"
]
@@ -244,12 +524,28 @@
}
],
"source": [
- "plt.figure(figsize=(7, 5))\n",
- "plt.plot(x_out, y_out, \"x\", label=\"data\")\n",
- "pm.plot_posterior_predictive_glm(trace, samples=100, label=\"posterior predictive regression lines\")\n",
- "plt.plot(x, true_regression_line, label=\"true regression line\", lw=3.0, c=\"y\")\n",
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111, xlabel=\"x\", ylabel=\"y\", title=\"Generated data and underlying model\")\n",
+ "ax.plot(x_out, y_out, \"x\", label=\"sampled data\")\n",
"\n",
- "plt.legend(loc=0);"
+ "# calculate posterior regression lines (for every 10th point from posterior)\n",
+ "for chain in range(2):\n",
+ " for i in range(0, 2000, 10):\n",
+ " regression_line = (\n",
+ " trace.posterior.Intercept[chain, i].values + trace.posterior.x[chain, i].values * x\n",
+ " )\n",
+ " ax.plot(x, regression_line, lw=0.5, alpha=0.25, color=\"black\", label=\"posterior regression\")\n",
+ "\n",
+ "ax.plot(x, true_regression_line, label=\"true regression line\", lw=2.0)\n",
+ "\n",
+ "# remove duplicate legend labels for posterior regression lines\n",
+ "handles, labels = plt.gca().get_legend_handles_labels()\n",
+ "newLabels, newHandles = [], []\n",
+ "for handle, label in zip(handles, labels):\n",
+ " if label not in newLabels:\n",
+ " newLabels.append(label)\n",
+ " newHandles.append(handle)\n",
+ "_ = ax.legend(newHandles, newLabels, loc=0)"
]
},
{
@@ -260,19 +556,19 @@
"\n",
"A Frequentist would estimate a [Robust Regression](http://en.wikipedia.org/wiki/Robust_regression) and use a non-quadratic distance measure to evaluate the fit.\n",
"\n",
- "But what's a Bayesian to do? Since the problem is the light tails of the Normal distribution we can instead assume that our data is not normally distributed but instead distributed according to the [Student T distribution](http://en.wikipedia.org/wiki/Student%27s_t-distribution) which has heavier tails as shown next (I read about this trick in [\"The Kruschke\"](http://www.indiana.edu/~kruschke/DoingBayesianDataAnalysis/), aka the puppy-book; but I think [Gelman](http://www.stat.columbia.edu/~gelman/book/) was the first to formulate this).\n",
+ "But what's a Bayesian to do? Since the problem is the light tails of the Normal distribution we can instead assume that our data is not normally distributed but instead distributed according to the [Student T distribution](http://en.wikipedia.org/wiki/Student%27s_t-distribution) which has heavier tails as shown next (I read about this trick in [\"The Kruschke\"](https://www.elsevier.com/books/doing-bayesian-data-analysis/kruschke/978-0-12-405888-0), aka the puppy-book; but I think [Gelman](http://www.stat.columbia.edu/~gelman/book/) was the first to formulate this).\n",
"\n",
"Lets look at those two distributions to get a feel for them."
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
\n",
" "
],
@@ -354,7 +662,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Sampling 2 chains for 1_000 tune and 2_000 draw iterations (2_000 + 4_000 draws total) took 3 seconds.\n"
+ "Sampling 2 chains for 1_000 tune and 2_000 draw iterations (2_000 + 4_000 draws total) took 14 seconds.\n"
]
}
],
@@ -366,21 +674,223 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/ada/.local/lib/python3.8/site-packages/pymc3/plots/posteriorplot.py:59: DeprecationWarning: The `plot_posterior_predictive_glm` function will migrate to Arviz in a future release. \n",
- "Keep up to date with `ArviZ `_ for future updates.\n",
- " warnings.warn(\n"
- ]
- },
+ "data": {
+ "image/svg+xml": [
+ "\r\n",
+ "\r\n",
+ "\r\n",
+ "\r\n",
+ "\r\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model_robust.graph()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
mean
\n",
+ "
sd
\n",
+ "
hdi_3%
\n",
+ "
hdi_97%
\n",
+ "
mcse_mean
\n",
+ "
mcse_sd
\n",
+ "
ess_bulk
\n",
+ "
ess_tail
\n",
+ "
r_hat
\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
Intercept
\n",
+ "
1.060
\n",
+ "
0.103
\n",
+ "
0.856
\n",
+ "
1.245
\n",
+ "
0.001
\n",
+ "
0.001
\n",
+ "
4824.0
\n",
+ "
2915.0
\n",
+ "
1.0
\n",
+ "
\n",
+ "
\n",
+ "
x
\n",
+ "
2.080
\n",
+ "
0.185
\n",
+ "
1.741
\n",
+ "
2.429
\n",
+ "
0.003
\n",
+ "
0.002
\n",
+ "
4483.0
\n",
+ "
3214.0
\n",
+ "
1.0
\n",
+ "
\n",
+ "
\n",
+ "
y_sigma
\n",
+ "
0.396
\n",
+ "
0.048
\n",
+ "
0.310
\n",
+ "
0.488
\n",
+ "
0.001
\n",
+ "
0.001
\n",
+ "
2668.0
\n",
+ "
2665.0
\n",
+ "
1.0
\n",
+ "
\n",
+ "
\n",
+ "
y_nu
\n",
+ "
2.252
\n",
+ "
0.510
\n",
+ "
1.347
\n",
+ "
3.154
\n",
+ "
0.009
\n",
+ "
0.007
\n",
+ "
3019.0
\n",
+ "
3150.0
\n",
+ "
1.0
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
+ "Intercept 1.060 0.103 0.856 1.245 0.001 0.001 4824.0 \n",
+ "x 2.080 0.185 1.741 2.429 0.003 0.002 4483.0 \n",
+ "y_sigma 0.396 0.048 0.310 0.488 0.001 0.001 2668.0 \n",
+ "y_nu 2.252 0.510 1.347 3.154 0.009 0.007 3019.0 \n",
+ "\n",
+ " ess_tail r_hat \n",
+ "Intercept 2915.0 1.0 \n",
+ "x 3214.0 1.0 \n",
+ "y_sigma 2665.0 1.0 \n",
+ "y_nu 3150.0 1.0 "
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "az.summary(trace_robust)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
{
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\n",
+ "image/png": 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dlDRm5TGGK7vVa0/++te/6oUXXpDU0a7ixhtvHNDnA+zIjvW6bNmypDl9//vfP6Kfu8BwY7d67bpi+IQTTkjruhNPPDFpfODAgX6ZD4CekTd1j/AYh9W1p8wFF1yQ1nXnn3++9TgajeqNN94YkPl0fp7edJ13Og3ZgUxjt3o9EuPGjUsa19TUDNFMgIGVCfXa3Nys//zP/7TGt956qwKBwIA9H2BXdqvXcDic1GNx6tSpmjVrVr/cG8h0dqvXzhv2SZLH40nrus6t3CTxrgJgEJA3dY/wGIe1du1a63FRUZHKysrSum7mzJlJ43/84x/9Mp+3337beux0OjVjxoy0ruv6ym1/zQewE7vV65Ho3J9OOrLVy0AmyIR6/cUvfqG9e/dKks4444yUdwYAI4Xd6nXVqlVJqyKpTeAQu9Xr2LFjk8ade6n2JvHzN6HrAgsA/Y+8qXuEx+hVVVWVmpqarPHUqVPTvnbatGlJ423bth31fOLxuHbu3GmNx40bJ5/Pl9a1EyZMSHqVtz/mA9iJ3er1SH3wwQdJ49GjRw/RTICBkwn1unHjRi1fvlxSRz/IziuQgZHEjvX6zjvvJI1POumkfrkvkOnsWK+f+cxnksZ//OMf07qu87sLvF6vTjnllH6ZD4DukTf1jPAYvdq+fXvSeMyYMWlfW1RUlNRbaseOHUc9n7179yoajR7RfAzDSAqhdu/endQLC8h0dqvXI/X8888njU899dQhmgkwcOxer+3t7brtttsUi8UkSYsWLVJ5eXm/Pw+QCexYr++995712OVyWQFZVVWVHn74YX3961/XGWecoRNOOEFnn322LrvsMi1dunTY9WAEurJjvX7qU5/SWWedZY3feOMN/e53v+v1mscff1x///vfrfGCBQuUm5vbL/MB0D3ypp4RHqNXXZv792UFoGEYGjVqVI/3Guz5SEqaT3t7O71UMazYrV6PxM6dO62NuaSOtwp97nOfG