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Performing Principal Components Regression (PCR) in R

(This article was first published on MilanoR, and kindly contributed to R-bloggers) This article was originally posted on Quantide blog – see here. Principal components regression (PCR) is a...

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Principal Component Analysis Cluster Plots with Plotly

(This article was first published on R – Modern Data, and kindly contributed to R-bloggers) The Problem When clustering data using principal component analysis, it is often of interest to visually...

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vtreat version 0.5.26 released on CRAN

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) Win-Vector LLC, Nina Zumel and I are pleased to announce that ‘vtreat’ version 0.5.26 has been released...

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The Mathematics of Machine Learning

(This article was first published on R – Data Science Africa, and kindly contributed to R-bloggers) This post was first published on my Linkedin page and posted here as a contributed post. In the last...

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Build your own offshore company

(This article was first published on Opiate for the masses, and kindly contributed to R-bloggers) Hackathons are not alike Recently, a number of this blog’s authors were at a data hackathon, the...

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In search of an incredible posterior

(This article was first published on PirateGrunt, and kindly contributed to R-bloggers) What is credibility? For over one hundred years 1 actuaries have been wresting with the idea of “credibility”....

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y-aware scaling in context

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) Nina Zumel introduced y-aware scaling in her recent article Principal Components Regression, Pt. 2:...

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Risk Models with Generalized PLS

(This article was first published on S+/R – Yet Another Blog in Statistical Computing, and kindly contributed to R-bloggers) While developing risk models with hundreds of potential variables, we often...

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Why you should read Nina Zumel’s 3 part series on principal components...

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) Short form: Win-Vector LLC’s Dr. Nina Zumel has a three part series on Principal Components Regression...

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What are the Best Machine Learning Packages in R?

Guest post by Khushbu Shah The most common question asked by prospective data scientists is – “What is the best programming language for Machine Learning?” The answer to this question always results...

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Building the Data Matrix for the Task at Hand and Analyzing Jointly the...

(This article was first published on Engaging Market Research, and kindly contributed to R-bloggers) Someone decided what data ought to go into the matrix. They placed the objects of interest in the...

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Principal Components Regression, Pt. 3: Picking the Number of Components

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) In our previous note we demonstrated Y-Aware PCA and other y-aware approaches to dimensionality...

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Principal Components Regression, Pt. 2: Y-Aware Methods

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) In our previous note, we discussed some problems that can arise when using standard principal components...

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Tutorial: GitHub for Data Scientists without the Terminal

(This article was first published on R – Modern Data, and kindly contributed to R-bloggers) Git and GitHub are indispensable tools for anyone analysing data, developing software or disseminating...

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Installing WVPlots and “knitting R markdown”

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) Some readers have been having a bit of trouble using devtools to install WVPlots. I thought I would...

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RTCGA factory of R packages – Quick Guide

(This article was first published on r-addict.com, and kindly contributed to R-bloggers) Yesterday we have been delivered with the new version of R – R 3.3.0 (codename Supposedly Educational). This...

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IP string to integer conversion with Rcpp

(This article was first published on Opiate for the masses, and kindly contributed to R-bloggers) IP address conversion At work I recently had to match data on IP addresses and some fuzzy timestamp...

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Principal Components Regression in R, an operational tutorial

(This article was first published on Revolutions, and kindly contributed to R-bloggers) John Mount Ph. D.Data Scientist at Win-Vector LLC Win-Vector LLC's Dr. Nina Zumel has just started a two part...

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Principal Components Regression, Pt.1: The Standard Method

(This article was first published on R – Win-Vector Blog, and kindly contributed to R-bloggers) In this note, we discuss principal components regression and some of the issues with it: The need for...

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“Data Mining with R” Course | May 17-18

(This article was first published on MilanoR, and kindly contributed to R-bloggers) The two-days course Data Mining with R, is organized by the R training and consulting company Quantide. Next live...

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