Created
September 10, 2015 21:53
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class-weighted logistic classificiation intercept correction
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"from sklearn.linear_model import logistic\n", | |
"from sklearn.datasets import make_classification\n", | |
"from sklearn import calibration" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"X, y = make_classification(n_samples=100000, weights={0: 0.8, 1: 0.2})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 49, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x10b30bed0>" | |
] | |
}, | |
"execution_count": 49, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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], | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10bf58410>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot([0, 1], [0, 1], \"k:\", label=\"perfect\")\n", | |
"\n", | |
"for intercept_correction in [False, True]:\n", | |
" clf = logistic.LogisticRegression(class_weight='balanced', intercept_correction=intercept_correction)\n", | |
" clf.fit(X=X, y=y)\n", | |
" fraction_of_positives, mean_predicted_value = calibration.calibration_curve(\n", | |
" y_true=y,\n", | |
" y_prob=clf.predict_proba(X)[:, 1],\n", | |
" n_bins=10\n", | |
" )\n", | |
" plt.plot(fraction_of_positives, mean_predicted_value, \"s-\", label='correction: {}'.format(intercept_correction))\n", | |
"plt.legend(loc='lower right')\n", | |
"plt.xlabel('observed')\n", | |
"plt.ylabel('predicted')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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