5K5AAPJ7vX6yCOPaMuWLZKkiRMn6vLLL+/35wAyhR3rtfOKpuLiYnk8Hq1YsUIXXHCB7rnnHq1fv17V1dVqaWnRxx9/rDVr1ui+++7T5z//ed11111qbW3tl3kAdmPHepWkO++8M6l9xuLFi3XDDTforbfeUigUkmmaampq0urVq/Xd735XP/rRj6xzzz77bC1atKjf5gKge+RNPaORJHrVdYdZr9fbp+s7L/Fvb29XNBpVdnb2Ec+nay/Uo5lPd/cDMpnd6rWv4vG4fvCDHyS9QnvxxRen3acOyCR2rtedO3dq6dKlkjr+IX3HHXfI7Xb3y72BTGS3eo3H40lvyy8uLtYvfvELPfjgg4e9tq2tTb/5zW+0adMm/frXv5bf7z/ieQB2ZLd6TSgpKdETTzyhxYsX609/+pMk6cUXX9SLL77Y4zV+v19XXHGFFi5cKKfTedRzANA78qaesfIYver6w7evPzi7nn+0xdPf8+l6PyCT2a1e++qBBx5I2ligoKBAN91006DOARgsdq1X0zR12223WW/Z++pXv6qTTz65X+4NZCq71WtTU5NM07TGO3bssIJjl8uluXPn6qmnntK6deu0fv16/eEPf9Bll12WtAHtunXr9P3vf/+o5gHYkd3qtbPCwkItWbJEDz/88GFXNJaXl+sXv/iFFi1aRHAMDBLypp6x8hi96tzvRVJSD6h0dF2p1PV+mT4fwE4yuT7+8pe/6IEHHrDGhmHohz/8oQoKCgZtDsBgsmu9Pv3001qzZo0kKT8/X//xH//RL/cFMpnd6rXrP0YTq5Czs7P14IMP6vTTT0/6/LHHHqtjjz1W5557rq666ipFIhFJ0ssvv6xXX31V55xzzlHNB7ATu9VrZ1VVVbr77rv18ssvJ70A1J1du3bpiiuu0MyZM3XXXXepsrKy3+YBoHt2/v/HUGPlMXrV9ZWTvjb87tpP7Wjf8mO3+QB2kqn1sXbtWt14441Jv0R/5zvf4R+zGNbsWK/V1dX66U9/ao1vvvlm5efnH/V9gUxnt3rt6frrr78+JTju7LTTTtMNN9yQdOzRRx89qrkAdmO3ek3YsmWLvvzlL+uPf/yjTNOUYRj64he/qGXLlmn16tV67733tHr1aj366KP6whe+IMMwJEnr16/Xv/7rvya9Ow/AwLDr/z/sgPAYvera46Wvr5x0Pb9rD5ihnk9fe9gAdma3ek3HBx98kLQKSpK+8Y1v6Dvf+c6APzcwlOxYr3feeacaGxslSbNnz9ZXvvKVo74nMBzYrV67+/01Ly9Pc+fOPey13/jGN5Le1bN27VrV19cf1XwAO7FbvUpSQ0ODvv3tb6uurk5Sx2rGBx98UP/1X/+lT3/60yooKFBWVpYKCgp0xhln6J577tHSpUutVY8tLS36zne+o+rq6qOeC4CekTf1jPAYver6zd7Xnk+dz3e5XEf9ysvRNiDvev5ghGPAYLFbvR7Orl27dPnll1thlSRdeOGFuv322wf0eQE7sFu9rly5Uq+88oqkjn/U3nHHHUd1P2A4sVu9ejyepP7FkvTpT386rfu63W6dccYZ1tg0Ta1fv/6o5gPYid3qVZIeeughHThwwBpff/31Ovvss3u95pxzztF1111njevr69PaFBPAkSNv6hnhMXo1atSopHFVVVXa15qmmXR+13sN9nwkaf/+/dZjl8ulwsLCo54TYBd2q9feVFVV6Zvf/GbSCorPfOYz+ulPfyqHgx9NGP7sVq8//vGPrccLFy7UhAkTjvqewHBht3rt7j6TJk1K+9rJkycnjfv6+zRgZ3arV9M09eyzz1pjr9erefPmpXXtZZddlhSGv/DCC4rH40c9JwDdI2/qGRvmoVcTJ05MGu/duzftaw8ePJjUI6Y//iFaWloqj8djvcW9L/MxTTOpmMvLy/vcAB2wM7vVa09qa2u1YMGCpPmddNJJ+uUvf0lNYsSwW70m3kordayQeuihh/p0/Zo1azRt2jRrfPLJJ+vxxx8/6nkBdmC3ek3MqfM88vLy0r6267kNDQ39MifADuxWr7t27VJtba01njFjhjweT1rXejweHXfccXrrrbckSY2Njfroo480fvz4o54XgFTkTT1jeRd6VVJSotzcXGv8/vvvp33t5s2bk8b98cPX4XCooqLCGu/atSvttxJs27YtqQcNq6ow3NitXrsTCoV0xRVXaNu2bdax6dOn61e/+lXav0gDw4Gd6zUWi6X10dt1rIzCcGLHeq2srEwad92kpzfDeUMfwG71WlNTkzQuKirq0/XFxcVJ484v9gLoX+RNPSM8xmHNmjXLelxTU6Ndu3aldd26deuSxieffHK/zycWi2njxo1pXde1n1t/zQewE7vVa2eRSERXXnmlNm3aZB2rrKzUI488Ir/f3+/PB9idnesVQDK71evs2bOTxn15a23nlVGSlJ+f3y9zAuzCTvXa9cWZvm7A1dLSkjQeThtwAXZE3tQ9wmMc1rnnnps0fvnll9O6LrHxjtTxQ/P0008f0vl0Pa/rfYDhwG71mtDW1qZrr71Wb7/9tnWsvLxcjz32WNKu78BIYqd6ffvtt/XBBx+k/bFy5cqk62fPnp30+d/85jdHPSfATuxUr5J0+umnJ4VIXUOv3nT9B27nljPAcGCneu3a87Tzu+/S0fV8fm8GBhZ5U/cIj3FY55xzTlKvlqeeeiqpF1R3Vq9erR07dljjM888s99eJZ09e3bSD80XX3xRjY2NvV7z0Ucf6c0337TG06dPV1lZWb/MB7ATu9WrJMXjcd188816/fXXrWOjR4/WsmXLBnxjPsDO7FivALpnt3p1u90677zzrPHGjRv14YcfHva6bdu2ae3atda4pKSkT5vtAZnATvU6evRolZSUWOPt27dry5YtaV377rvvaufOnda4tLQ06V4A+h95U/cIj3FYRUVFmjNnjjXetWuXHn744R7Pj0ajuuuuu6yxYRhatGhRj+fv2bNHU6ZMsT7OOeecXueTlZWlK664who3NTUl7RLfVTwe13/+538m9V+8+uqre30OIFPZrV4lafHixXrxxRetcWFhoZYtW6axY8ce9lpgOLNjvQLonh3r9eqrr5bLdWj/88