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About the miscalibration of logistic regression models
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# About the miscalibration of logistic regression models\n",
"\n",
"The following highlights necessary and sufficient conditions for calibration of logistic regression models\n",
"\n",
"We evaluate calibration by plotting calibration curves (with binning). This is sometimes refered to as auto-calibration. Full assessment of probablistic classifiers is also evaluated via proper scoring rules such as the log loss and the Brier score.\n",
"\n",
"## Expected general conclusions:\n",
"\n",
"### In the asymptotic regime (n_samples very large, no overfitting possible)\n",
"\n",
"The general thinking is the following:\n",
"\n",
"- logistic regression fits a proper scoring rule (log-loss);\n",
"- its link function is canonical: as a result the objective function is strictly convex (PSD Hessian, possibly with a tiny bit of regularization) and therefore admits a unique global minimum;\n",
"- given enough data it is possible to fit a model to reach this minimum **under the hypothesis that the model is not misspecified** (near-zero approximation error): the logistic regression model therefore converges to the true posterior model;\n",
"- in practice this means that we need to ensure that feature engineering is rich enough to avoid misspecification and that the regularization is (nearly) disabled.\n",
"\n",
"### In the finite sample case\n",
"\n",
"This case is more complex because we need to trade approximation error (model misspecification) with estimation error (overfitting): rich feature help reduce the first but can be detrimental for the second.\n",
"\n",
"As a result we need:\n",
"\n",
"- rich enough features to ensure low enough approximation error,\n",
"- tuning the regularization strength using a strictly proper scoring rule evaluated via cross-validation.\n",
"\n",
"In the following we empirically illustrate all of the above claims.\n",
"\n",
"Let's first define a reusable helper function to evaluate the calibration of a model and plot the results.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.calibration import CalibrationDisplay\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.metrics import brier_score_loss, log_loss, roc_auc_score\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.preprocessing import SplineTransformer\n",
"from sklearn.pipeline import make_pipeline\n",
"\n",
"\n",
"def evaluate(\n",
" models,\n",
" X,\n",
" y,\n",
" p=None,\n",
" names=None,\n",
" train_size=None,\n",
" test_size=0.5,\n",
" random_state=0,\n",
" figsize=(12, 6),\n",
"):\n",
" # Single train test split for the sake of keeping the plotting code simple.\n",
" X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, train_size=train_size, test_size=test_size, random_state=random_state\n",
" )\n",
" n_models = len(models)\n",
" _, axes = plt.subplots(1, n_models, figsize=figsize)\n",
" metrics = []\n",
" for (name, model), ax in zip(models.items(), axes):\n",
" model.fit(X_train, y_train)\n",
"\n",
" for split in [\"train\", \"test\"]:\n",
" X_ = X_train if split == \"train\" else X_test\n",
" y_ = y_train if split == \"train\" else y_test\n",
" n_bins = min(30, int(len(y_) / 30))\n",
" CalibrationDisplay.from_estimator(\n",
" model,\n",
" X_,\n",
" y_,\n",
" n_bins=n_bins,\n",
" strategy=\"quantile\",\n",
" name=split,\n",
" marker=\"o\" if split == \"train\" else \"x\",\n",
" linestyle=\"--\" if split == \"test\" else \"-\",\n",
" ax=ax,\n",
" )\n",
" proba = model.predict_proba(X_)[:, 1]\n",
" metrics.append(\n",
" {\n",
" \"Model\": name,\n",
" \"Split\": split,\n",
" \"Brier score\": brier_score_loss(y_, proba),\n",
" \"log-loss\": log_loss(y_, proba),\n",
" \"ROC AUC\": roc_auc_score(y_, proba),\n",
" }\n",
" )\n",
" ax.set_title(name if name is not None else \"Calibration plot\")\n",
"\n",
" # Check the balance property (only on the training set):\n",
