gbm_multicollinearity_explorer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GBM multicollinearity explorer\n",
    "\n",
    "The purpose of this note book is to explore the effects of covariance between predictors.\n",
    "\n",
    "This R code Monte Carlo's a data set from a multivariate normal distribution with specified covariance matrix and mean, trains models and computes a few descriptive-statistics quantities to understand marginalized effects."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "library(gbm)\n",
    "library(MASS)\n",
    "library(data.table)\n",
    "library(Matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dstats <- function(model,\n",
    "                   df,\n",
    "                   iter,\n",
    "                   dim,\n",
    "                   x.lo=-1.5,\n",
    "                   x.hi=1.5,\n",
    "                   var.name=\"x1\",\n",
    "                   nuisance.var.name=\"\",\n",
    "                   name=\"\") {\n",
    "    \n",
    "    # goodness of fit\n",
    "    pred <- predict(model,df,iter)\n",
    "    hist(pred-df$y)\n",
    "    rmse <- sqrt(mean((pred-df$y)^2))\n",
    "    \n",
    "    # Slope of the partial dependence\n",
    "    df.score <- copy(df)\n",
    "    t <- data.table(plot(model,dim,return.grid=T))\n",
    "    plot(t)\n",
    "    t <- t[t[,get(var.name)] > x.lo & t[,get(var.name)] < x.hi,]\n",
    "    pd.slope <- median(t[,get(\"y\")]/t[,get(var.name)])\n",
    "\n",
    "    # Slope of the counterfactual machine\n",
    "    print(head(df.score[,get(var.name)]))\n",
    "    df.score[,c(var.name) := x.lo]\n",
    "    pred1 <- predict(model,df.score,iter)\n",
    "    df.score[,c(var.name) := x.hi]\n",
    "    pred2 <- predict(model,df.score,iter)\n",
    "    cm.slope <- mean((pred2-pred1)/(x.hi-x.lo))\n",
    "    \n",
    "    # Slope of the single variable dependence\n",
    "    sv.slope <- median(df[,get(\"y\")]/df[,get(var.name)])\n",
    "\n",
    "    df.out <- data.table(name=name,gof=rmse,pd.slope=pd.slope,cm.slope=cm.slope,sv.slope=sv.slope)\n",
    "\n",
    "    # Marginal effect\n",
    "    if (nuisance.var.name != \"\") {\n",
    "        x.nuisance.mean <- mean(df[,get(nuisance.var.name)])\n",
    "        df.score <- df[1,]\n",
    "        df.score[,c(nuisance.var.name) := x.nuisance.mean]\n",
    "        print(df.score)\n",
    "        df.score[,c(var.name) := x.lo]\n",
    "        pred1 <- predict(model,df.score,iter)\n",
    "        df.score[,c(var.name) := x.hi]\n",
    "        pred2 <- predict(model,df.score,iter)\n",
    "        me.slope <- mean((pred2-pred1)/(x.hi-x.lo))\n",
    "        \n",
    "        df.out <- df.out[,c(\"me.slope\") := me.slope]\n",
    "    }\n",
    "\n",
    "    \n",
    "    return(df.out)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of samples to draw."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n.entities <- 1e4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "GBM hyperparameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n.trees <- 1e4\n",
    "shrinkage <- 1e-3\n",
    "train.fraction <- 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate random data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specify the covariance matrix. The matrix has to be positive definite, but the chances you'll write down a positive definite matrix at random is very low so `nearPD` computes the nearest positive definite matrix to the one you specify for you."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 x 3 Matrix of class \"dpoMatrix\"\n",
      "          [,1]      [,2]      [,3]\n",
      "[1,] 1.0000000 0.7434105 0.7434105\n",
      "[2,] 0.7434105 1.0000000 0.1053183\n",
      "[3,] 0.7434105 0.1053183 1.0000000\n"
     ]
    }
   ],
   "source": [
    "Sigma <- nearPD(matrix(c(1  , 0.9, 0.9, \n",
    "                         0.9, 1  , 0  , \n",
    "                         0.9, 0  , 1  ),\n",
    "                       3,3),keepDiag=T)$mat\n",
    "# Sigma <- nearPD(matrix(c(1  , 0.9, 0.9, \n",
    "#                          0.9, 1  , 0.9, \n",
    "#                          0.9, 0.9, 1),\n",
    "#                        3,3),keepDiag=T)$mat\n",
    "# Sigma <- nearPD(matrix(c( 1  , 0.9, -0.9, \n",
    "#                           0.9, 1  ,  0.9, \n",
    "#                          -0.9, 0.9,  1  ),\n",
    "#                        3,3),keepDiag=T)$mat\n",
    "# Sigma <- nearPD(matrix(c(1  , 1, 0.1, \n",
    "#                          1  , 1, 0  , \n",
    "#                          0.1, 0, 1  ),\n",
    "#                        3,3),keepDiag=T)$mat\n",
    "# Sigma <- nearPD(matrix(c(1  , 0.9, 0.1, \n",
    "#                          0.9, 1  , 1  , \n",
    "#                          0.1, 1  , 1  ),\n",
    "#                        3,3),keepDiag=T)$mat\n",
    "# Sigma <- nearPD(matrix(c(1  , 0.9, 0, \n",
    "#                          0.9, 1  , 0, \n",
    "#                          0  , 0  , 1),\n",
    "#                        3,3),keepDiag=T)$mat\n",
    "\n",
    "print(Sigma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mean of the MV normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mu <- rep(0, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the fake data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 y         x1          x2\n",
      "    1:  0.04799612  0.3472637 -0.27578268\n",
      "    2: -0.12105506 -0.8650099  0.68502105\n",
      "    3:  0.29010668  1.0664798 -0.63459734\n",
      "    4: -1.06555014 -0.8937843 -0.69049069\n",
      "    5: -0.94572856 -1.1878915 -0.21812180\n",
      "   ---                                   \n",
      " 9996: -0.17766997 -0.2337859 -0.03041507\n",
      " 9997: -0.52859252  0.1699788 -0.95641996\n",
      " 9998:  0.96343408  1.1359709  0.29662565\n",
      " 9999: -0.74537820 -0.6994858 -0.40880060\n",
      "10000: -1.32818526 -0.2479371 -1.72723877\n"
     ]
    },
    {
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