WLF/cakLW3t2vx4sUyTdM6dtlllx32eYBMY7d6Pfvss5PGixcvPmyf8mg0qjvuuCPpGD/Hgb4jb+ofhMdIy5VXXimfz2eNlyxZomXLlqVsiFNbW6srrrhCW7dutY5deOGF/f52uLlz5+qYY46xxn/4wx/0k5/8JOWHcCgU0o033qjVq1dbx2bOnJm0UgMYbuxUr/fee6+eeOIJa5yXl6fHHnts2G0gABwpO9UrgN7ZrV7Hjx+vSy65xBqvXbtWixYt0oEDB1LOra6u1jXXXKM1a9ZYx0pLS3XppZf265wAu7BTvS5cuDBpJfT69et1+eWX99iLefv27Zo/f77effdd61h2dnZSoAVg4JA3pTLMzi89A7147bXXtGjRoqQfuBUVFTr11FMVDAb10UcfadWqVYpEItbnKysr9cQTT/S6GdaePXuS+sGUlpbq1VdfPex8Nm3apLlz5yZtIlBSUqIzzzxThYWF2r9/v1599dWktxgUFxfr6aef1ujRo9P+uoFMZJd6nTJlStLYMAw5HH1/3bLr7tfAcGKXeu2LrveePXs2fY4xItitXltbW/XNb34zqRWFx+PR6aefrokTJ0rqCKLeeOONpN+Zc3Jy9Nvf/lbTp09P7wsHMpCd6vWJJ57Q7bffnnTM6XRq1qxZmjZtmvx+v5qamrRp0yatW7cuJeT+yU9+oosvvjidLxvIOHv37tXnPve5bj8Xi8WSxk6ns9vz/vu//ztlM1mJvKm/uA5/CtDhrLPO0t13363FixdbBbRz586kPkydTZ06Vb/85S97/cF7NKZPn64lS5bopptuUn19vSTpwIEDeuqpp7o9f+zYsVqyZMmwLGSgK7vVa4Jpmim/AAAjnV3rFUAqu9Wr2+3W0qVLdcMNN+iNN96QJEUiEa1cuTJlY8uE4uJiPfjggwTHGPbsVK+Jdwn86Ec/ssLqWCymNWvWJL0joCuv16vbbruN4BjDWl/+jdjTef29Lpa8KRltK9AnF198sZ555hmdd955SW+96ay4uFjXXHONnnzyyQHvafqZz3xGL7zwgi6++GLl5OR0e05eXp4uu+wyPffcc7y9FyOK3eoVQM+oVyBz2K1eg8GgHn30Ud1xxx2qrKzs9bwrr7xSL774oo477rgBnRNgF3aq10suuUTPP/+8vvGNbyS11OiO3+/X3Llz9fzzz+urX/3qgM0JQM/Imw6hbQWOWF1dndatW6f9+/crHA6rqKhIZWVlOvHEE3t8K8FACofDevvtt7Vv3z41NDSooKBApaWlOumkk+R2uwd9PoCd2K1eAfSMegUyhx3rdcuWLdq2bZuqqqoUi8WUn5+vSZMm6bjjjjui1lHAcGGneo3FYvrggw/04Ycfqr6+Xs3NzfJ6vQoGg5oyZYomT57Mz3zARkZ63kR4DAAAAAAAAABIwUvPAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAAAAAACAFITHAAAAAAAAAIAUhMcAAAAAAAAAgBSExwAAAICNXH/99ZoyZYr18e///u+KxWJpXdvY2Khzzz036fqlS5cO8IwBAAAwXBEeAwAAADbywx/+UBMmTLDGb731lu67777DXmeapv7f//t/2rNnj3Xss5/9rBYtWjQg8wQAAMDwR3gMAAAA2IjP59OSJUvk9XqtYw8//LBWrVrV63W/+tWvks4pLS3Vz372MxmGMWBzBQAAwPBGeAwAAADYTGVlpe68805rnFhVvHv37m7PX716te6//35r7Ha7dd999ykYDA70VAEAADCMER4DAAAANvSFL3xB8+bNs8aNjY267rrr1NramnReVVWVbrzxxqS+yN///vd13HHHDdpcAQAAMDwRHgMAAAA2dcstt+iEE06wxps2bUpakdzW1qbrr79eNTU11rEvf/nL+vrXvz6Y0wQAAMAwRXgMAAAA2FRWVpbuu+8+5efnW8eefPJJPfvss5Kkn/3sZ1q3bp31ucmTJ+uOO+4Y7GkCAABgmDJM0zSHehIAAAAAevbmm2/q8ssvVzwelyR5PB4tXLgwqc+x3+/X008/rfHjxw/VNAEAADDMEB4DAAAAGWDp0qW67777evz8/fffr/PPP38QZwQAAIDhjrYVAAAAQAZYtGiRzjzzzG4/t2DBAoJjAAAA9DtWHgMAAAAZYseOHbrggguSjk2aNEnPPvusXC7XEM0KAAAAwxUrjwEAAIAMEI/Hddddd6Uc3759e9KmeQAAAEB/ITwGAAAAMsADDzygv/3tbynHY7GYbrjhBlVXVw/BrAAAADCcER4DAAAANvfXv/5VS5cutcYej0dnnHGGNa6urtb3vvc9xWKxoZgeAAAAhinCYwAAAMDG9u3bp5tuuknxeNw6tnjxYi1ZskSVlZXWsX/84x+69957h2KKAAAAGKYIjwEAAACbamtr0/XXX6/6+nrr2Jw5c/SVr3xFXq9X999/v7xer/W5Rx99VH/5y1+GYKYAAAAYjgiPAQAAAJv68Y9/rHfeeccaT58+XT/4wQ+s8cSJE5M20TNNU7feeqt27949mNMEAADAMEV4DAAAANjQSy+9pOXLl1vjQCCg++67T9nZ2UnnXXTRRZo7d641bmxs1LXXXqtoNDpocwUAAMDwRHgMAAAA2My2bdv0/e9/3xobhqGf/OQnKisr6/b8W265RTNmzLDGmzdv1p133jng8wQAAMDwRngMAAAA2Ehzc7OuvfZaNTc3W8e+/e1v65xzzunxGrfbrfvuu0/BYNA69tRTT+l///d/B3KqAAAAGOYIjwEAAAAbuf3227V161ZrPHv2bF1//fWHvW7MmDH62c9+JsMwrGOLFy/Wli1bBmKaAAAAGAEIjwEAAACb+O1vf6sXXnjBGhcXF+vnP/+5nE5nWtd/9rOf1aJFi6xxJBLRddddp1Ao1O9zBQAAwPBnmKZpDvUkAAAAAAAAAAD2wspjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAEAKwmMAAAAAAAAAQArCYwAAAAAAAABACsJjAAAAAAAAAECK/x/sNRPTmenhSgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
