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Conformal Inference Prediction Intervals on Heteroskedastic data using MAD nonconformity scores
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Conformal Inference on Heteroskedastic Data" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This work is inspired by a paper by the good folks in the Statistics Department at Carnegie Mellon University (https://www.stat.cmu.edu/~ryantibs/papers/conformal.pdf). I also referenced some other material:\n", | |
" - https://cdsamii.github.io/cds-demos/conformal/conformal-tutorial.html\n", | |
" - https://www.youtube.com/watch?v=GMnCO7_HIOY&t=91s\n", | |
"\n", | |
"I made this for a few reasons:\n", | |
" - to help me learn about conformal inference\n", | |
" - generate locally weighted prediction intervals on heteroskedastic data\n", | |
" - write a Python implementation of this work\n", | |
" - get closer to understanding adapting this to covariate shift\n", | |
" - to ultimately understand Lihua Lei and Emmanual Candes' paper on Conformal Causal Inference: https://arxiv.org/abs/2006.06138 \n", | |
" \n", | |
"The type of conformal inference here is split conformal inference (Section 5 in the paper above). I approached this in the following way:\n", | |
" 1. Generated some data\n", | |
" 2. Split it into 4 parts: train, train_residual, callibration, and test\n", | |
" 3. I trained a regression model on `train`\n", | |
" 4. Used that to train a residual model on the `train residual` dataset (to allow for prediction of the mean absolute deviation of the regression model)\n", | |
" 5. Picked the error bars using the `callibration` dataset\n", | |
" 6. Finally, graphed and analyzed on a test set.\n", | |
"\n", | |
"I realized it would be better to create the _Section 5_ extensions to conformal inference because the original method on prediction intervals requires requires training a whole model for every feature vector for which one generates a prediction inverval.\n", | |
"\n", | |
"### 95% credible intervals coming up!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.0, 'Train Data')" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<Figure size 1440x576 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from collections import namedtuple\n", | |
"\n", | |
"from functools import partial\n", | |
"\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from matplotlib.pyplot import figure\n", | |
"plt.rcParams['axes.grid'] = True\n", | |
"\n", | |
"from sklearn import ensemble\n", | |
"from sklearn.kernel_ridge import KernelRidge\n", | |
"from sklearn.gaussian_process import kernels\n", | |
"from sklearn.pipeline import make_pipeline\n", | |
"from sklearn.preprocessing import PolynomialFeatures\n", | |
"from sklearn.linear_model import Ridge\n", | |
"\n", | |
"Interval = namedtuple('Interval', ['center', 'lower_bound', 'upper_bound'])\n", | |
"\n", | |
"#### Constants for quantile and sample size\n", | |
"\n", | |
"ALPHA = .05\n", | |
"SIZE=2000\n", | |
"X_MAX = 3*np.pi\n", | |
"Y_MAX = 3\n", | |
"\n", | |
"#### Load it up, making X 1-dimensional for easy graphing\n", | |
"\n", | |
"X = np.random.uniform(low=0, high=X_MAX, size=SIZE).reshape(-1, 1)\n", | |
"y_func = np.sin\n", | |
"y_exact = y_func(X.reshape(-1))\n", | |
"y_noise = np.pi*np.random.randn(SIZE)*X.reshape(-1)/10\n", | |
"y = y_exact + y_noise\n", | |
"\n", | |
"#### Split up data into train, calibration and test set\n", | |
"\n", | |
"make_splits = partial(np.array_split, indices_or_sections=4)\n", | |
"X_s, y_s = make_splits(X), make_splits(y)\n", | |
"(X_train, X_train_residual, X_cal, X_test), (y_train, y_train_residual, y_cal, y_test) = X_s, y_s\n", | |
"\n", | |
"# exact graph\n", | |
"x = np.linspace(0, X_MAX, 1000)\n", | |
"fig, axes = plt.subplots(ncols=2, figsize=(20, 8))\n", | |
"plt.setp(axes, xlim=(0, X_MAX), ylim=(y_test.min()*2, y_test.max()*2))\n", | |
"axes[0].plot(x, y_func(x))\n", | |
"axes[1].scatter(\n", | |
" X_train, \n", | |
" y_train, \n", | |
" facecolors='none', \n", | |
" edgecolors='g', \n", | |
" linewidth=.4, \n", | |
" s=100)\n", | |
"axes[0].set_title('Underlying function')\n", | |
"axes[1].set_title('Train Data')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 1. Train Regressor on Training Set" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"KernelRidge(alpha=0.01,\n", | |
" kernel=ExpSineSquared(length_scale=10, periodicity=6.28))" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"params = {'n_estimators': 500,\n", | |
" 'max_depth': 4,\n", | |
" 'min_samples_split': 5,\n", | |
" 'learning_rate': 0.01,\n", | |
" 'loss': 'ls'}\n", | |
"\n", | |
"#reg = ensemble.GradientBoostingRegressor(**params)\n", | |
"reg = KernelRidge(alpha=.01, kernel=kernels.ExpSineSquared(length_scale=10, periodicity=2*np.pi))\n", | |
"# reg = make_pipeline(PolynomialFeatures(degree=4), Ridge())\n", | |
"reg.fit(X_train, y_train)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 2. Train MAD on Training Residual Set\n", | |
" > MAD =conditional Mean Absolute Deviation regressor)\n", | |
" > Explanation: This to predict, given x, the absolute error of the regressor's output with the true output, in expectation." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"KernelRidge(alpha=0.001)" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"mad_params = {'alpha': .001}\n", | |
"mad_y_train_residual = np.abs(reg.predict(X_train_residual) - y_train_residual)\n", | |
"mad_reg = KernelRidge(**mad_params)\n", | |
"mad_reg.fit(X_train_residual, mad_y_train_residual)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Reusable code\n", | |
" > This code can be used to easily construct two kinds of residuals to generate two kinds of intervals:\n", | |
" \n", | |
" 1. non-locally weighted prediction intervals\n", | |
" 2. locally weighted prediction intervals" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_conformal_quantile_residual(residuals, alpha):\n", | |
" \"\"\"Return the residual from the callibration set using conformal methods.\n", | |
" \n", | |
" In a naive setting, one might use the following methods to get the residual:\n", | |
" - standard: np.quantile(residuals, 1 - alpha)\n", | |
" - choose the larger number: np.quantile(residuals, 1 - alpha, interpolation='higher')\n", | |
" - equivalently: sorted(residuals)[int(np.ceil((1-alpha) * len(residuals))) - 1]\n", | |
" \n", | |
" In this setting we use the conformal approach and do almost the same thing, but we ask\n", | |
" something like \"where does the y-value-in-question fit as a member of the sample?\"\n", | |
" \n", | |
" See Split Conformal Inference Section here: stat.cmu.edu/~ryantibs/papers/conformal.pdf\n", | |
" \"\"\"\n", | |
" \n", | |
" float_position = (1 - alpha) * (1 + len(residuals))\n", | |
" position = int(np.ceil(float_position))\n", | |
" return sorted(residuals)[position - 1]\n", | |
"\n", | |
"\n", | |
"def get_original_quantile_residual(residuals, alpha):\n", | |
" \"\"\"Return the sample quantile residual.\"\"\"\n", | |
" return np.quantile(residuals, 1 - alpha, interpolation='linear')\n", | |
"\n", | |
"\n", | |
"def get_quantile_residual(residuals, alpha, is_conformal=True):\n", | |
" if is_conformal:\n", | |
" get_quantile = get_conformal_quantile_residual\n", | |
" else:\n", | |
" get_quantile = get_original_quantile_residual\n", | |
" return get_quantile(residuals, alpha)\n", | |
"\n", | |
"\n", | |
"def get_residuals(model, mad_error_model, X_cal, y_cal, is_locally_weighted=False):\n", | |
" residuals = np.abs(model.predict(X_cal) - y_cal)\n", | |
" if is_locally_weighted:\n", | |
" residuals = residuals / mad_error_model.predict(X_cal)\n", | |
" return residuals\n", | |
"\n", | |
"\n", | |
"def get_radius(quantile_residual, mad_error_model, x, is_locally_weighted=False):\n", | |
" \"\"\"Return interval radius.\n", | |
" \n", | |
" The radius of an interval that is around a point is half \n", | |
" of the length of the interval. For example, the radius of\n", | |
" (10, 15) is 2.5.\n", | |
" \"\"\"\n", | |
" \n", | |
" multiplier = 1\n", | |
" if is_locally_weighted:\n", | |
" multiplier = mad_error_model.predict(x)\n", | |
" radius = multiplier * quantile_residual\n", | |
" return radius\n", | |
"\n", | |
"\n", | |
"def get_interval_from_model_and_radius(model, x, radius):\n", | |
" y_hat = model.predict(x)\n", | |
" return Interval(y_hat, y_hat - radius, y_hat + radius)\n", | |
"\n", | |
"\n", | |
"def get_interval_from_raw_data(\n", | |
" model, \n", | |
" mad_error_model,\n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" x, \n", | |
" is_locally_weighted=False,\n", | |
" is_conformal=True,\n", | |
" alpha=.05):\n", | |
" \"\"\"Return interval around predicted point.\n", | |
" \n", | |
" This function does not train models, it computes\n", | |
" residuals on fresh data using pre-trained models.\n", | |
" \"\"\"\n", | |
" \n", | |
" residuals = get_residuals(\n", | |
" model, \n", | |
" mad_error_model, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" is_locally_weighted=is_locally_weighted)\n", | |
" \n", | |
" return get_interval_from_residuals(\n", | |
" residuals, \n", | |
" model,\n", | |
" mad_error_model,\n", | |
" x, \n", | |
" is_locally_weighted=is_locally_weighted, \n", | |
" is_conformal=is_conformal,\n", | |
" alpha=alpha)\n", | |
"\n", | |
"\n", | |
"def get_interval_from_residuals(\n", | |
" residuals, \n", | |
" model,\n", | |
" mad_error_model,\n", | |
" x, \n", | |
" is_locally_weighted=False, \n", | |
" is_conformal=True, \n", | |
" alpha=.05):\n", | |
" \n", | |
" quantile_residual = get_quantile_residual(residuals, alpha, is_conformal=is_conformal)\n", | |
" radius = get_radius(quantile_residual, mad_error_model, x, is_locally_weighted=is_locally_weighted)\n", | |
" return get_interval_from_model_and_radius(model, x, radius)\n", | |
"\n", | |
"def is_covered(y_true, interval):\n", | |
" return (y_true > interval.lower_bound) & (y_true < interval.upper_bound)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Graph the error bands on the test data.\n", | |
" \n", | |
" - To do this, first select the proper quantile residual on the callibration dataset.\n", | |
" - Use that to generate intervals. For locally weighted bands of variable length, quantile residual should be multiplied by the output of the MAD model (as it was formed by taking the quotient of the true residual and the MAD model's prediction)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1440x576 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"axes_configs = [\n", | |
" {'is_locally_weighted': True},\n", | |
" {'is_locally_weighted': False},\n", | |
"]\n", | |
"\n", | |
"fig, axes = plt.subplots(ncols=2, figsize=(20, 8))\n", | |
"fig.suptitle('Comparison of intervals as in the video', fontsize=20, y=1.05)\n", | |
"plt.setp(axes, xlim=(0, X_MAX), ylim=(y_test.min()*2, y_test.max()*2))\n", | |
"\n", | |
"x = np.linspace(0, X_MAX, 100).reshape(-1, 1)\n", | |
"\n", | |
"\n", | |
"for ax, kwargs in zip(axes, axes_configs):\n", | |
" interval = get_interval_from_raw_data(\n", | |
" reg, \n", | |
" mad_reg, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" x, \n", | |
" alpha=ALPHA,\n", | |
" **kwargs)\n", | |
" test_interval = get_interval_from_raw_data(\n", | |
" reg, \n", | |
" mad_reg, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" X_test, \n", | |
" alpha=ALPHA,\n", | |
" **kwargs)\n", | |
" \n", | |
" coverage_rate = np.round(np.mean(is_covered(y_test, test_interval)), decimals=4)\n", | |
" \n", | |
" length = np.round(np.mean(test_interval.upper_bound - test_interval.lower_bound), decimals=4)\n", | |
"\n", | |
" ax.set_title('Conformal Split Inference with Heterskedastic Data'\n", | |
" f'\\n{kwargs}'\n", | |
" f'\\ntest_coverage rate: {coverage_rate}'\n", | |
" f'\\naverage_length: {length}', fontsize=16)\n", | |
" ax.plot(x[:, 0], interval.center, 'c', linewidth=2, label='$\\hat{y}$')\n", | |
" ax.plot(x[:, 0], y_func(x[:, 0]), label='$y$')\n", | |
" ax.scatter(\n", | |
" X_test, \n", | |
" y_test, \n", | |
" facecolors='none', \n", | |
" edgecolors='g', \n", | |
" linewidth=.4, \n", | |
" s=100,\n", | |
" label='test data')\n", | |
" ax.fill_between(x[:, 0], interval.lower_bound, interval.upper_bound, alpha=.2)\n", | |
" ax.legend(prop={\"size\":16})" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Supplementary graphs the length of the intervals and approximate the conditional coverage:\n", | |
"\n", | |
" - interval length conditioned on x\n", | |
" - Plot coverage rate conditioned on $x \\in X\\_test$ for small radius around each x evaluated" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x142dd9f90>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x576 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.rcParams[\"figure.figsize\"] = (15,5)\n", | |
"\n", | |
"x = np.linspace(0, X_MAX, 100).reshape(-1, 1)\n", | |
"\n", | |
"locally_weighted_interval = get_interval_from_raw_data(\n", | |
" reg, \n", | |
" mad_reg, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" x, \n", | |
" is_locally_weighted=True)\n", | |
"interval = get_interval_from_raw_data(\n", | |
" reg, \n", | |
" mad_reg, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" x, \n", | |
" is_locally_weighted=False)\n", | |
"\n", | |
"locally_weighted_lengths = locally_weighted_interval.upper_bound - locally_weighted_interval.lower_bound\n", | |
"lengths = interval.upper_bound[0] - interval.lower_bound[0]\n", | |
"\n", | |
"fig, (length_ax, coverage_ax) = plt.subplots(ncols=2, figsize=(20, 8))\n", | |
"plt.setp(axes, xlim=(0, X_MAX), ylim=(y_test.min()*2, y_test.max()*2))\n", | |
"\n", | |
"length_ax.plot(\n", | |
" x[:, 0], locally_weighted_lengths, \n", | |
" linestyle='--', label='locally weighted band length')\n", | |
"length_ax.axhline(\n", | |
" y=np.mean(locally_weighted_lengths), xmin=0, xmax=X_MAX, \n", | |
" linestyle='--', color='k', label='mean locally weighted band length')\n", | |
"length_ax.axhline(y=lengths, xmin=0, xmax=X_MAX, \n", | |
" color='c', label='constant band length')\n", | |
"length_ax.set_title('length of interval')\n", | |
"length_ax.legend(prop={'size': 16})\n", | |
"\n", | |
"### Coverage\n", | |
"locally_weighted_interval = get_interval_from_raw_data(\n", | |
" reg, \n", | |
" mad_reg, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" X_test, \n", | |
" is_locally_weighted=True)\n", | |
"interval = get_interval_from_raw_data(\n", | |
" reg, \n", | |
" mad_reg, \n", | |
" X_cal, \n", | |
" y_cal, \n", | |
" X_test, \n", | |
" is_locally_weighted=False)\n", | |
"\n", | |
"def moving_average(x, w):\n", | |
" return np.convolve(x, np.ones(w), 'same') / w\n", | |
"\n", | |
"WINDOW_LENGTH = 20\n", | |
"X_test_1d = np.copy(X_test[:, 0])\n", | |
"non_locally_weighted_coverage = is_covered(y_test, interval)\n", | |
"locally_weighted_coverage = is_covered(y_test, locally_weighted_interval)\n", | |
"sorting_indices = np.argsort(X_test_1d)\n", | |
"\n", | |
"sorted_X_test_1d = X_test_1d.take(sorting_indices)\n", | |
"sorted_y_test = y_test.take(sorting_indices)\n", | |
"sorted_non_locally_weighted_coverage = non_locally_weighted_coverage.take(sorting_indices)\n", | |
"sorted_locally_weighted_coverage = locally_weighted_coverage.take(sorting_indices)\n", | |
"\n", | |
"coverage_ax.set_ylim(-.05, 1.05)\n", | |
"coverage_ax.plot(\n", | |
" sorted_X_test_1d, moving_average(sorted_non_locally_weighted_coverage, WINDOW_LENGTH), \n", | |
" label=f'not locally weighted, mean: {np.round(np.mean(non_locally_weighted_coverage), decimals=4)}')\n", | |
"coverage_ax.plot(\n", | |
" sorted_X_test_1d, moving_average(sorted_locally_weighted_coverage, WINDOW_LENGTH), \n", | |
" label=f'locally weighted, mean: {np.round(np.mean(locally_weighted_coverage), decimals=4)}')\n", | |
"coverage_ax.set_title(f'Rolling average with moving window length: {WINDOW_LENGTH}')\n", | |
"coverage_ax.legend(prop={'size': 16})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.7.9" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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