{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Article outline\n", "\n", "1. [Algorithm](#1.-Algorithm)\n", "2. [Comparison with Decision Trees and Bagging](#2.-Comparison-with-Decision-Trees-and-Bagging)\n", "3. [Parameters](#3.-Parameters)\n", "4. [Variance and Decorrelation](#4.-Variance-and-Decorrelation)\n", "5. [Bias](#5.-Bias)\n", "6. [Extremely Randomized Trees](#6.-Extremely-Randomized-Trees)\n", "7. [Similarities between Random Forest and k-Nearest Neighbors](#7.-Similarities-between-Random-Forest-and-k-Nearest-Neighbors)\n", "8. [Transformation of a dataset into a high-dimensional representation](#8.-Transformation-of-a-dataset-into-a-high-dimensional-representation)\n", "9. [Pros and cons of random forests](#9.-Pros-and-cons-of-random-forests)\n", "10. [Demo assignment](#10.-Demo-assignment)\n", "11. [Useful resources](#11.-Useful-resources)\n", "\n", "$\\DeclareMathOperator{\\Var}{Var}$\n", "$\\DeclareMathOperator{\\Cov}{Cov}$\n", "$\\DeclareMathOperator{\\Corr}{Corr}$\n", "$\\DeclareMathOperator{\\Err}{Err}$\n", "$\\DeclareMathOperator{\\Bias}{Bias}$\n", "$\\DeclareMathOperator{\\E}{\\mathbb{E}}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Leo Breiman managed to apply bootstrapping not only in statistics but also in machine learning. He, along with Adel Cutler, extended and improved the random forest algorithm [proposed by Tin Kam Ho](http://ect.bell-labs.com/who/tkh/publications/papers/odt.pdf). They combined the construction of uncorrelated trees using [CART](https://en.wikipedia.org/wiki/Predictive_analytics#Classification_and_regression_trees_.28CART.29), bagging, and the [random subspace method](https://en.wikipedia.org/wiki/Random_subspace_method). \n", "\n", "Decision trees are a good choice for the base classifier in bagging because they are quite sophisticated and can achieve zero classification error on any sample. The random subspace method reduces the correlation between the trees and thus prevents overfitting. With bagging, the base algorithms are trained on different random subsets of the original feature set.\n", "\n", "The following algorithm constructs an ensemble of models using the random subspace method:\n", "\n", "1. Let the number of instances be equal to $\\large \\ell$, and the number of features be equal to $\\large d$.\n", "2. Choose $\\large L$ as the number of individual models in the ensemble. \n", "3. For each model $\\large l$, choose the number of features $\\large dl < d$. As a rule, the same value of $\\large dl$ is used for all the models.\n", "4. For each model $\\large l$, create a training set by selecting $\\large dl$ features at random from the whole set of $\\large d$ features.\n", "5. Train each model.\n", "6. Apply the resulting ensemble model to a new instance by combining the results from all the models in $\\large L$. You can use either majority voting or aggregation of the posterior probabilities. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Algorithm\n", "\n", "The algorithm for constructing a random forest of $\\large N$ trees goes as follows:\n", "\n", "* For each $\\large k = 1, \\dots, N$:\n", "\n", " * Generate a bootstrap sample $\\large X_k$.\n", " * Build a decision tree $\\large b_k$ on the sample $\\large X_k$:\n", "\n", " * Pick the best feature according to the given criteria. Split the sample by this feature to create a new tree level. Repeat this procedure until the sample is exhausted.\n", " * Building the tree until any of its leaves contains no more than $\\large n_\\text{min}$ instances or until a certain depth is reached.\n", " * For each split, we first randomly pick $\\large m$ features from the $\\large d$ original ones and then search for the next best split only among the subset.\n", " \n", "The final classifier is defined by:\n", "$$\\large a(x) = \\frac{1}{N}\\sum_{k = 1}^N b_k(x)$$\n", "\n", "We use the majority voting for classification and the mean for regression.\n", "\n", "For classification problems, it is advisable to set $\\large m = \\sqrt{d}$. For regression problems, we usually take $\\large m = \\frac{d}{3}$, where $\\large d$ is the number of features. It is recommended to build each tree until all of its leaves contain only $\\large n_\\text{min} = 1$ examples for classification and $\\large n_\\text{min} = 5$ examples for regression. \n", "\n", "You can see random forest as bagging of decision trees with the modification of selecting a random subset of features at each split.\n", "\n", "## 2. Comparison with Decision Trees and Bagging" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Disable warnings in Anaconda\n", "import warnings\n", "import numpy as np\n", "warnings.filterwarnings('ignore')\n", "\n", "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "plt.style.use('ggplot')\n", "plt.rcParams['figure.figsize'] = 10, 6\n", "%config InlineBackend.figure_format = 'retina' \n", "\n", "import seaborn as sns\n", "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n", "from sklearn.ensemble import BaggingClassifier, BaggingRegressor\n", "from sklearn.tree import DecisionTreeRegressor, DecisionTreeClassifier\n", "from sklearn.datasets import make_circles\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "