{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GLM: Robust Regression with Outlier Detection\n", "\n", "**A minimal reproducable example of Robust Regression with Outlier Detection using Hogg 2010 Signal vs Noise method.**\n", "\n", "+ This is a complementary approach to the Student-T robust regression as illustrated in [Thomas Wiecki's notebook]((GLM-robust.ipynb), that approach is also compared here.\n", "+ This model returns a robust estimate of linear coefficients and an indication of which datapoints (if any) are outliers.\n", "+ The likelihood evaluation is essentially a copy of eqn 17 in \"Data analysis recipes: Fitting a model to data\" - [Hogg 2010](http://arxiv.org/abs/1008.4686).\n", "+ The model is adapted specifically from Jake Vanderplas' [implementation](http://www.astroml.org/book_figures/chapter8/fig_outlier_rejection.html) (3rd model tested).\n", "+ The dataset is tiny and hardcoded into this Notebook. It contains errors in both the x and y, but we will deal here with only errors in y.\n", "\n", "\n", "**Note:**\n", "\n", "+ Python 3.4 project using latest available [PyMC3](https://github.com/pymc-devs/pymc3)\n", "+ Developed using [ContinuumIO Anaconda](https://www.continuum.io/downloads) distribution on a Macbook Pro 3GHz i7, 16GB RAM, OSX 10.10.5.\n", "+ During development I've found that 3 data points are always indicated as outliers, but the remaining ordering of datapoints by decreasing outlier-hood is slightly unstable between runs: the posterior surface appears to have a small number of solutions with similar probability. \n", "+ Finally, if runs become unstable or Theano throws weird errors, try clearing the cache `$> theano-cache clear` and rerunning the notebook.\n", "\n", "\n", "**Package Requirements (shown as a conda-env YAML):**\n", "```\n", "$> less conda_env_pymc3_examples.yml\n", "\n", "name: pymc3_examples\n", " channels:\n", " - defaults\n", " dependencies:\n", " - python=3.4\n", " - ipython\n", " - ipython-notebook\n", " - ipython-qtconsole\n", " - numpy\n", " - scipy\n", " - matplotlib\n", " - pandas\n", " - seaborn\n", " - patsy \n", " - pip\n", "\n", "$> conda env create --file conda_env_pymc3_examples.yml\n", "\n", "$> source activate pymc3_examples\n", "\n", "$> pip install --process-dependency-links git+https://github.com/pymc-devs/pymc3\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC3 v3.6\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from scipy import optimize\n", "import pymc3 as pm\n", "import theano\n", "import theano.tensor as tt\n", "\n", "# configure some basic options\n", "sns.set(style=\"darkgrid\", palette=\"muted\")\n", "pd.set_option('display.notebook_repr_html', True)\n", "plt.rcParams['figure.figsize'] = 12, 8\n", "np.random.seed(0)\n", "\n", "print('Running on PyMC3 v{}'.format(pm.__version__))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load and Prepare Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use the Hogg 2010 data available at https://github.com/astroML/astroML/blob/master/astroML/datasets/hogg2010test.py\n", "\n", "It's a very small dataset so for convenience, it's hardcoded below" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### cut & pasted directly from the fetch_hogg2010test() function\n", "## identical to the original dataset as hardcoded in the Hogg 2010 paper\n", "\n", "dfhogg = pd.DataFrame(np.array([[1, 201, 592, 61, 9, -0.84],\n", " [2, 244, 401, 25, 4, 0.31],\n", " [3, 47, 583, 38, 11, 0.64],\n", " [4, 287, 402, 15, 7, -0.27],\n", " [5, 203, 495, 21, 5, -0.33],\n", " [6, 58, 173, 15, 9, 0.67],\n", " [7, 210, 479, 27, 4, -0.02],\n", " [8, 202, 504, 14, 4, -0.05],\n", " [9, 198, 510, 30, 11, -0.84],\n", " [10, 158, 416, 16, 7, -0.69],\n", " [11, 165, 393, 14, 5, 0.30],\n", " [12, 201, 442, 25, 5, -0.46],\n", " [13, 157, 317, 52, 5, -0.03],\n", " [14, 131, 311, 16, 6, 0.50],\n", " [15, 166, 400, 34, 6, 0.73],\n", " [16, 160, 337, 31, 5, -0.52],\n", " [17, 186, 423, 42, 9, 0.90],\n", " [18, 125, 334, 26, 8, 0.40],\n", " [19, 218, 533, 16, 6, -0.78],\n", " [20, 146, 344, 22, 5, -0.56]]),\n", " columns=['id','x','y','sigma_y','sigma_x','rho_xy'])\n", "\n", "\n", "## for convenience zero-base the 'id' and use as