@@ -395,11 +905,29 @@
}
],
"source": [
- "plt.figure(figsize=(7, 5))\n",
- "plt.plot(x_out, y_out, \"x\")\n",
- "pm.plot_posterior_predictive_glm(trace_robust, label=\"posterior predictive regression lines\")\n",
- "plt.plot(x, true_regression_line, label=\"true regression line\", lw=3.0, c=\"y\")\n",
- "plt.legend();"
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111, xlabel=\"x\", ylabel=\"y\", title=\"Generated data and underlying model\")\n",
+ "ax.plot(x_out, y_out, \"x\", label=\"sampled data\")\n",
+ "\n",
+ "# calculate posterior regression lines (for every 10th point from posterior)\n",
+ "for chain in range(2):\n",
+ " for i in range(0, 2000, 10):\n",
+ " regression_line = (\n",
+ " trace_robust.posterior.Intercept[chain, i].values\n",
+ " + trace_robust.posterior.x[chain, i].values * x\n",
+ " )\n",
+ " ax.plot(x, regression_line, lw=0.5, alpha=0.25, color=\"black\", label=\"posterior regression\")\n",
+ "\n",
+ "ax.plot(x, true_regression_line, label=\"true regression line\", lw=2.0)\n",
+ "\n",
+ "# remove duplicate legend labels for posterior regression lines\n",
+ "handles, labels = plt.gca().get_legend_handles_labels()\n",
+ "newLabels, newHandles = [], []\n",
+ "for handle, label in zip(handles, labels):\n",
+ " if label not in newLabels:\n",
+ " newLabels.append(label)\n",
+ " newHandles.append(handle)\n",
+ "_ = ax.legend(newHandles, newLabels, loc=0)"
]
},
{
@@ -416,7 +944,7 @@
"## Summary\n",
"\n",
"- `Bambi` allows you to pass in a `family` argument that contains information about the likelihood.\n",
- " - By changing the likelihood from a Normal distribution to a Student T distribution -- which has more mass in the tails -- we can perform *Robust Regression*.\n",
+ " - By changing the likelihood from a Normal distribution to a Student-T distribution -- which has more mass in the tails -- we can perform *Robust Regression*.\n",
"\n",
"The next post will be about logistic regression in PyMC3 and what the posterior and oatmeal have in common.\n",
"\n",
@@ -424,37 +952,45 @@
"\n",
" - The Student-T distribution has, besides the mean and variance, a third parameter called *degrees of freedom* that describes how much mass should be put into the tails. Here it is set to 1 which gives maximum mass to the tails (setting this to infinity results in a Normal distribution!). One could easily place a prior on this rather than fixing it which I leave as an exercise for the reader ;).\n",
" - T distributions can be used as priors as well. I will show this in a future post on hierarchical GLMs.\n",
- " - How do we test if our data is normal or violates that assumption in an important way? Check out this [great blog post](http://allendowney.blogspot.com/2013/08/are-my-data-normal.html) by Allen Downey. \n",
+ " - How do we test if our data is normal or violates that assumption in an important way? Check out this [great blog post](http://allendowney.blogspot.com/2013/08/are-my-data-normal.html) by Allen Downey."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Authors\n",
"\n",
- "Author: [Thomas Wiecki](https://twitter.com/twiecki)"
