

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Linear Regression
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