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rcane

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What is it?

An R package to find parameter estimates of Linear Regression

No seriously, what is it?

This is what we did...

A little more info

We start with arbitrary parameter estimates for linear regression and slide down to the optimal values.

But how?

We use 4 different algorithms:

  • Batch Gradient Descent

  • Stochastic Gradient Descent

  • Mini-batch Gradient Descent

  • Coordinate Descent

Time for some Math

Batch Stochastic Coordinate

Package installation and usage

If you have R >= 3.4.2, follow the instructions

  • Open R studio and run this on the console
install_github("sureshaks/rcane")
  • Nothing. You can just include it in the search path and use it
library(rcane)
?rlm

Who are we?

Siddhesh Acharekar Shivayogi Biradar Hsiangwei Chao Akshay Suresh

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R package for algorithm optimization

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