Unprincipled Component Analysis

Win-Vector Blog 2014-02-11

Summary:

As a data scientist I have seen variations of principal component analysis and factor analysis so often blindly misapplied and abused that I have come to think of the technique as unprincipled component analysis. PCA is a good technique often used to reduce sensitivity to overfitting. But this stated design intent leads many to (falsely) […]

Link:

http://www.win-vector.com/blog/2014/02/unprincipled-component-analysis/?utm_source=rss&utm_medium=rss&utm_campaign=unprincipled-component-analysis

From feeds:

Statistics and Visualization » Win-Vector Blog

Tags:

data science opinion pragmatic data science pragmatic machine learning rants statistics principal component analysis r regression regularization structured cross validation structured hold out

Authors:

John Mount

Date tagged:

02/11/2014, 09:50

Date published:

02/10/2014, 17:30