+ "* Authored by Thomas Wiecki in August, 2013\n",
+ "* Updated by Igor Kuvychko in October, 2022"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Last updated: Thu Aug 26 2021\n",
+ "Last updated: Thu Oct 20 2022\n",
"\n",
"Python implementation: CPython\n",
- "Python version : 3.8.10\n",
- "IPython version : 7.25.0\n",
+ "Python version : 3.10.5\n",
+ "IPython version : 8.4.0\n",
"\n",
- "xarray: 0.17.0\n",
+ "xarray: 2022.3.0\n",
"\n",
- "pandas : 1.2.1\n",
- "numpy : 1.21.0\n",
- "theano : 1.1.2\n",
- "matplotlib: 3.3.4\n",
- "arviz : 0.11.2\n",
- "pymc3 : 3.11.2\n",
- "bambi : 0.6.0\n",
+ "aesara : 2.8.7\n",
+ "pymc : 4.2.2\n",
+ "arviz : 0.12.1\n",
+ "bambi : 0.9.1\n",
+ "matplotlib: 3.5.2\n",
+ "numpy : 1.21.6\n",
+ "pandas : 1.4.3\n",
"\n",
- "Watermark: 2.2.0\n",
+ "Watermark: 2.3.1\n",
"\n"
]
}
@@ -466,9 +1002,8 @@
}
],
"metadata": {
- "anaconda-cloud": {},
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -482,24 +1017,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.10"
- },
- "latex_envs": {
- "bibliofile": "biblio.bib",
- "cite_by": "apalike",
- "current_citInitial": 1,
- "eqLabelWithNumbers": true,
- "eqNumInitial": 0
- },
- "nav_menu": {},
- "toc": {
- "navigate_menu": true,
- "number_sections": false,
- "sideBar": false,
- "threshold": "3",
- "toc_cell": true,
- "toc_section_display": "block",
- "toc_window_display": false
+ "version": "3.10.5"
}
},
"nbformat": 4,
diff --git a/myst_nbs/generalized_linear_models/GLM-robust.myst.md b/myst_nbs/generalized_linear_models/GLM-robust.myst.md
index 08c7049ef..4e9d9653c 100644
--- a/myst_nbs/generalized_linear_models/GLM-robust.myst.md
+++ b/myst_nbs/generalized_linear_models/GLM-robust.myst.md
@@ -6,18 +6,29 @@ jupytext:
format_version: 0.13
jupytext_version: 1.13.7
kernelspec:
- display_name: Python 3
+ display_name: Python 3 (ipykernel)
language: python
name: python3
---
+(GLM-robust)=
+# GLM: Robust Linear Regression
+
+:::{post} August, 2013
+:tags: regression, linear model, robust
+:category: beginner
+:author: Thomas Wiecki
+:::
+
++++
+
# GLM: Robust Linear Regression
This tutorial first appeard as a post in small series on Bayesian GLMs on:
- 1. [The Inference Button: Bayesian GLMs made easy with PyMC3](http://twiecki.github.com/blog/2013/08/12/bayesian-glms-1/)
- 2. [This world is far from Normal(ly distributed): Robust Regression in PyMC3](http://twiecki.github.io/blog/2013/08/27/bayesian-glms-2/)
- 3. [The Best Of Both Worlds: Hierarchical Linear Regression in PyMC3](http://twiecki.github.io/blog/2014/03/17/bayesian-glms-3/)
+ 1. [The Inference Button: Bayesian GLMs made easy with PyMC3](https://twiecki.io/blog/2013/08/12/bayesian-glms-1/)
+ 2. [This world is far from Normal(ly distributed): Robust Regression in PyMC3](https://twiecki.io/blog/2013/08/27/bayesian-glms-2/)
+ 3. [The Best Of Both Worlds: Hierarchical Linear Regression in PyMC3](https://twiecki.io/blog/2014/03/17/bayesian-glms-3/)
In this blog post I will write about:
@@ -33,18 +44,18 @@ Lets see what happens if we add some outliers to our simulated data from the las
+++
-Again, import our modules.
