{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Clustering with Gaussian Mixture Models" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Preliminaries\n", "\n", "- Goal \n", " - Introduction to the Expectation-Maximization (EM) Algorithm with application to Gaussian Mixture Models (GMM)\n", "- Materials \n", " - Mandatory\n", " - These lecture notes\n", " - Optional\n", " - Bishop pp. 430-439 for Gaussian Mixture Models" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Limitations of Simple IID Gaussian Models\n", "\n", "Sofar, model inference was solved analytically, but we used strong assumptions:\n", "\n", "- IID sampling, $p(D) = \\prod_n p(x_n)$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Simple Gaussian (or multinomial) PDFs, $p(x_n) = \\mathcal{N}(x_n|\\mu,\\Sigma)$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Some limitations of Simple Gaussian Models with IID Sampling:\n", " - What if the PDF is **multi-modal** (or is just not Gaussian in any other way)?\n", " - Covariance matrix $\\Sigma$ has $D(D+1)/2$ parameters.\n", " - This quickly becomes **a very large number** for increasing dimension $D$.\n", " - Temporal signals are often **not IID**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Towards More Flexible Models\n", "\n", "- What if the PDF is multi-modal (or is just not Gaussian in any other way)?\n", " - **Discrete latent** variable models (a.k.a. **mixture** models). We'll cover this case in this lesson.\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ " \n", "- Covariance matrix $\\Sigma$ has $D(D+1)/2$ parameters. This quickly becomes very large for increasing dimension $D$.\n", " - **Continuous latent** variable models (a.k.a. **dimensionality reduction** models). Covered in [lesson 11](http://nbviewer.ipython.org/github/bertdv/AIP-5SSB0/blob/master/lessons/notebooks/11_Continuous-Latent-Variable-Models-PCA-and-FA.ipynb)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Temporal signals are often not IID.\n", " - Introduce **Markov dependencies** and **latent state** variable models. This will be covered in [lesson 13](http://nbviewer.jupyter.org/github/bertdv/AIP-5SSB0/blob/master/lessons/notebooks/13_Dynamic-Latent-Variable-Models.ipynb).\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Illustrative Example\n", "\n", "- You're now asked to build a density model for a data set ([Old Faithful](https://en.wikipedia.org/wiki/Old_Faithful), Bishop pg. 681) that clearly is not distributed as a single Gaussian:\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Unobserved Classes\n", "\n", "Consider again a set of observed data $D=\\{x_1,\\dotsc,x_N\\}$\n", "\n", "- This time we suspect that there are unobserved class labels that would help explain (or predict) the data, e.g.,\n", " - the observed data are the color of living things; the unobserved classes are animals and plants.\n", " - observed are wheel sizes; unobserved categories are trucks and personal cars.\n", " - observed is an audio signal; unobserved classes include speech, music, traffic noise, etc.\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ " \n", "- Classification problems with unobserved classes are called **Clustering** problems. The learning algorithm needs to **discover the classes from the observed data**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### The Gaussian Mixture Model (GMM)\n", " \n", "- If the categories were observed as well, these data could be nicely modeled by the previously discussed [generative classification framework](http://nbviewer.jupyter.org/github/bertdv/AIP-5SSB0/blob/master/lessons/07_generative_classification/Generative-Classification.ipynb)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Let us use **equivalent model assumptions to linear generative classification**: \n", "$$\\begin{align*} p(x_n,\\mathcal{C}_k) &= \\overbrace{p(\\mathcal{C}_k)}^{\\text{class prior}} \\, \\overbrace{p(x_n|\\mathcal{C}_k)}^{\\text{likelihood}} \n", "= \\pi_k \\,\\mathcal{N}\\left(x_n|\\mu_k,\\Sigma_k \\right) \\end{align*}$$\n", "where, as previously, we use notational shorthand $\\mathcal{C}_k \\triangleq (z_{nk}=1)$ and a _hidden_ $1$-of-$K$ selector variable $z_{nk}$ with each observation $x_n$ as \n", "$$\n", "z_{nk} = \\begin{cases} 1 & \\text{if } \\, z_n \\in \\mathcal{C}_k\\\\\n", "0 & \\text{otherwise} \\end{cases}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Since the class labels are not observed, the probability for observations in a GMM is obtained through _marginalization_ over the classes (this is different in classification problems, where the classes are observed):\n", "$$\\begin{align*}\n", "p(x_n) = \\boxed{\\sum_k \\pi_k \\mathcal{N}\\left(x_n|\\mu_k,\\Sigma_k \\right)}\n", "\\end{align*}$$\n", " - The class priors $p(\\mathcal{C}_k) =\\pi_k$ are often called _mixture coefficients_. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Gaussian Mixture Models\n", "\n", "- GMMs are very popular models. They have decent computational properties and are **universal approximators of densities** (as long as there are enough Gaussians of course)\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Inference: Log-Likelihood for GMM\n", "\n", "- The log-likelihood for observed data $D=\\{x_1,\\dotsc,x_N\\}$,\n", "$$\\begin{align*}\n", "\\log p(D|\\theta) &\\stackrel{\\text{IID}}{=} \\sum_n \\log p(x_n|\\theta)\n", " = \\sum_n \\log \\left( \\sum_{k=1}^K p(\\mathcal{C}_k) \\, p(x_n|\\mathcal{C}_k) \\right) \\\\\n", " &= \\sum_n \\log \\left( \\sum_k \\pi_k\\mathcal{N}(x_n|\\mu_k,\\Sigma_k) \\right)\n", "\\end{align*}$$\n", "... and now the log-of-sum cannot be further simplified." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Compare this to the log-likelihood for $D=\\{(x_1,y_1),\\dotsc,(x_N,y_N)\\}$ in [(generative) classification](http://nbviewer.ipython.org/github/bertdv/AIP-5SSB0/blob/master/lessons/notebooks/07_Generative-Classification.ipynb): \n", "$$\\begin{align*}\n", "\\log p(D|\\theta) &= \\sum_n \\log \\prod_k p(x_n,\\mathcal{C}_{k}|\\theta)^{y_{nk}} \n", " = \\sum_{n,k} y_{nk} \\log p(x_n,\\mathcal{C}_{k}|\\theta) \\\\\n", " &= \\sum_k m_k \\log \\pi_k + \\sum_{n,k} y_{nk} \\log \\mathcal{N}(x_n|\\mu_k,\\Sigma)\n", "\\end{align*}$$\n", "which led to easy Gaussian and multinomial parameter estimation." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "source": [ "- Fortunately GMMs can be trained by maximum likelihood using an efficient algorithm: Expectation-Maximization." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Introducing a Soft Class Indicator\n", "\n", "Let's introduce a $1$-of-$K$ selector variable $z_{nk}$ to represent the _unobserved_ classes $\\mathcal{C}_k$ by \n", "$$\n", "z_{nk} = \\begin{cases} 1 & \\text{if $z_n$ in class $\\mathcal{C}_k$}\\\\\n", " 0 & \\text{otherwise} \\end{cases}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- We don't _observe_ the class labels $z_{nk}$, but we can compute the posterior probability for the class labels, given the observation $x_n$:\n", "$$\\begin{align*}\n", "p(\\mathcal{C}_k | x_n ) &= \\frac{p(x_n|\\mathcal{C}_k)p(\\mathcal{C}_k)}{\\sum_{k^\\prime} p(x_n|\\mathcal{C}_{k^\\prime})p(\\mathcal{C}_{k^\\prime})} \n", " = \\frac{\\pi_k \\mathcal{N}(x_n | \\mu_k,\\Sigma_k)}{\\sum_{k^\\prime} \\pi_{k^\\prime} \\mathcal{N}(x_n | \\mu_{k^\\prime},\\Sigma_{k^\\prime})}\n", "\\end{align*}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The $\\gamma_{nk} \\triangleq p(\\mathcal{C}_k | x_n ) = p(z_{nk}=1 | x_n )$ are also called **responsibilities**. Note that $0 \\leq \\gamma_{nk} \\leq 1$ by definition and that they can be evaluated (i.e., we can compute it)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The responsibilities $\\gamma_{nk}$ are soft class indicators and they play the same role in clustering as class selection variables ($y_{nk}$) do in classification problems. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### ML estimation for Clustering: The Expectation-Maximization (EM) Algorithm Idea \n", "\n", "- IDEA: Let's apply the (generative) classification formulas and substitute the reponsibilities $\\gamma_{nk}$ wherever the formulas use the binary class indicators $y_{nk}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Try parameter updates (same as for [generative Gaussian classification](http://nbviewer.ipython.org/github/bertdv/AIP-5SSB0/blob/master/lessons/notebooks/07_Generative-Classification.ipynb)):\n", "$$\\begin{align*}\n", "\\hat \\pi_k &= \\frac{m_k}{N}\\,,\\quad \\text{where }m_k = \\sum_n \\gamma_{nk} \\\\\n", "\\hat \\mu_k &= \\frac{1}{m_k} \\sum_n \\gamma_{nk} x_n \\\\\n", "\\hat \\Sigma_k &= \\frac{1}{m_k} \\sum_{n} \\gamma_{nk} (x_n-\\hat \\mu_k)(x_n-\\hat \\mu_k)^T\n", "\\end{align*}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- But wait ..., the responsibilities $\\gamma_{nk}=\\frac{\\pi_k \\mathcal{N}(x_n|\\mu_k,\\Sigma_k)}{\\sum_j \\pi_j \\mathcal{N}(x_n|\\mu_j,\\Sigma_j)}$ are a function of the model parameters $\\{\\pi,\\mu,\\Sigma\\}$ and the parameter updates depend on the responsibilities ..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- **Solution**: Iterate updating between $\\gamma_{nk}$ and the parameters $\\{\\pi,\\mu,\\Sigma\\}$. This procedure is called the **Expectation-Maximization (EM)** algorithm." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### CODE EXAMPLE\n", "\n", "We'll perform clustering on the data set from the illustrative example by fitting a GMM consisting of two Gaussians using the EM algorithm. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "using DataFrames, CSV\n", "include(\"scripts/gmm_plot.jl\") # Holds plotting function \n", "old_faithful = CSV.read(\"datasets/old_faithful.csv\")\n", "X = convert(Matrix{Float64}, [old_faithful[1] old_faithful[2]]')\n", "N = size(X, 2)\n", "\n", "# Initialize the GMM. We assume 2 clusters.\n", "clusters = [MvNormal([4.;60.], diagm([.5;10^2])); \n", " MvNormal([2.;80.], diagm([.5;10^2]))]\n", "π_hat = [0.5; 0.5] # Mixing weights\n", "γ = fill!(Matrix{Float64}(2,N), NaN) # Responsibilities (row per cluster)\n", "\n", "# Define functions for updating the parameters and responsibilities\n", "function updateResponsibilities!(X, clusters, π_hat, γ)\n", " # Expectation step: update γ\n", " norm = [pdf(clusters[1], X) pdf(clusters[2], X)] * π_hat\n", " γ[1,:] = (π_hat[1] * pdf(clusters[1],X) ./ norm)'\n", " γ[2,:] = 1 - γ[1,:]\n", "end\n", "function updateParameters!(X, clusters, π_hat, γ)\n", " # Maximization step: update π_hat and clusters using ML estimation\n", " m = sum(γ, 2)\n", " π_hat = m / N\n", " μ_hat = (X * γ') ./ m'\n", " for k=1:2\n", " Z = (X .- μ_hat[:,k])\n", " Σ_k = Hermitian(((Z .* (γ[k,:])') * Z') / m[k])\n", " clusters[k] = MvNormal(μ_hat[:,k], convert(Matrix, Σ_k))\n", " end\n", "end\n", "\n", "# Execute the algorithm: iteratively update parameters and responsibilities\n", "subplot(2,3,1); plotGMM(X, clusters, γ); title(\"Initial situation\")\n", "updateResponsibilities!(X, clusters, π_hat, γ)\n", "subplot(2,3,2); plotGMM(X, clusters, γ); title(\"After first E-step\")\n", "updateParameters!(X, clusters, π_hat, γ)\n", "subplot(2,3,3); plotGMM(X, clusters, γ); title(\"After first M-step\")\n", "iter_counter = 1\n", "for i=1:3\n", " for j=1:i+1\n", " updateResponsibilities!(X, clusters, π_hat, γ)\n", " updateParameters!(X, clusters, π_hat, γ)\n", " iter_counter += 1\n", " end\n", " subplot(2,3,3+i); plotGMM(X, clusters, γ); \n", " title(\"After $(iter_counter) iterations\")\n", "end\n", "PyPlot.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Note that you can step through the interactive demo yourself by running [this script](https://github.com/bertdv/AIP-5SSB0/blob/master/lessons/notebooks/scripts/interactive_em_demo.jl) in julia. You can run a script in julia by \n", "`julia> include(\"path/to/script-name.jl\")`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Clustering vs. (Generative) Classification\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "
Classification Clustering
1Class label $y_n$ is observed Class label $z_n$ is latent
2log-likelihood conditions on observed class
$$\\propto \\sum_{nk} y_{nk} \\log \\mathcal{N}(x_n|\\mu_k,\\Sigma_k)$$
log-likelihood marginalizes over latent classes
$$\\propto \\sum_{n}\\log \\sum_k \\pi_k \\mathcal{N}(x_n|\\mu_k,\\Sigma_k)$$
3'Hard' class selector
$$\n", "y_{nk} = \\begin{cases} 1 & \\text{if $y_n$ in class $\\mathcal{C}_k$}\\\\\n", " 0 & \\text{otherwise} \\end{cases}\n", "$$
'Soft' class responsibility
$$\\gamma_{nk} = p(\\mathcal{C}_k|x_n)$$
4Estimation:
\n", "$$\\begin{align*}\n", "\\hat{\\pi}_k &= \\frac{1}{N}\\sum_n y_{nk} \\\\\n", "\\hat{\\mu}_k &= \\frac{\\sum_n y_{nk} x_n}{\\sum_n y_{nk}} \\\\\n", "\\hat{\\Sigma}_k &= \\frac{\\sum_n y_{nk} (x_n-\\hat\\mu_k)(x_n-\\hat\\mu_k)^T}{\\sum_n y_{nk}}\n", "\\end{align*}$$\n", "
Estimation (1 update of M-step!)
\n", "$$\\begin{align*}\n", "\\hat{\\pi}_k &= \\frac{1}{N}\\sum_n \\gamma_{nk} \\\\\n", "\\hat{\\mu}_k &= \\frac{\\sum_n \\gamma_{nk} x_n}{\\sum_n \\gamma_{nk}} \\\\\n", "\\hat{\\Sigma}_k &= \\frac{\\sum_n \\gamma_{nk} (x_n-\\hat\\mu_k)(x_n-\\hat\\mu_k)^T}{\\sum_n \\gamma_{nk}}\n", "\\end{align*}$$\n", "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "source": [ "---\n", "The cell below loads the style file" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "open(\"../../styles/aipstyle.html\") do f\n", " display(\"text/html\", readstring(f))\n", "end" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Julia 0.6.2", "language": "julia", "name": "julia-0.6" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }