/kernel-smoothers

kernel smoothers in lua
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.gitignore first version Jul 25, 2012
KernelSmoother-test.lua catch up on branch Oct 20, 2012
KernelSmoother.lua catch up on branch Oct 20, 2012
Knn-example-1.lua expect 2 values to be returned from Knn methods Aug 28, 2012
LICENSE BSD 3-clause license Aug 28, 2012
MwKwavg-test.lua Rename metric window kernel smoothers. Don't fix errors Oct 26, 2012
MwKwavg.lua Rename metric window kernel smoothers. Don't fix errors Oct 26, 2012
MwLlr-test.lua Rename metric window kernel smoothers. Don't fix errors Oct 26, 2012
MwLlr.lua Rename metric window kernel smoothers. Don't fix errors Oct 26, 2012
Nncache-test.lua use Nncache in Nncachebuilder Oct 21, 2012
Nncache.lua Fix bug in call to verbose (delete it) Oct 26, 2012
Nncachebuilder-test.lua EstimatorKwavg and SmootherKwavg factored and working Oct 24, 2012
Nncachebuilder.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
Nnw-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
Nnw.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimator-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimator.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimatorAvg-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimatorAvg.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimatorKwavg-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimatorKwavg.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimatorLlr-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwEstimatorLlr.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmoother-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmoother.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmootherAvg-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmootherAvg.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmootherKwavg-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmootherKwavg.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmootherLlr-test.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
NnwSmootherLlr.lua Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
README.md specify intended scope and source for algos Aug 28, 2012
allTests.sh EstimatorKwavg and SmootherKwavg factored and working Oct 24, 2012
makefile Refactor subclasses of nearest neighbor window methods. Oct 26, 2012
test-hastie.lua SmootherLlr working version Oct 26, 2012

README.md

kernel-smoothers

kernel smoothers in lua

This repository will eventually implement in torch 3 kernel smoothers:

  • Knn: k nearest neighbors
  • Kwavg: kernel-weighted average
  • Llr: local linear regression

All the smoothers are described in Trevor Hastie, Robert Tibsharani, and Jerome Friedman, The Elements of Statistical Learning, Springer, 2001.