+First, let's import our modules.
```{code-cell} ipython3
%matplotlib inline
+import aesara
import arviz as az
import bambi as bmb
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
-import pymc3 as pm
-import theano
+import pymc as pm
print(f"Running on pymc3 v{pm.__version__}")
```
@@ -76,10 +87,14 @@ y_out = np.append(y, [8, 6, 9])
data = pd.DataFrame(dict(x=x_out, y=y_out))
```
+```{code-cell} ipython3
+data.head()
+```
+
Plot the data together with the true regression line (the three points in the upper left corner are the outliers we added).
```{code-cell} ipython3
-fig = plt.figure(figsize=(7, 7))
+fig = plt.figure(figsize=(7, 5))
ax = fig.add_subplot(111, xlabel="x", ylabel="y", title="Generated data and underlying model")
ax.plot(x_out, y_out, "x", label="sampled data")
ax.plot(x, true_regression_line, label="true regression line", lw=2.0)
@@ -89,29 +104,53 @@ plt.legend(loc=0);
## Robust Regression
-Lets see what happens if we estimate our Bayesian linear regression model using the `bambi`. This function takes a [`formulae`](https://bambinos.github.io/formulae/api_reference.html) string to describe the linear model and adds a Normal likelihood by default.
+Lets see what happens if we estimate our Bayesian linear regression model using the `bambi`. This function takes a [`formulae`](https://bambinos.github.io/formulae/api_reference.html) string to describe the linear model and adds a Normal likelihood for Intercept and Slope by default.
```{code-cell} ipython3
model = bmb.Model("y ~ x", data)
trace = model.fit(draws=2000, cores=2)
```
-To evaluate the fit, I am plotting the posterior predictive regression lines by taking regression parameters from the posterior distribution and plotting a regression line for each (this is all done inside of `plot_posterior_predictive()`).
+```{code-cell} ipython3
+model.graph()
+```
+
+```{code-cell} ipython3
+az.summary(trace)
+```
+
+To evaluate the fit, the code below calculates the posterior predictive regression lines by taking regression parameters from the posterior distribution and plots a regression line for every 10th of them.
```{code-cell} ipython3
-plt.figure(figsize=(7, 5))
-plt.plot(x_out, y_out, "x", label="data")
-pm.plot_posterior_predictive_glm(trace, samples=100, label="posterior predictive regression lines")
-plt.plot(x, true_regression_line, label="true regression line", lw=3.0, c="y")
+fig = plt.figure(figsize=(7, 5))
+ax = fig.add_subplot(111, xlabel="x", ylabel="y", title="Generated data and underlying model")
+ax.plot(x_out, y_out, "x", label="sampled data")
-plt.legend(loc=0);
+# calculate posterior regression lines (for every 10th point from posterior)
+for chain in range(2):
+ for i in range(0, 2000, 10):
+ regression_line = (
+ trace.posterior.Intercept[chain, i].values + trace.posterior.x[chain, i].values * x
+ )
+ ax.plot(x, regression_line, lw=0.5, alpha=0.25, color="black", label="posterior regression")
+
+ax.plot(x, true_regression_line, label="true regression line", lw=2.0)
+
+# remove duplicate legend labels for posterior regression lines
+handles, labels = plt.gca().get_legend_handles_labels()
+newLabels, newHandles = [], []
+for handle, label in zip(handles, labels):
+ if label not in newLabels:
+ newLabels.append(label)
+ newHandles.append(handle)
+_ = ax.legend(newHandles, newLabels, loc=0)
```
As you can see, the fit is quite skewed and we have a fair amount of uncertainty in our estimate as indicated by the wide range of different posterior predictive regression lines. Why is this? The reason is that the normal distribution does not have a lot of mass in the tails and consequently, an outlier will affect the fit strongly.
A Frequentist would estimate a [Robust Regression](http://en.wikipedia.org/wiki/Robust_regression) and use a non-quadratic distance measure to evaluate the fit.
-But what's a Bayesian to do? Since the problem is the light tails of the Normal distribution we can instead assume that our data is not normally distributed but instead distributed according to the [Student T distribution](http://en.wikipedia.org/wiki/Student%27s_t-distribution) which has heavier tails as shown next (I read about this trick in ["The Kruschke"](http://www.indiana.edu/~kruschke/DoingBayesianDataAnalysis/), aka the puppy-book; but I think [Gelman](http://www.stat.columbia.edu/~gelman/book/) was the first to formulate this).