index\n", "dfhogg['id'] = dfhogg['id'] - 1\n", "dfhogg.set_index('id', inplace=True)\n", "\n", "## standardize (mean center and divide by 1 sd)\n", "dfhoggs = (dfhogg[['x','y']] - dfhogg[['x','y']].mean(0)) / dfhogg[['x','y']].std(0)\n", "dfhoggs['sigma_y'] = dfhogg['sigma_y'] / dfhogg['y'].std(0)\n", "dfhoggs['sigma_x'] = dfhogg['sigma_x'] / dfhogg['x'].std(0)\n", "\n", "## create xlims ylims for plotting\n", "xlims = (dfhoggs['x'].min() - np.ptp(dfhoggs['x'])/5\n", " ,dfhoggs['x'].max() + np.ptp(dfhoggs['x'])/5)\n", "ylims = (dfhoggs['y'].min() - np.ptp(dfhoggs['y'])/5\n", " ,dfhoggs['y'].max() + np.ptp(dfhoggs['y'])/5)\n", "\n", "## scatterplot the standardized data\n", "g = sns.FacetGrid(dfhoggs, height=8)\n", "_ = g.map(plt.errorbar, 'x', 'y', 'sigma_y', 'sigma_x', marker=\"o\", ls='')\n", "_ = g.axes[0][0].set_ylim(ylims)\n", "_ = g.axes[0][0].set_xlim(xlims)\n", "\n", "plt.subplots_adjust(top=0.92)\n", "_ = g.fig.suptitle('Scatterplot of Hogg 2010 dataset after standardization', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe**: \n", "\n", "+ Even judging just by eye, you can see these datapoints mostly fall on / around a straight line with positive gradient\n", "+ It looks like a few of the datapoints may be outliers from such a line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Conventional OLS Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *linear model* is really simple and conventional:\n", "\n", "$$\\bf{y} = \\beta^{T} \\bf{X} + \\bf{\\sigma}$$\n", "\n", "where: \n", "\n", "$\\beta$ = coefs = $\\{1, \\beta_{j \\in X_{j}}\\}$ \n", "$\\sigma$ = the measured error in $y$ in the dataset `sigma_y`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define model\n", "\n", "**NOTE:**\n", "+ We're using a simple linear OLS model with Normally distributed priors so that it behaves like a ridge regression" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as mdl_ols:\n", " \n", " ## Define weakly informative Normal priors to give Ridge regression\n", " b0 = pm.Normal('b0_intercept', mu=0, sigma=1)\n", " b1 = pm.Normal('b1_slope', mu=0, sigma=1)\n", " \n", " ## Define linear model\n", " yest = b0 + b1 * dfhoggs['x']\n", " \n", " ## Use y error from dataset, convert into theano variable\n", " sigma_y = theano.shared(np.asarray(dfhoggs['sigma_y'],\n", " dtype=theano.config.floatX), name='sigma_y')\n", "\n", " ## Define Normal likelihood\n", " likelihood = pm.Normal('likelihood', mu=yest, sigma=sigma_y, observed=dfhoggs['y'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [b1_slope, b0_intercept]\n", "Sampling 2 chains: 100%|██████████| 2000/2000 [00:00<00:00, 2023.86draws/s]\n" ] } ], "source": [ "with mdl_ols:\n", " ## take samples\n", " traces_ols = pm.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### View Traces" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = pm.traceplot(traces_ols,\n", " lines=tuple([(k, {}, v['mean']) \n", " for k, v in pm.summary(traces_ols).iterrows()]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:** We'll illustrate this OLS fit and compare to the datapoints in the final plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Robust Model: Student-T Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've added this brief section in order to directly compare the Student-T based method exampled in [Thomas Wiecki's notebook](GLM-robust.ipynb).\n", "\n", "Instead of using a Normal distribution for the likelihood, we use a Student-T, which has fatter tails. In theory this allows outliers to have a smaller mean square error in the likelihood, and thus have less influence on the regression estimation. This method does not produce inlier / outlier flags but is simpler and faster to run than the Signal Vs Noise model below, so a comparison seems worthwhile.\n", "\n", "**Note:** we'll constrain the Student-T 'degrees of freedom' parameter `nu` to be an integer, but otherwise leave it as just another stochastic to be inferred: no need for prior knowledge." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define Model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as mdl_studentt:\n", " \n", " ## Define weakly informative Normal priors to give Ridge regression\n", " b0 = pm.Normal('b0_intercept', mu=0, sigma=1)\n", " b1 = pm.Normal('b1_slope', mu=0, sigma=1)\n", " \n", " ## Define linear model\n", " yest = b0 + b1 * dfhoggs['x']\n", " \n", " ## Use y error from dataset, convert into theano variable\n", " sigma_y = theano.shared(np.asarray(dfhoggs['sigma_y'],\n", " dtype=theano.config.floatX), name='sigma_y')\n", " \n", " ## define prior for Student T degrees of freedom\n", " nu = pm.Uniform('nu', lower=1, upper=100)\n", "\n", " ## Define Student T likelihood\n", " likelihood = pm.StudentT('likelihood', mu=yest, sigma=sigma_y, nu=nu,\n", " observed=dfhoggs['y'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [nu, b1_slope, b0_intercept]\n", "Sampling 2 chains: 100%|██████████| 5000/5000 [00:03<00:00, 1324.87draws/s]\n", "The acceptance probability does not match the target. It is 0.6456398252635402, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } ], "source": [ "with mdl_studentt: \n", " ## take samples\n", " traces_studentt = pm.sample(tune=2000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### View Traces" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = pm.traceplot(traces_studentt,\n", " lines=tuple([(k, {}, v['mean']) \n", " for k, v in pm.summary(traces_studentt).iterrows()]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ Both parameters `b0` and `b1` show quite a skew to the right, possibly this is the action of a few samples regressing closer to the OLS estimate which is towards the left\n", "+ The `nu` parameter seems very happy to stick at `nu = 1`, indicating that a fat-tailed Student-T likelihood has a better fit than a thin-tailed (Normal-like) Student-T likelihood.\n", "+ The inference sampling also ran very quickly, almost as quickly as the conventional OLS\n", "\n", "\n", "**NOTE:** We'll illustrate this Student-T fit and compare to the datapoints in the final plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Robust Model with Outliers: Hogg Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please read the paper (Hogg 2010) and Jake Vanderplas' code for more complete information about the modelling technique.\n", "\n", "The general idea is to create a 'mixture' model whereby datapoints can be described by either the linear model (inliers) or a modified linear model with different mean and larger variance (outliers).\n", "\n", "\n", "The likelihood is evaluated over a mixture of two likelihoods, one for 'inliers', one for 'outliers'. A Bernouilli distribution is used to randomly assign datapoints in N to either the inlier or outlier groups, and we sample the model as usual to infer robust model parameters and inlier / outlier flags:\n", "\n", "$$\n", "\\mathcal{logL} = \\sum_{i}^{i=N} log \\left[ \\frac{(1 - B_{i})}{\\sqrt{2 \\pi \\sigma_{in}^{2}}} exp \\left( - \\frac{(x_{i} - \\mu_{in})^{2}}{2\\sigma_{in}^{2}} \\right) \\right] + \\sum_{i}^{i=N} log \\left[ \\frac{B_{i}}{\\sqrt{2 \\pi (\\sigma_{in}^{2} + \\sigma_{out}^{2})}} exp \\left( - \\frac{(x_{i}- \\mu_{out})^{2}}{2(\\sigma_{in}^{2} + \\sigma_{out}^{2})} \\right) \\right]\n", "$$\n", "\n", "where: \n", "$\\bf{B}$ is Bernoulli-distibuted $B_{i} \\in [0_{(inlier)},1_{(outlier)}]$\n", "\n", "Note: A previous version of this example implemented the above likelihood directly in theano. However, we can implement it more efficiently using the Normal logp from PyMC3 and a `Potential`.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define model" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as mdl_signoise:\n", " \n", " ## Define informative Normal priors to give Ridge regression\n", " b0 = pm.Normal('b0_intercept', mu=0, sigma=1, testval=pm.floatX(0.1))\n", " b1 = pm.Normal('b1_slope', mu=0, sigma=1, testval=pm.floatX(1.))\n", " \n", " ## Define linear model\n", " yest_in = b0 + b1 * dfhoggs['x']\n", "\n", " ## Define weakly informative priors for the mean and variance of outliers\n", " yest_out = pm.Normal('yest_out', mu=0, sigma=10, testval=pm.floatX(1.))\n", " sigma_y_out = pm.HalfNormal('sigma_y_out', sigma=5, testval=pm.floatX(1.))