C3/L5B_bayesian_expectation_maximization.ipynb

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      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt \n",
        "import pandas as pd \n",
        "import seaborn as sns\n",
        "import arviz as az\n",
        "from statsmodels.tsa import stattools\n",
        "import statsmodels.api as sm\n",
        "import pymc3 as pm\n",
        "import pymc\n",
        "\n",
        "import sys\n",
        "sys.path.insert(0, '..')\n",
        "from utils.plot_lib import set_default\n",
        "\n",
        "set_default(figsize=(6, 4))"
      ],
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      "outputs": []
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        "### Bayesian EM for Mixture of Bivariate Normals\n",
        "\n",
        "We're going to work with bivariates, so that's where the P-parameter controls is that we are bivariate normals. Again, we're going to work with three components in the mixture and we are going to have the same epsilon parameter that controls when to stop the algorithm. "
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      "source": [
        "### Example of an EM algorithm for fitting a location mixture of 2 Gaussian components\n",
        "### The algorithm is tested using simulated data\n",
        "\n",
        "from scipy.stats import norm\n",
        "from scipy.stats import multivariate_normal\n",
        "\n",
        "## Clear the environment and load required libraries\n",
        "np.random.seed(1)\n",
        "\n",
        "## Generate data from a mixture with 2 components\n",
        "p          = 2 # Bivariate normals\n",
        "KK         = 3 # Number of componentes\n",
        "w_true     = np.array([0.5, 0.3, 0.2])  # True weights associated with the components\n",
        "\n",
        "mu_true    = np.zeros((KK, p)) # Matriz of true means\n",
        "mu_true[0] = [0, 0] # True mean for the first component\n",
        "mu_true[1] = [5, 5] # True mean for the second component\n",
        "mu_true[2] = [-3, 7] # True mean for the third component\n",
        "\n",
        "sigma_true = np.zeros((KK, p, p))   # Matriz of true covariance matrices\n",
        "sigma_true[0] = np.array([[1, 0], [0, 1]])   # Covariance matrix of first component\n",
        "sigma_true[1] = np.array([[2, 0.9], [0.9, 1]])   # Covariance matrix of second component\n",
        "sigma_true[2] = np.array([[1, -0.9], [-0.9, 4]])   # Covariance matrix of third component\n",
        "\n",
        "n          = 120         # Number of observations to be generated\n",
        "\n",
        "### Step 1 ### Sample component indicators\n",
        "cc_true    = np.random.choice([0, 1, 2], n, p = w_true) # C_i sample \n",
        "x     = []\n",
        "### Step 2 ### Sample from normal distribution\n",
        "for i in range(n):\n",
        "  x.append(multivariate_normal.rvs(mean = mu_true[cc_true[i]], cov = sigma_true[cc_true[i]], size = 1))\n",
        "\n",
        "x = np.array(x)\n",
        "print('The first five samples of C_i are: {}'.format(cc_true[:5]))\n",
        "print('The first five samples of the mixture are: \\n{}'.format(x[:5]))"
      ],
      "execution_count": 2,
      "outputs": [
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          "text": [
            "The first five samples of C_i are: [0 1 0 0 0]\nThe first five samples of the mixture are: \n[[ 0.12182127  1.12948391]\n [ 3.29215478  4.14244718]\n [-0.37528495 -0.63873041]\n [ 0.42349435  0.07734007]\n [-0.34385368  0.04359686]]\n"
          ]
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      "source": [
        "### Plotting the true distributions\n",
        "\n",
        "# Plot f(x) along with the observations just sampled\n",
        "sns.kdeplot(x[:, 0], x[:, 1], bw_method = .9, hue = cc_true, fill = False)\n",
        "sns.scatterplot(x[:, 0], x[:, 1], hue = cc_true)\n",
        "plt.xlabel('xx')\n",
        "plt.ylabel('Density')\n",
        "plt.title('Data + True components')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 3,
      "outputs": [
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FqZi45dOUNKC"
      },
      "source": [
        "### Initial guess of data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 754
        },
        "id": "PW_61-jwUMNX",
        "outputId": "5020501d-f018-40a3-e6c4-90fa3f7cb02d"
      },
      "source": [
        "## Initialize the parameters and initial guess\n",
        "w     = np.ones(KK) / KK                         # Assign equal weight to each component to start with\n",
        "mu    = multivariate_normal.rvs(mean = np.mean(x, axis = 0), cov = np.cov(x.T), size = KK)   # Random cluster centers randomly spread over the support of the data\n",
        "Sigma = np.zeros((KK, p, p))  # Initial covariance mat deviation\n",
        "Sigma[0] = np.cov(x.T) / KK   # Covariance matrix of first component\n",
        "Sigma[1] = np.cov(x.T) / KK   # Covariance matrix of second component\n",
        "Sigma[2] = np.cov(x.T) / KK   # Covariance matrix of third component\n",
        "\n",
        "print('The initial guess for w are: \\n{}'.format(w))\n",
        "print('The initial guess for mu are: \\n{}'.format(mu))\n",
        "print('The initial guess for sigma are: \\n{}'.format(Sigma))\n",
        "\n",
        "# Sampling to visualize first guess\n",
        "### Step 1 ### Sample component indicators\n",
        "cc_test    = np.random.choice([0, 1, 2], n, p = w) # C_i sample \n",
        "xx     = []\n",
        "### Step 2 ### Sample from normal distribution\n",
        "for i in range(n):\n",
        "  xx.append(multivariate_normal.rvs(mean = mu[cc_test[i]], cov = Sigma[cc_test[i]], size = 1))\n",
        "\n",
        "xx = np.array(xx)\n",
        "\n",
        "# Plotting first guess\n",
        "sns.kdeplot(xx[:, 0], xx[:, 1], bw_method = .4, hue = cc_test, fill = False)\n",
        "sns.scatterplot(x[:, 0], x[:, 1], hue = cc_true)\n",
        "plt.xlabel('xx')\n",
        "plt.ylabel('Density')\n",
        "plt.title('Data + First guess of components')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The initial guess for w are: \n[0.33333333 0.33333333 0.33333333]\nThe initial guess for mu are: \n[[ 4.54873655  3.65964081]\n [ 3.66839328  5.70280922]\n [ 1.70491136 -0.07722635]]\nThe initial guess for sigma are: \n[[[ 3.34787295 -0.09543668]\n  [-0.09543668  3.56539587]]\n\n [[ 3.34787295 -0.09543668]\n  [-0.09543668  3.56539587]]\n\n [[ 3.34787295 -0.09543668]\n  [-0.09543668  3.56539587]]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fiPpDWfqBaMI"
      },
      "source": [
        "### Initializing priors"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GbeDlrILBcNz"
      },
      "source": [
        "## The actual MCMC algorithm starts here\n",
        "# Priors\n",
        "aa  = np.ones(KK)           # Uniform prior on w (Beta prior for w)\n",
        "dd  = np.mean(x, axis = 0)  # Mean of the mus (Bivariate prior for means)\n",
        "DD  = 10 * np.cov(x.T)      # Covariance matrix for means (Bivariate prior for means)\n",