+But what's a Bayesian to do? Since the problem is the light tails of the Normal distribution we can instead assume that our data is not normally distributed but instead distributed according to the [Student T distribution](http://en.wikipedia.org/wiki/Student%27s_t-distribution) which has heavier tails as shown next (I read about this trick in ["The Kruschke"](https://www.elsevier.com/books/doing-bayesian-data-analysis/kruschke/978-0-12-405888-0), aka the puppy-book; but I think [Gelman](http://www.stat.columbia.edu/~gelman/book/) was the first to formulate this).
Lets look at those two distributions to get a feel for them.
@@ -119,8 +158,8 @@ Lets look at those two distributions to get a feel for them.
normal_dist = pm.Normal.dist(mu=0, sigma=1)
t_dist = pm.StudentT.dist(mu=0, lam=1, nu=1)
x_eval = np.linspace(-8, 8, 300)
-plt.plot(x_eval, theano.tensor.exp(normal_dist.logp(x_eval)).eval(), label="Normal", lw=2.0)
-plt.plot(x_eval, theano.tensor.exp(t_dist.logp(x_eval)).eval(), label="Student T", lw=2.0)
+plt.plot(x_eval, aesara.tensor.exp(pm.logp(normal_dist, x_eval)).eval(), label="Normal", lw=2.0)
+plt.plot(x_eval, aesara.tensor.exp(pm.logp(t_dist, x_eval)).eval(), label="Student T", lw=2.0)
plt.xlabel("x")
plt.ylabel("Probability density")
plt.legend();
@@ -137,11 +176,37 @@ trace_robust = model_robust.fit(draws=2000, cores=2)
```
```{code-cell} ipython3
-plt.figure(figsize=(7, 5))
-plt.plot(x_out, y_out, "x")
-pm.plot_posterior_predictive_glm(trace_robust, label="posterior predictive regression lines")
-plt.plot(x, true_regression_line, label="true regression line", lw=3.0, c="y")
-plt.legend();
+model_robust.graph()
+```
+
+```{code-cell} ipython3
+az.summary(trace_robust)
+```
+
+```{code-cell} ipython3
+fig = plt.figure(figsize=(7, 5))
+ax = fig.add_subplot(111, xlabel="x", ylabel="y", title="Generated data and underlying model")
+ax.plot(x_out, y_out, "x", label="sampled data")
+
+# calculate posterior regression lines (for every 10th point from posterior)
+for chain in range(2):
+ for i in range(0, 2000, 10):
+ regression_line = (
+ trace_robust.posterior.Intercept[chain, i].values
+ + trace_robust.posterior.x[chain, i].values * x
+ )
+ ax.plot(x, regression_line, lw=0.5, alpha=0.25, color="black", label="posterior regression")
+
+ax.plot(x, true_regression_line, label="true regression line", lw=2.0)
+
+# remove duplicate legend labels for posterior regression lines
+handles, labels = plt.gca().get_legend_handles_labels()
+newLabels, newHandles = [], []
+for handle, label in zip(handles, labels):
+ if label not in newLabels:
+ newLabels.append(label)
+ newHandles.append(handle)
+_ = ax.legend(newHandles, newLabels, loc=0)
```
There, much better! The outliers are barely influencing our estimation at all because our likelihood function assumes that outliers are much more probable than under the Normal distribution.
@@ -151,7 +216,7 @@ There, much better! The outliers are barely influencing our estimation at all be
## Summary
- `Bambi` allows you to pass in a `family` argument that contains information about the likelihood.
- - By changing the likelihood from a Normal distribution to a Student T distribution -- which has more mass in the tails -- we can perform *Robust Regression*.
+ - By changing the likelihood from a Normal distribution to a Student-T distribution -- which has more mass in the tails -- we can perform *Robust Regression*.
The next post will be about logistic regression in PyMC3 and what the posterior and oatmeal have in common.
@@ -159,9 +224,14 @@ The next post will be about logistic regression in PyMC3 and what the posterior
- The Student-T distribution has, besides the mean and variance, a third parameter called *degrees of freedom* that describes how much mass should be put into the tails. Here it is set to 1 which gives maximum mass to the tails (setting this to infinity results in a Normal distribution!). One could easily place a prior on this rather than fixing it which I leave as an exercise for the reader ;).
- T distributions can be used as priors as well. I will show this in a future post on hierarchical GLMs.
- - How do we test if our data is normal or violates that assumption in an important way? Check out this [great blog post](http://allendowney.blogspot.com/2013/08/are-my-data-normal.html) by Allen Downey.
+ - How do we test if our data is normal or violates that assumption in an important way? Check out this [great blog post](http://allendowney.blogspot.com/2013/08/are-my-data-normal.html) by Allen Downey.
+
++++
+
+## Authors
-Author: [Thomas Wiecki](https://twitter.com/twiecki)
+* Authored by Thomas Wiecki in August, 2013
+* Updated by Igor Kuvychko in October, 2022
```{code-cell} ipython3
%load_ext watermark