\n", "\n", " ## Define Bernoulli inlier / outlier flags according to a hyperprior \n", " ## fraction of outliers, itself constrained to [0, .5] for symmetry\n", " frac_outliers = pm.Uniform('frac_outliers', lower=0.0, upper=.5)\n", " is_outlier = pm.Bernoulli('is_outlier', p=frac_outliers, shape=dfhoggs.shape[0], \n", " testval=np.random.rand(dfhoggs.shape[0]) < 0.2)\n", " \n", " ## Extract observed y and sigma_y from dataset, encode as theano objects\n", " yobs = theano.shared(np.asarray(dfhoggs['y'], dtype=theano.config.floatX))\n", " sigma_y_in = np.asarray(dfhoggs['sigma_y'], dtype=theano.config.floatX)\n", " \n", " # Set up normal distributions that give us the logp for both distributions\n", " inliers = pm.Normal.dist(mu=yest_in, sigma=sigma_y_in).logp(yobs)\n", " outliers = pm.Normal.dist(mu=yest_out, sigma=sigma_y_in + sigma_y_out).logp(yobs)\n", " # Build custom likelihood, a potential will just be added to the logp and can thus function\n", " # like a likelihood that we would add with the observed kwarg.\n", " pm.Potential('obs', ((1 - is_outlier) * inliers).sum() + (is_outlier * outliers).sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (2 chains in 2 jobs)\n", "CompoundStep\n", ">NUTS: [frac_outliers, sigma_y_out, yest_out, b1_slope, b0_intercept]\n", ">BinaryGibbsMetropolis: [is_outlier]\n", "Sampling 2 chains: 100%|██████████| 11000/11000 [00:20<00:00, 529.35draws/s]\n", "There were 11 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.89434265257995, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The number of effective samples is smaller than 25% for some parameters.\n" ] } ], "source": [ "with mdl_signoise:\n", " traces_signoise = pm.sample(tune=5000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are some divergences, and because we explicitly modeling the latent label (outliner or not) the sampler could have problem. Rewritting this model into a marginal mixture model would be better. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### View Traces" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "varnames = ['b0_intercept', 'b1_slope', 'yest_out', 'sigma_y_out', 'frac_outliers']\n", "_ = pm.traceplot(traces_signoise, var_names=varnames,\n", " lines=tuple([(k, {}, v['mean']) \n", " for k, v in pm.summary(traces_signoise, varnames=varnames).iterrows()]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:**\n", "\n", "+ During development I've found that 3 datapoints id=[1,2,3] are always indicated as outliers, but the remaining ordering of datapoints by decreasing outlier-hood is unstable between runs: the posterior surface appears to have a small number of solutions with very similar probability." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Declare Outliers and Compare Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### View ranges for inliers / outlier predictions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At each step of the traces, each datapoint may be either an inlier or outlier. We hope that the datapoints spend an unequal time being one state or the other, so let's take a look at the simple count of states for each of the 20 datapoints." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "outlier_melt = pd.melt(pd.DataFrame(traces_signoise['is_outlier', -1000:],\n", " columns=['[{}]'.format(int(d)) for d in dfhoggs.index]),\n", " var_name='datapoint_id', value_name='is_outlier')\n", "ax0 = sns.pointplot(y='datapoint_id', x='is_outlier', data=outlier_melt,\n", " kind='point', join=False, ci=None, size=4, aspect=2)\n", "\n", "_ = ax0.vlines([0,1], 0, 19, ['b','r'], '--')\n", "\n", "_ = ax0.set_xlim((-0.1,1.1))\n", "_ = ax0.set_xticks(np.arange(0, 1.1, 0.1))\n", "_ = ax0.set_xticklabels(['{:.0%}'.format(t) for t in np.arange(0,1.1,0.1)])\n", "\n", "_ = ax0.yaxis.grid(True, linestyle='-', which='major', color='w', alpha=0.4)\n", "_ = ax0.set_title('Prop. of the trace where datapoint is an outlier')\n", "_ = ax0.set_xlabel('Prop. of the trace where is_outlier == 1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe**:\n", "\n", "+ The plot above shows the number of samples in the traces in which each datapoint is marked as an outlier, expressed as a percentage.\n", "+ In particular, 3 points [1, 2, 3] spend >=95% of their time as outliers\n", "+ Contrastingly, points at the other end of the plot close to 0% are our strongest inliers.