Monday, April 30, 2018

Machine Learning Concept(四):Regression

Machine Learning Concept(四):Regression







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References

梯度下降法-Gradient Descent « ihong學習筆記
http://ihong-blog.logdown.com/posts/418731-gradient-descent

簡單線性迴歸-Simple Linear Regression « ihong學習筆記
http://ihong-blog.logdown.com/posts/422495--simple-linear-regression

多變數線性迴歸(一)-數值篇 « ihong學習筆記
http://ihong-blog.logdown.com/posts/422495--simple-linear-regression

多變數線性迴歸(二)解析解 « ihong學習筆記
http://ihong-blog.logdown.com/posts/428041-multivariate-linear-regression-b-analytic-solutions

多變數線性迴歸(三)Ridge Regression « ihong學習筆記
http://ihong-blog.logdown.com/posts/429845-ridge-regression 

多變數線性迴歸(四)Lasso Regression « ihong學習筆記
http://ihong-blog.logdown.com/posts/430009-lasso-regression

Logistic Regression(一)數學基礎 « ihong學習筆記
http://ihong-blog.logdown.com/posts/432166-logistic-regression

Logistic Regression(二)應用案例 « ihong學習筆記
http://ihong-blog.logdown.com/posts/432386-logistic-regression-case-study

Logistic Regression(三)Cost function « ihong學習筆記
http://ihong-blog.logdown.com/posts/441372-logistic-regression-cost-function


利用NCSS的脊迴歸(ridge regression)解釋多元共線性(multi-collinearity)~(1) @ 晨晰統計部落格新站(統計、SPSS、BIG DATA討論園地)   痞客邦
http://dasanlin888.pixnet.net/blog/post/442485077-%E5%88%A9%E7%94%A8ncss%E7%9A%84%E8%84%8A%E8%BF%B4%E6%AD%B8%EF%BC%88ridge-regression%EF%BC%89%E8%A7%A3%E9%87%8B%E5%A4%9A%E5%85%83%E5%85%B1

Linear least squares, Lasso,ridge regression有何本质区别? - 知乎
https://www.zhihu.com/question/38121173

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