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June 8, 2018 17:57
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GP Regression Example in Sklearn Document
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"%load_ext autoreload \n", | |
"%autoreload 2\n", | |
"from importlib import reload" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"from matplotlib import pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from sklearn.gaussian_process import GaussianProcessRegressor\n", | |
"from sklearn.gaussian_process.kernels import RBF, ConstantKernel as C\n", | |
"\n", | |
"np.random.seed(1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def f(x):\n", | |
" return x * np.sin(x)\n", | |
"\n", | |
"def run_gpr(X, f=f):\n", | |
" y = f(X).ravel()\n", | |
" x = np.atleast_2d(np.linspace(0, 10, 1000)).T\n", | |
" y_all = f(x).ravel()\n", | |
"\n", | |
" kernel = C(1.0, (1e-3, 1e3)) * RBF(10, (1e-2, 1e2))\n", | |
" gp = GaussianProcessRegressor(kernel=kernel, n_restarts_optimizer=9)\n", | |
" gp.fit(X, y)\n", | |
" y_pred, sigma = gp.predict(x, return_std=True)\n", | |
" #y_pred2, sigma2 = gp.predict(x, return_std=True)\n", | |
"\n", | |
" fig = plt.figure()\n", | |
" plt.plot(x, f(x), 'r:', label=u'$f(x) = x\\,\\sin(x)$')\n", | |
" plt.plot(X, y, 'r.', markersize=10, label=u'Observations')\n", | |
" plt.plot(x, y_pred, 'b-', label=u'Prediction')\n", | |
" #plt.plot(x, y_pred2, 'g-', label=u'Prediction2')\n", | |
" plt.fill(np.concatenate([x, x[::-1]]),\n", | |
" np.concatenate([y_pred - 1.9600 * sigma,\n", | |
" (y_pred + 1.9600 * sigma)[::-1]]),\n", | |
" alpha=.5, fc='b', ec='None', label='95% confidence interval')\n", | |
" plt.xlabel('$x$')\n", | |
" plt.ylabel('$f(x)$')\n", | |
" plt.ylim(-10, 20)\n", | |
" plt.legend(loc='upper left')\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1923b552ba8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = np.atleast_2d([1., 8.]).T\n", | |
"run_gpr(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1923b8f8ba8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = np.atleast_2d([1., 3., 8.]).T\n", | |
"run_gpr(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1923ba2e240>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = np.atleast_2d([1., 3., 4., 8.]).T\n", | |
"run_gpr(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1923d18e5c0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = np.atleast_2d([1., 3., 4., 7., 8.]).T\n", | |
"run_gpr(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1923d21fc88>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = np.atleast_2d([1., 3., 4., 5., 7., 8.]).T\n", | |
"run_gpr(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1923d2987f0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = np.atleast_2d([1., 2., 3., 4., 5., 7., 8.]).T\n", | |
"run_gpr(X)" | |
] | |
}, | |
{ | |
"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": "3.6.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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