\n", "+ For comparison, the mean posterior value of `frac_outliers` is ~0.35, corresponding to roughly 7 of the 20 datapoints. You can see these 7 datapoints in the plot above, all those with a value >50% or thereabouts.\n", "+ However, only 3 of these points are outliers >=95% of the time. \n", "+ See note above regarding instability between runs.\n", "\n", "The 95% cutoff we choose is subjective and arbitrary, but I prefer it for now, so let's declare these 3 to be outliers and see how it looks compared to Jake Vanderplas' outliers, which were declared in a slightly different way as points with means above 0.68." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Declare outliers\n", "\n", "**Note:**\n", "+ I will declare outliers to be datapoints that have value == 1 at the 5-percentile cutoff, i.e. in the percentiles from 5 up to 100, their values are 1. \n", "+ Try for yourself altering cutoff to larger values, which leads to an objective ranking of outlier-hood." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0 17\n", "1.0 3\n", "Name: outlier, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cutoff = 5\n", "dfhoggs['outlier'] = np.percentile(traces_signoise['is_outlier'], cutoff, axis=0)\n", "dfhoggs['outlier'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Posterior Prediction Plots for OLS vs StudentT vs SignalNoise" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "\n", "g = sns.FacetGrid(dfhoggs, height=8, hue='outlier', hue_order=[True,False],\n", " palette='Set1', legend_out=False)\n", "\n", "lm = lambda x, samp: samp['b0_intercept'] + samp['b1_slope'] * x\n", "\n", "pm.plot_posterior_predictive_glm(traces_ols,\n", " eval=np.linspace(-3, 3, 10), lm=lm, samples=200, color='#22CC00', alpha=.2)\n", "\n", "pm.plot_posterior_predictive_glm(traces_studentt, lm=lm,\n", " eval=np.linspace(-3, 3, 10), samples=200, color='#FFA500', alpha=.5)\n", "\n", "pm.plot_posterior_predictive_glm(traces_signoise, lm=lm,\n", " eval=np.linspace(-3, 3, 10), samples=200, color='#357EC7', alpha=.3)\n", "\n", "ols_line = Line2D([0], [0], color='#22CC00')\n", "studentt_line = Line2D([0], [0], color='#FFA500')\n", "hogg_line = Line2D([0], [0], color='#357EC7')\n", "line_legend = plt.legend([ols_line, studentt_line, hogg_line], ['OLS', 'Student-T', 'Hogg'], loc=4)\n", "plt.gca().add_artist(line_legend)\n", "\n", "_ = g.map(plt.errorbar, 'x', 'y', 'sigma_y', 'sigma_x', marker=\"o\", ls='').add_legend()\n", "_ = g.axes[0][0].set_ylim(ylims)\n", "_ = g.axes[0][0].set_xlim(xlims)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe**:\n", "\n", "+ The posterior preditive fit for:\n", " + the **OLS model** is shown in **Green** and as expected, it doesn't appear to fit the majority of our datapoints very well, skewed by outliers\n", " + the **Robust Student-T model** is shown in **Orange** and does appear to fit the 'main axis' of datapoints quite well, ignoring outliers\n", " + the **Robust Signal vs Noise model** is shown in **Blue** and also appears to fit the 'main axis' of datapoints rather well, ignoring outliers.\n", " \n", " \n", "+ We see that the **Robust Signal vs Noise model** also yields specific estimates of _which_ datapoints are outliers:\n", " + 17 'inlier' datapoints, in **Blue** and\n", " + 3 'outlier' datapoints shown in **Red**.\n", " + From a simple visual inspection, the classification seems fair, and agrees with Jake Vanderplas' findings.\n", " \n", " \n", "+ Overall, it seems that:\n", " + the **Signal vs Noise model** behaves as promised, yielding a robust regression estimate and explicit labelling of inliers / outliers, but\n", " + the **Signal vs Noise model** is quite complex and whilst the regression seems robust and stable, the actual inlier / outlier labelling seems slightly unstable\n", " + if you simply want a robust regression without inlier / outlier labelling, the **Student-T model** may be a good compromise, offering a simple model, quick sampling, and a very similar estimate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example originally contributed by Jonathan Sedar 2015-12-21 [github.com/jonsedar](https://github.com/jonsedar). Updated by Thomas Wiecki 2018-7-24." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }