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@MaxHalford
Created February 26, 2020 16:46
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Bayesian linear regression
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bayesian linear regression"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPython 3.7.4\n",
"IPython 7.8.0\n",
"\n",
"matplotlib 3.1.1\n",
"numpy 1.17.2\n",
"sklearn 0.21.3\n",
"\n",
"compiler : Clang 4.0.1 (tags/RELEASE_401/final)\n",
"system : Darwin\n",
"release : 19.2.0\n",
"machine : x86_64\n",
"processor : i386\n",
"CPU cores : 12\n",
"interpreter: 64bit\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -v -m -p matplotlib,numpy,sklearn"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"\n",
"matplotlib.rcParams.update({'font.size': 11})"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Textbook implementation"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy import stats\n",
"\n",
"class BayesLinReg:\n",
"\n",
" def __init__(self, n_features, alpha, beta):\n",
" self.n_features = n_features\n",
" self.alpha = alpha\n",
" self.beta = beta\n",
" self.mean = np.zeros(n_features)\n",
" self.cov_inv = np.identity(n_features) / alpha\n",
"\n",
" def learn(self, x, y):\n",
"\n",
" # Update the inverse covariance matrix (Bishop eq. 3.51)\n",
" cov_inv = self.cov_inv + self.beta * np.outer(x, x)\n",
"\n",
" # Update the mean vector (Bishop eq. 3.50)\n",
" cov = np.linalg.inv(cov_inv)\n",
" mean = cov @ (self.cov_inv @ self.mean + self.beta * y * x)\n",
"\n",
" self.cov_inv = cov_inv\n",
" self.mean = mean\n",
" \n",
" return self\n",
"\n",
" def predict(self, x):\n",
"\n",
" # Obtain the predictive mean (Bishop eq. 3.58)\n",
" y_pred_mean = x @ self.mean\n",
"\n",
" # Obtain the predictive variance (Bishop eq. 3.59)\n",
" w_cov = np.linalg.inv(self.cov_inv)\n",
" y_pred_var = 1 / self.beta + x @ w_cov @ x.T\n",
"\n",
" return stats.norm(loc=y_pred_mean, scale=y_pred_var ** .5)\n",
" \n",
" @property\n",
" def weights_dist(self):\n",
" cov = np.linalg.inv(self.cov_inv)\n",
" return stats.multivariate_normal(mean=model.mean, cov=cov)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Progressive validation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's run this on the Boston dataset."
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.784125061866257\n",
"CPU times: user 390 ms, sys: 3.56 ms, total: 393 ms\n",
"Wall time: 393 ms\n"
]
}
],
"source": [
"from sklearn import datasets\n",
"from sklearn import metrics\n",
"\n",
"X, y = datasets.load_boston(return_X_y=True)\n",
"\n",
"model = BayesLinReg(n_features=X.shape[1], alpha=.3, beta=1)\n",
"\n",
"y_pred = np.empty(len(y))\n",
"\n",
"for i, (xi, yi) in enumerate(zip(X, y)):\n",
" y_pred[i] = model.predict(xi).mean()\n",
" model.learn(xi, yi)\n",
"\n",
"print(metrics.mean_absolute_error(y, y_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay. As a reference point we'll run a linear regression trained with SGD."
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.171800265184048\n"
]
}
],
"source": [
"from sklearn import exceptions\n",
"from sklearn import linear_model\n",
"from sklearn import preprocessing\n",
"\n",
"model = linear_model.SGDRegressor(eta0=0.15) # here eta0 is the learning rate\n",
"\n",
"y_pred = np.empty(len(y))\n",
"\n",
"for i, (xi, yi) in enumerate(zip(preprocessing.scale(X), y)):\n",
" try:\n",
" y_pred[i] = model.predict([xi])[0]\n",
" except exceptions.NotFittedError:\n",
" y_pred[i] = 0.\n",
" model.partial_fit([xi], [yi])\n",
" \n",
"print(metrics.mean_absolute_error(y, y_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Naturally we could tinker with the parameters, but it seems that Bayesian linear regression is doing okay."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Some visualisation"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 2520x1512 with 30 Axes>"
]
},
"metadata": {
"image/png": {
"height": 1202,
"width": 748
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import ImageGrid\n",
"\n",
"np.random.seed(42)\n",
"\n",
"# Pick some true parameters which the model has to find\n",
"weights = np.array([-.3, .5])\n",
"\n",
"def sample(n):\n",
" \n",
" for _ in range(n):\n",
" x = np.array([1, np.random.uniform(-1, 1)])\n",
" y = np.dot(weights, x) + np.random.normal(0, .2)\n",
" yield x, y\n",
" \n",
"model = BayesLinReg(n_features=2, alpha=2, beta=25)\n",
"\n",
"N = 100\n",
"w = np.linspace(-1, 1, 100)\n",
"W = np.dstack(np.meshgrid(w, w))\n",
"\n",
"n_samples = 5\n",
"fig = plt.figure(figsize=(7 * n_samples, 21))\n",
"grid = ImageGrid(\n",
" fig, 111, # similar to subplot(111)\n",
" nrows_ncols=(n_samples, 3), # creates a n_samplesx3 grid of axes\n",
" axes_pad=.5 # pad between axes in inch.\n",
")\n",
"\n",
"# We'll store the features and targets for plotting purposes\n",
"xs = []\n",
"ys = []\n",
"\n",
"def prettify_ax(ax):\n",
" ax.set_xlim(-1, 1)\n",
" ax.set_ylim(-1, 1)\n",
" ax.set_xlabel('$w_1$')\n",
" ax.set_ylabel('$w_2$')\n",
" return ax\n",
"\n",
"for i, (xi, yi) in enumerate(sample(n_samples)):\n",
" \n",
" pred_dist = model.predict(xi)\n",
" \n",
" # Prior weight distribution\n",
" ax = prettify_ax(grid[3 * i])\n",
" ax.set_title(f'Prior weight distribution #{i + 1}')\n",
" ax.contourf(w, w, model.weights_dist.pdf(W), N, cmap='viridis')\n",
" ax.scatter(*weights, color='red') # true weights the model has to find\n",
" \n",
" # Update model\n",
" model.learn(xi, yi)\n",
" \n",
" # Prior weight distribution\n",
" ax = prettify_ax(grid[3 * i + 1])\n",
" ax.set_title(f'Posterior weight distribution #{i + 1}')\n",
" ax.contourf(w, w, model.weights_dist.pdf(W), N, cmap='viridis')\n",
" ax.scatter(*weights, color='red') # true weights the model has to find\n",
" \n",
" # Posterior target distribution\n",
" xs.append(xi)\n",
" ys.append(yi)\n",
" posteriors = [model.predict(np.array([1, wi])) for wi in w]\n",
" ax = prettify_ax(grid[3 * i + 2])\n",
" ax.set_title(f'Posterior target distribution #{i + 1}')\n",
" # Plot the old points and the new point\n",
" ax.scatter([xi[1] for xi in xs[:-1]], ys[:-1])\n",
" ax.scatter(xs[-1][1], ys[-1], marker='*', s=120)\n",
" # Plot the predictive mean along with the predictive interval\n",
" ax.plot(w, [p.mean() for p in posteriors], linestyle='--')\n",
" cis = [p.interval(0.95) for p in posteriors]\n",
" ax.fill_between(\n",
" x=w,\n",
" y1=[ci[0] for ci in cis],\n",
" y2=[ci[1] for ci in cis],\n",
" alpha=.1\n",
" )\n",
" # Plot the true target distribution\n",
" ax.plot(w, [np.dot(weights, [1, xi]) for xi in w], color='red')\n",
" \n",
"fig.savefig('viz.png', dpi=200, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prediction interval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gaussian data."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 387,
"width": 562
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
" \n",
"model = BayesLinReg(n_features=2, alpha=1, beta=25)\n",
"pct_in_ci = 0\n",
"pct_in_ci_hist = []\n",
"n = 5_000\n",
"\n",
"for i, (xi, yi) in enumerate(sample(n)):\n",
" \n",
" ci = model.predict(xi).interval(.95)\n",
" in_ci = ci[0] < yi < ci[1]\n",
" pct_in_ci += (in_ci - pct_in_ci) / (i + 1) # online update of an average\n",
" pct_in_ci_hist.append(pct_in_ci)\n",
" \n",
" model.learn(xi, yi)\n",
" \n",
"fig, ax = plt.subplots(figsize=(9, 6))\n",
"ax.plot(range(n), pct_in_ci_hist)\n",
"ax.axhline(y=.95, color='red', linestyle='--')\n",
"ax.set_title('Quality of the prediction interval along time')\n",
"ax.set_xlabel('# of observed samples')\n",
"ax.set_ylabel('% of predictions in 95% prediction interval')\n",
"ax.set_ylim(.9, 1)\n",
"ax.grid()\n",
"\n",
"#fig.savefig('ci.png', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"California housing."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 387,
"width": 569
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X, y = datasets.fetch_california_housing(return_X_y=True)\n",
"\n",
"model = BayesLinReg(n_features=X.shape[1], alpha=1, beta=5)\n",
"pct_in_ci = 0\n",
"pct_in_ci_hist = []\n",
"\n",
"for i, (xi, yi) in enumerate(zip(X, y)):\n",
" \n",
" ci = model.predict(xi).interval(.95)\n",
" in_ci = ci[0] < yi < ci[1]\n",
" pct_in_ci += (in_ci - pct_in_ci) / (i + 1) # online update of an average\n",
" pct_in_ci_hist.append(pct_in_ci)\n",
" \n",
" model.learn(xi, yi)\n",
" \n",
"fig, ax = plt.subplots(figsize=(9, 6))\n",
"ax.plot(range(len(X)), pct_in_ci_hist)\n",
"ax.axhline(y=.95, color='red', linestyle='--')\n",
"ax.set_title('Quality of the prediction interval along time')\n",
"ax.set_xlabel('# of observed samples')\n",
"ax.set_ylabel('% of predictions in 95% prediction interval')\n",
"#ax.set_ylim(.9, 1)\n",
"ax.grid()\n",
"\n",
"fig.savefig('ci_california.png', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mini-batching"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's implement a version that can take as input multiple samples as well as a single one. The code is mostly the same; there's just some `numpy` wizardry to figure out. Here I'm inheriting from `BayesLinReg` simply in order to avoir reimplementing the `__init__` function."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"class BatchBayesLinReg(BayesLinReg):\n",
"\n",
" def learn(self, x, y):\n",
" \n",
" # If x and y are singletons, then we coerce them to a batch of length 1\n",
" x = np.atleast_2d(x)\n",
" y = np.atleast_1d(y)\n",
"\n",
" # Update the inverse covariance matrix (Bishop eq. 3.51)\n",
" cov_inv = self.cov_inv + self.beta * x.T @ x\n",
"\n",
" # Update the mean vector (Bishop eq. 3.50)\n",
" cov = np.linalg.inv(cov_inv)\n",
" mean = cov @ (self.cov_inv @ self.mean + self.beta * y @ x)\n",
"\n",
" self.cov_inv = cov_inv\n",
" self.mean = mean\n",
" \n",
" return self\n",
"\n",
" def predict(self, x):\n",
" \n",
" x = np.atleast_2d(x)\n",
"\n",
" # Obtain the predictive mean (Bishop eq. 3.58)\n",
" y_pred_mean = x @ self.mean\n",
"\n",
" # Obtain the predictive variance (Bishop eq. 3.59)\n",
" w_cov = np.linalg.inv(self.cov_inv)\n",
" y_pred_var = 1 / self.beta + (x @ w_cov * x).sum(axis=1)\n",
" \n",
" # Drop a dimension from the mean and variance in case x and y were singletons\n",
" # There might be a more elegant way to proceed but this works!\n",
" y_pred_mean = np.squeeze(y_pred_mean)\n",
" y_pred_var = np.squeeze(y_pred_var)\n",
"\n",
" return stats.norm(loc=y_pred_mean, scale=y_pred_var ** .5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's split the dataset in two so that we compare the online approach against the batch approach."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import model_selection\n",
"\n",
"X, y = datasets.fetch_california_housing(return_X_y=True)\n",
"X_train, X_test, y_train, y_test = model_selection.train_test_split(X, y, test_size=.3, shuffle=True, random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Online."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 4.78 s, sys: 46.9 ms, total: 4.82 s\n",
"Wall time: 4.82 s\n"
]
},
{
"data": {
"text/plain": [
"0.5700931805968609"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"\n",
"model = BayesLinReg(n_features=X.shape[1], alpha=.3, beta=1)\n",
"\n",
"for x, y in zip(X_train, y_train):\n",
" model.learn(x, y)\n",
" \n",
"y_pred = np.empty(len(X_test))\n",
"\n",
"for i, (x, _) in enumerate(zip(X_test, y_test)):\n",
" y_pred[i] = model.predict(x).mean()\n",
" \n",
"metrics.mean_absolute_error(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Batch."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 25.5 ms, sys: 3.4 ms, total: 28.9 ms\n",
"Wall time: 6.42 ms\n"
]
},
{
"data": {
"text/plain": [
"0.5700931805975361"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"\n",
"model = BatchBayesLinReg(n_features=X.shape[1], alpha=.3, beta=1)\n",
"\n",
"model.learn(X_train, y_train)\n",
"y_pred = model.predict(X_test).mean()\n",
" \n",
"metrics.mean_absolute_error(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Linear regression."
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 8.47 ms, sys: 1.17 ms, total: 9.64 ms\n",
"Wall time: 3.24 ms\n"
]
},
{
"data": {
"text/plain": [
"0.5272474538306154"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"\n",
"model = linear_model.LinearRegression()\n",
"\n",
"model.fit(X_train, y_train)\n",
"y_pred = model.predict(X_test)\n",
" \n",
"metrics.mean_absolute_error(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The batch approach is significantly. The downside is that all the data has to be available at once. We can do something in between and use mini-batches. "
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 47.4 ms, sys: 1.88 ms, total: 49.3 ms\n",
"Wall time: 36.9 ms\n"
]
},
{
"data": {
"text/plain": [
"0.5700931805978622"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"\n",
"model = BatchBayesLinReg(n_features=X.shape[1], alpha=.3, beta=1)\n",
"\n",
"batch_size = 16\n",
"n_batches = len(X_train) // batch_size\n",
"\n",
"for x_batch, y_batch in zip(np.array_split(X_train, n_batches), np.array_split(y_train, n_batches)):\n",
" model.learn(x_batch, y_batch)\n",
" \n",
"y_pred = model.predict(X_test).mean()\n",
" \n",
"metrics.mean_absolute_error(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Handling concept drift"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How well does our model fair against concept drift? We can simulate a drift by picking two sets of parameters and transitioning between both sets. If the model is robust, then the errors along time should remain somewhat the same, with some kinks when transitions occur."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 387,
"width": 555
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def sample(first_period=100, transition_period=50, second_period=100):\n",
" \n",
" start_weights = np.array([-.3, .5])\n",
" end_weights = np.array([1, -.7])\n",
" \n",
" for i in range(first_period + transition_period + second_period):\n",
" \n",
" x = np.array([1, np.random.uniform(-1, 1)])\n",
" \n",
" if i < first_period:\n",
" weights = start_weights\n",
" \n",
" elif i < first_period + transition_period:\n",
" alpha = (i - first_period) / transition_period\n",
" weights = alpha * start_weights + (1 - alpha) * end_weights\n",
" \n",
" else:\n",
" weights = end_weights\n",
" \n",
" yield x, np.dot(weights, x) + np.random.normal(0, .2)\n",
" \n",
"np.random.seed(42)\n",
" \n",
"model = BayesLinReg(n_features=2, alpha=2, beta=25)\n",
"\n",
"y_true = []\n",
"y_pred = []\n",
"\n",
"first_period = 100\n",
"transition_period = 50\n",
"second_period = 100\n",
"\n",
"for i, (xi, yi) in enumerate(sample(first_period, transition_period, second_period)):\n",
" y_true.append(yi)\n",
" y_pred.append(model.predict(xi).mean())\n",
" model.learn(xi, yi)\n",
" \n",
"# Convert to numpy arrays for comfort\n",
"y_true = np.array(y_true)\n",
"y_pred = np.array(y_pred)\n",
"\n",
"score = metrics.mean_absolute_error(y_true, y_pred)\n",
"\n",
"fig, ax = plt.subplots(figsize=(9, 6))\n",
"ax.scatter(range(len(y_true)), np.abs(y_true - y_pred), marker='|', label='Individual absolute errors')\n",
"ax.plot(np.cumsum(np.abs(y_true - y_pred)) / (np.arange(len(y_true)) + 1), color='red', label='Running average of the error')\n",
"ax.set_title(f'Absolute errors along time (final score: {score:.5f})')\n",
"ax.axvspan(first_period, first_period + transition_period, alpha=.1, color='green', label='Transition period')\n",
"ax.set_xlabel('# of observed samples')\n",
"ax.set_ylabel('Absolute error')\n",
"ax.legend()\n",
"ax.grid()\n",
"\n",
"fig.savefig('drift_vanilla.png', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly the model isn't coping very well with drift. Can we do something about it? I've never seen this answered in textbooks. The only place I found something about it was in [Vincent Warmerdam's blog post](https://koaning.io/posts/bayesian-propto-streaming/), in the *Extra Modelling Options* section. He hints at using a smoothing term to essentially give more importance to recent observations. As he says, this feels a bit like a hack because there doesn't to be much theoretical justification backing this \"trick\". I implemented Vincent's idea and it seems to work very well."
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"class RobustBayesLinReg(BayesLinReg):\n",
"\n",
" def __init__(self, smoothing, n_features, alpha, beta):\n",
" super().__init__(n_features, alpha, beta)\n",
" self.smoothing = smoothing\n",
"\n",
" def learn(self, x, y):\n",
"\n",
" # Update the inverse covariance matrix (Bishop eq. 3.51)\n",
" cov_inv = self.smoothing * self.cov_inv + (1 - self.smoothing) * self.beta * np.outer(x, x)\n",
"\n",
" # Update the mean vector (Bishop eq. 3.50)\n",
" cov = np.linalg.inv(cov_inv)\n",
" mean = cov @ (self.smoothing * self.cov_inv @ self.mean + (1 - self.smoothing) * self.beta * y * x)\n",
"\n",
" self.cov_inv = cov_inv\n",
" self.mean = mean\n",
" \n",
" return self"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's the online validation. We'll use the same random seed in order to compare with the previous experiment. "
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 387,
"width": 555
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"\n",
"model = RobustBayesLinReg(smoothing=.8, n_features=2, alpha=2, beta=25)\n",
"\n",
"y_true = []\n",
"y_pred = []\n",
"\n",
"for i, (xi, yi) in enumerate(sample(first_period, transition_period, second_period)):\n",
" y_true.append(yi)\n",
" y_pred.append(model.predict(xi).mean())\n",
" model.learn(xi, yi)\n",
" \n",
"# Convert to numpy arrays for comfort\n",
"y_true = np.array(y_true)\n",
"y_pred = np.array(y_pred)\n",
"\n",
"score = metrics.mean_absolute_error(y_true, y_pred)\n",
"\n",
"fig, ax = plt.subplots(figsize=(9, 6))\n",
"ax.scatter(range(len(y_true)), np.abs(y_true - y_pred), marker='|', label='Individual absolute errors')\n",
"ax.plot(np.cumsum(np.abs(y_true - y_pred)) / (np.arange(len(y_true)) + 1), color='red', label='Running average of the error')\n",
"ax.set_title(f'Absolute errors along time (final score: {score:.5f})')\n",
"ax.axvspan(first_period, first_period + transition_period, alpha=.1, color='green', label='Transition period')\n",
"ax.set_xlabel('# of observed samples')\n",
"ax.set_ylabel('Absolute error')\n",
"ax.legend()\n",
"ax.grid()\n",
"\n",
"fig.savefig('drift_robust.png', dpi=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This works much better than the initial implementation! We can see that the errors spike at the beginning and the end of the transition periods. The model then seems to adapt and the errors get lower."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Zero mean isotropic Gaussian prior"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [],
"source": [
"def sherman_morrison(A_inv, u, v):\n",
" num = A_inv @ np.outer(u, v) @ A_inv\n",
" den = 1 + v @ A_inv @ u\n",
" return A_inv - num / den\n",
"\n",
"\n",
"class SimpleBayesLinReg:\n",
" \n",
" def __init__(self, n_features, alpha, beta):\n",
" self.n_features = n_features\n",
" self.alpha = alpha\n",
" self.beta = beta\n",
" self.mean = np.zeros(n_features)\n",
" self.A_inv = np.linalg.inv(alpha * np.identity(n_features))\n",
" self.cov = self.A_inv\n",
"\n",
" def learn(self, x, y):\n",
"\n",
" # Update the inverse covariance matrix (Bishop eq. 3.54)\n",
" self.cov = sherman_morrison(A_inv=self.A_inv, u=self.beta * x, v=x)\n",
"\n",
" # Update the mean vector (Bishop eq. 3.53)\n",
" self.mean = self.beta * self.cov @ x * y\n",
" \n",
" return self\n",
" \n",
" def predict(self, x):\n",
"\n",
" # Obtain the predictive mean (Bishop eq. 3.58)\n",
" y_pred_mean = x @ self.mean\n",
"\n",
" # Obtain the predictive variance (Bishop eq. 3.59)\n",
" y_pred_var = 1 / self.beta + x @ self.cov @ x.T\n",
"\n",
" return stats.norm(loc=y_pred_mean, scale=y_pred_var ** .5) "
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.60968270902414\n"
]
}
],
"source": [
"X, y = datasets.load_boston(return_X_y=True)\n",
"\n",
"model = SimpleBayesLinReg(n_features=X.shape[1], alpha=.3, beta=1)\n",
"\n",
"y_pred = np.empty(len(y))\n",
"\n",
"for i, (xi, yi) in enumerate(zip(X, y)):\n",
" y_pred[i] = model.predict(xi).mean()\n",
" model.learn(xi, yi)\n",
" \n",
"print(metrics.mean_absolute_error(y, y_pred))"
]
}
],
"metadata": {
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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