        "nu  = p                     # Inverse Wishard prior for covariance\n",
        "SS = np.cov(x.T) / 3        # Scale matrix for (Wishard prior for covariance)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 450
        },
        "id": "eH5GGs5RAl4o",
        "outputId": "d733227f-2daa-48f5-c07e-b4c6fe7b84da"
      },
      "source": [
        "from scipy.stats import dirichlet\n",
        "from scipy.stats import invwishart\n",
        "\n",
        "# Number of iterations of the sampler\n",
        "rrr   = 100   # Number of iterations\n",
        "\n",
        "# Storing the samples\n",
        "cc_out    = np.zeros((rrr, n))        # Store outputs\n",
        "w_out     = np.zeros((rrr, KK))       # Sample of the weights\n",
        "mu_out    = np.zeros((rrr, KK, p))    # Sample of mus\n",
        "sigma_out = np.zeros((rrr, KK, p, p)) # Sample of sigmas\n",
        "logpost   = np.zeros(rrr)             # Used to monitor convergence\n",
        "\n",
        "for s in range(rrr):\n",
        "  cc = np.zeros(n)\n",
        "  # Sample the indicators\n",
        "  for i in range(n):\n",
        "    v = np.zeros(KK)\n",
        "    for k in range(KK):\n",
        "      v[k] = np.log(w[k]) + multivariate_normal.logpdf(mean = mu[k, :], cov = Sigma[k, :, :], x = x[i, :]) # Compute the log of the weights\n",
        "    v     = np.exp(v - max(v)) / np.sum(np.exp(v - max(v)))  # Go from logs to actual weights in a numerically stable manner\n",
        "    cc[i] = np.random.choice([0, 1, 2], 1, p = v) # C_i sample \n",
        "\n",
        "  # Sample the weights\n",
        "  unique, counts = np.unique(cc[:], return_counts=True)\n",
        "  w = dirichlet.rvs(alpha = aa + counts, size = 1)[0]\n",
        "\n",
        "  # Sample the means\n",
        "  DD_st = np.zeros((p, p))\n",
        "  for k in range(KK):\n",
        "    mk = np.sum(cc[:] == k)\n",
        "    xsumk = np.sum(x[cc[:] == k], axis = 0)\n",
        "    DD_st = np.linalg.inv(mk *  np.linalg.inv(Sigma[k, :, :]) + np.linalg.inv(DD))\n",
        "    dd_st = np.dot(DD_st, (np.dot(np.linalg.inv(Sigma[k, :, :]), xsumk[:, np.newaxis]) +  np.dot(np.linalg.inv(DD), dd[:, np.newaxis]))).ravel()\n",
        "    mu[k, :] = multivariate_normal.rvs(mean = dd_st, cov = DD_st, size = 1)\n",
        "\n",
        "  # Sample the variances\n",
        "  xcensumk = np.zeros((KK,p,p))\n",
        "  for i in range(n):\n",
        "    xcensumk[int(cc[i]), :, :] = xcensumk[int(cc[i]), :, :] + np.dot((x[i, :] - mu[int(cc[i]), :])[:, np.newaxis], (x[i, :] - mu[int(cc[i]), :])[:, np.newaxis].T)\n",
        "  for k in range(KK):\n",
        "    Sigma[k, :, :] = invwishart.rvs(df = nu + np.sum(cc[:] == k), scale = SS + xcensumk[k, :, :], size = 1)\n",
        "\n",
        "  # Store samples\n",
        "  cc_out[s, :]   = cc\n",
        "  w_out[s, :]       = w\n",
        "  mu_out[s, :, :]   = mu\n",
        "  sigma_out[s, :, :, :]   = Sigma\n",
        "\n",
        "  for i in range(n):\n",
        "    # Computing logposterior likelihood term\n",
        "    logpost[s] = logpost[s] + np.log(w[int(cc[i])]) + multivariate_normal.logpdf(mean = mu[int(cc[i]), :], cov = Sigma[int(cc[i]), :, :], x = x[i, :])\n",
        "  # W term\n",
        "  logpost[s] = logpost[s] + dirichlet.logpdf(alpha = aa, x = w)\n",
        "  # Mu and Sigmaterm\n",
        "  for k in range(KK):\n",
        "    logpost[s] = logpost[s] + multivariate_normal.logpdf(mean = dd, cov = DD, x = mu[k, :]) # Mu\n",
        "    logpost[s] = logpost[s] + invwishart.logpdf(df = nu, scale = SS, x = Sigma[k, :, :]) # Sigma\n",
        "\n",
        "  if s / 25 == np.floor(s / 25):\n",
        "    print('Current iteration is: {}'.format(s))\n",
        "\n",
        "## Plot the logposterior distribution for various samples\n",
        "fig, ax = plt.subplots(1, 1)\n",
        "ax.plot(np.arange(len(logpost)), logpost, 'r-', lw=1, alpha=0.6, label='Trace plot') # Trace plot of data\n",
        "ax.legend(loc='best', frameon=False)\n",
        "# plot density estimate of the posterior\n",
        "plt.title('Trace plot of Logposterior')\n",
        "plt.show()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Current iteration is: 0\n",
            "Current iteration is: 25\n",
            "Current iteration is: 50\n",
            "Current iteration is: 75\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EVz2hcsLSntF",
        "outputId": "bd29bab6-1c7e-4379-826c-2cb0eedb5778"
      },
      "source": [
        "print('The final Mu_hat values are: {}'.format(mu))\n",
        "print('The true mu values are: {}\\n'.format(mu_true))\n",
        "\n",
        "print('The final sigma_hat values are: {}'.format(Sigma))\n",
        "print('The true sigma values are: {}\\n'.format(sigma_true))\n",
        "\n",
        "print('The final w_hat values are: {}'.format(w))\n",
        "print('The true w values are: {}\\n'.format(w_true))\n",
        "\n",
        "print('The final c_hat values are: {}'.format(cc[:10]))\n",
        "print('The true c values are: {}\\n'.format(cc_true[:10]))"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The final Mu_hat values are: [[ 4.81195098  4.92396115]\n [-3.15325373  7.22298179]\n [ 0.10426421  0.16925444]]\nThe true mu values are: [[ 0.  0.]\n [ 5.  5.]\n [-3.  7.]]\n\nThe final sigma_hat values are: [[[ 2.04945842  0.68783483]\n  [ 0.68783483  0.6440272 ]]\n\n [[ 1.16061513 -1.00687081]\n  [-1.00687081  2.82023446]]\n\n [[ 0.83251855 -0.15679831]\n  [-0.15679831  0.92821884]]]\nThe true sigma values are: [[[ 1.   0. ]\n  [ 0.   1. ]]\n\n [[ 2.   0.9]\n  [ 0.9  1. ]]\n\n [[ 1.  -0.9]\n  [-0.9  4. ]]]\n\nThe final w_hat values are: [0.33547732 0.19292381 0.47159887]\nThe true w values are: [0.5 0.3 0.2]\n\nThe final c_hat values are: [2. 0. 2. 2. 2. 2. 2. 2. 2. 0.]\nThe true c values are: [0 1 0 0 0 0 0 0 0 1]\n\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 493
        },
        "id": "gti5P1ALYCMq",
        "outputId": "700377f4-3f25-4e3a-b138-8260aae1b31d"
      },
      "source": [
        "# Sampling to visualize first guess\n",
        "### Step 1 ### Sample component indicators\n",
        "cc_final    = np.random.choice([0, 1, 2], n, p = w) # C_i sample \n",
        "xx     = []\n",
        "### Step 2 ### Sample from normal distribution\n",
        "for i in range(n):\n",
        "  xx.append(multivariate_normal.rvs(mean = mu[cc_final[i]], cov = Sigma[cc_final[i]], size = 1))\n",
        "\n",
        "xx = np.array(xx)\n",
        "\n",
        "# Plotting first guess\n",
        "sns.kdeplot(xx[:, 0], xx[:, 1], bw_method = .4, hue = cc_final, fill = False)\n",
        "sns.scatterplot(x[:, 0], x[:, 1], hue = cc_true)\n",
        "plt.xlabel('xx')\n",
        "plt.ylabel('Density')\n",
        "plt.title('Data + Final guess of components')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 600x400 with 1 Axes>",
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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}