" mean_prediction = model.predict_proba(X_train)[:, 1].mean()\n",
" is_balanced = np.allclose(\n",
" model.predict_proba(X_train)[:, 1].mean(), y_train.mean(), atol=1e-4\n",
" )\n",
" print(\n",
" f\"Balance property check ({name}): \"\n",
" f\"{mean_prediction:.4f} {'=' if is_balanced else '≠'} {y_train.mean():.4f} \"\n",
" f\"{'✓' if is_balanced else '✗'}\"\n",
" )\n",
" if p is not None:\n",
" metrics.append(\n",
" {\n",
" \"Model\": \"True data model\",\n",
" \"Split\": \"N/A\",\n",
" \"Brier score\": brier_score_loss(y, p),\n",
" \"log-loss\": log_loss(y, p),\n",
" \"ROC AUC\": roc_auc_score(y, p),\n",
" }\n",
" )\n",
" return pd.DataFrame(metrics).set_index(\"Model\").style.format(precision=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Asymptotic regime\n",
"\n",
"Here we consider (nearly)-unpenalized models in the large sample size regime where overfitting is not a concern.\n",
"\n",
"In that regime we show that model misspecification / approximation error is the only cause of miscalibration."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"n_samples = int(2e6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Misspecification Case A: non-linearly separable data\n",
"\n",
"Probably the most intuitive way to think about misspecification for linear classifiers.\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Balance property check (Logreg on raw data): 0.4582 = 0.4582 ✓\n",
"Balance property check (Logreg with splines): 0.4582 = 0.4582 ✓\n"
]
},
{
"data": {
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"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_0a21e\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_0a21e_level0_col0\" class=\"col_heading level0 col0\" >Split</th>\n",
" <th id=\"T_0a21e_level0_col1\" class=\"col_heading level0 col1\" >Brier score</th>\n",
" <th id=\"T_0a21e_level0_col2\" class=\"col_heading level0 col2\" >log-loss</th>\n",
" <th id=\"T_0a21e_level0_col3\" class=\"col_heading level0 col3\" >ROC AUC</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >Model</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" <th class=\"blank col1\" >&nbsp;</th>\n",
" <th class=\"blank col2\" >&nbsp;</th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_0a21e_level0_row0\" class=\"row_heading level0 row0\" >Logreg on raw data</th>\n",
" <td id=\"T_0a21e_row0_col0\" class=\"data row0 col0\" >train</td>\n",
" <td id=\"T_0a21e_row0_col1\" class=\"data row0 col1\" >0.1184</td>\n",
" <td id=\"T_0a21e_row0_col2\" class=\"data row0 col2\" >0.3412</td>\n",
" <td id=\"T_0a21e_row0_col3\" class=\"data row0 col3\" >0.8823</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_0a21e_level0_row1\" class=\"row_heading level0 row1\" >Logreg on raw data</th>\n",
" <td id=\"T_0a21e_row1_col0\" class=\"data row1 col0\" >test</td>\n",
" <td id=\"T_0a21e_row1_col1\" class=\"data row1 col1\" >0.1189</td>\n",
" <td id=\"T_0a21e_row1_col2\" class=\"data row1 col2\" >0.3423</td>\n",
" <td id=\"T_0a21e_row1_col3\" class=\"data row1 col3\" >0.8815</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_0a21e_level0_row2\" class=\"row_heading level0 row2\" >Logreg with splines</th>\n",
" <td id=\"T_0a21e_row2_col0\" class=\"data row2 col0\" >train</td>\n",
" <td id=\"T_0a21e_row2_col1\" class=\"data row2 col1\" >0.1107</td>\n",
" <td id=\"T_0a21e_row2_col2\" class=\"data row2 col2\" >0.3172</td>\n",
" <td id=\"T_0a21e_row2_col3\" class=\"data row2 col3\" >0.8946</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_0a21e_level0_row3\" class=\"row_heading level0 row3\" >Logreg with splines</th>\n",
" <td id=\"T_0a21e_row3_col0\" class=\"data row3 col0\" >test</td>\n",
" <td id=\"T_0a21e_row3_col1\" class=\"data row3 col1\" >0.1111</td>\n",
" <td id=\"T_0a21e_row3_col2\" class=\"data row3 col2\" >0.3182</td>\n",
" <td id=\"T_0a21e_row3_col3\" class=\"data row3 col3\" >0.8941</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
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},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
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",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rng = np.random.default_rng(0)\n",
"n = n_samples // 3\n",
"X_a = np.concatenate(\n",
" [\n",
" rng.normal(-10, size=n * 3 // 4),\n",
" rng.normal(0.7, size=n * 2 // 3),\n",
" rng.normal(0.8, size=n * 1 // 3),\n",
" rng.normal(10, size=n * 1 // 4),\n",
" ]\n",
").reshape(-1, 1)\n",
"y_a = np.concatenate(\n",
" [\n",
" np.zeros(n * 3 // 4),\n",
" np.ones(n * 2 // 3),\n",
" np.zeros(n * 1 // 3),\n",
" np.ones(n * 1 // 4),\n",
" ],\n",
").astype(np.int32)\n",
"\n",
"unpenalized_lr = LogisticRegression(C=1e12)\n",
"spline_unpenalized_lr = make_pipeline(SplineTransformer(n_knots=20), unpenalized_lr)\n",
"\n",
"# fig, (ax_left, ax_right) = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
"# evaluate(unpenalized_lr, X_a, y_a, ax=ax_left, title=\"Logreg on raw data\")\n",
"# evaluate(spline_unpenalized_lr, X_a, y_a, ax=ax_right, title=\"Logreg with splines\")\n",
"evaluate(\n",
" {\n",
" \"Logreg on raw data\": unpenalized_lr,\n",
" \"Logreg with splines\": spline_unpenalized_lr,\n",
" },\n",
" X_a,\n",
" y_a,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Analysis:**\n",
"\n",
"- we confirm we are in the asymptotic regime: both calibration curves match and the train and test values of the proper scoring rules are very close;\n",
"- the calibration is clearly off on the left figure because of the misspecification induced by fitting logistic regression on a non-linearly separable feature space.\n",
"\n",
"Possible fix (on the right): use a spline feature expansion to make the overall pipeline expressive enough to get rid off the misspecification. We don't even need feature interaction here. Just non-linear marginal expansion is enough.\n",
"\n",
"Note that the model is severly miscalibrated despite the balance property. This property only informs us about marginal calibration, not about auto-calibration."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Misspecification Case B: incompatibility of the link function and the feature shape\n",
"\n",
"Here we generate data such from a Bernoulli model with a identity link between the feature and the Bernoulli parameter p. As a result, logistic regression is misspecified."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Balance property check (Logreg on raw data): 0.4999 = 0.4999 ✓\n",
"Balance property check (Logreg with splines): 0.4999 = 0.4999 ✓\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_f11e5\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_f11e5_level0_col0\" class=\"col_heading level0 col0\" >Split</th>\n",
" <th id=\"T_f11e5_level0_col1\" class=\"col_heading level0 col1\" >Brier score</th>\n",
" <th id=\"T_f11e5_level0_col2\" class=\"col_heading level0 col2\" >log-loss</th>\n",
" <th id=\"T_f11e5_level0_col3\" class=\"col_heading level0 col3\" >ROC AUC</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >Model</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" <th class=\"blank col1\" >&nbsp;</th>\n",
" <th class=\"blank col2\" >&nbsp;</th>\n",
" <th class=\"blank col3\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_f11e5_level0_row0\" class=\"row_heading level0 row0\" >Logreg on raw data</th>\n",
" <td id=\"T_f11e5_row0_col0\" class=\"data row0 col0\" >train</td>\n",
" <td id=\"T_f11e5_row0_col1\" class=\"data row0 col1\" >0.1673</td>\n",
" <td id=\"T_f11e5_row0_col2\" class=\"data row0 col2\" >0.5041</td>\n",
" <td id=\"T_f11e5_row0_col3\" class=\"data row0 col3\" >0.8340</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f11e5_level0_row1\" class=\"row_heading level0 row1\" >Logreg on raw data</th>\n",
" <td id=\"T_f11e5_row1_col0\" class=\"data row1 col0\" >test</td>\n",
" <td id=\"T_f11e5_row1_col1\" class=\"data row1 col1\" >0.1677</td>\n",
" <td id=\"T_f11e5_row1_col2\" class=\"data row1 col2\" >0.5053</td>\n",
" <td id=\"T_f11e5_row1_col3\" class=\"data row1 col3\" >0.8331</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f11e5_level0_row2\" class=\"row_heading level0 row2\" >Logreg with splines</th>\n",
" <td id=\"T_f11e5_row2_col0\" class=\"data row2 col0\" >train</td>\n",
" <td id=\"T_f11e5_row2_col1\" class=\"data row2 col1\" >0.1664</td>\n",
" <td id=\"T_f11e5_row2_col2\" class=\"data row2 col2\" >0.4994</td>\n",
" <td id=\"T_f11e5_row2_col3\" class=\"data row2 col3\" >0.8340</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f11e5_level0_row3\" class=\"row_heading level0 row3\" >Logreg with splines</th>\n",
" <td id=\"T_f11e5_row3_col0\" class=\"data row3 col0\" >test</td>\n",
" <td id=\"T_f11e5_row3_col1\" class=\"data row3 col1\" >0.1668</td>\n",
" <td id=\"T_f11e5_row3_col2\" class=\"data row3 col2\" >0.5006</td>\n",
" <td id=\"T_f11e5_row3_col3\" class=\"data row3 col3\" >0.8331</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f11e5_level0_row4\" class=\"row_heading level0 row4\" >True data model</th>\n",
" <td id=\"T_f11e5_row4_col0\" class=\"data row4 col0\" >N/A</td>\n",
" <td id=\"T_f11e5_row4_col1\" class=\"data row4 col1\" >0.1666</td>\n",
" <td id=\"T_f11e5_row4_col2\" class=\"data row4 col2\" >0.4998</td>\n",
" <td id=\"T_f11e5_row4_col3\" class=\"data row4 col3\" >0.8335</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1396bd690>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rng = np.random.default_rng(0)\n",
"\n",
"p_b = rng.uniform(size=n_samples)\n",
"X_b = p_b.reshape(-1, 1)\n",
"y_b = rng.binomial(n=1, p=p_b).ravel()\n",
"\n",
"evaluate(\n",
" {\n",
" \"Logreg on raw data\": unpenalized_lr,\n",
" \"Logreg with splines\": spline_unpenalized_lr,\n",
" },\n",
" X_b,\n",
" y_b,\n",
" p=p_b,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Analysis**:\n",
"- we confirm we are still in the asymptotic regime: both calibration curves match and the train and test values of the proper scoring rules are very close.\n",
"- here the sigmoid inverse link function of the logistic regression model makes it misspecified is the main cause of the observed mis-calibration in the left panel.\n",
"\n",
"Possible fix: use a spline feature expansion to make the shape of the log function irrelevant (right panel)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Misspecification Case C: overly regularized model\n",
"\n",
"Here we consider the miscalibration induced by the use of regularization. We make sure that logreg is well specified when fit on the raw features by sampling the target from a Binomial GLM model on the same features."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Balance property check (Overly penalized Logreg): 0.5002 = 0.5002 ✓\n",
"Balance property check (Unpenalized Logreg): 0.5003 = 0.5002 ✓\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_abaf6\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_abaf6_level0_col0\" class=\"col_heading level0 col0\" >Split</th>\n",
" <th id=\"T_abaf6_level0_col1\" class=\"col_heading level0 col1\" >Brier score</th>\n",
" <th id=\"T_abaf6_level0_col2\" class=\"col_heading level0 col2\" >log-loss</th>\n",
" <th id=\"T_abaf6_level0_col3\" class=\"col_heading level0 col3\" >ROC AUC</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >Model</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" <th class=\"blank col1\" >&nbsp;</th>\n",
" <th class=\"blank col2\" >&nbsp;</th>\n",
" <th class=\"blank col3\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_abaf6_level0_row0\" class=\"row_heading level0 row0\" >Overly penalized Logreg</th>\n",
" <td id=\"T_abaf6_row0_col0\" class=\"data row0 col0\" >train</td>\n",
" <td id=\"T_abaf6_row0_col1\" class=\"data row0 col1\" >0.0420</td>\n",
" <td id=\"T_abaf6_row0_col2\" class=\"data row0 col2\" >0.1412</td>\n",
" <td id=\"T_abaf6_row0_col3\" class=\"data row0 col3\" >0.9893</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_abaf6_level0_row1\" class=\"row_heading level0 row1\" >Overly penalized Logreg</th>\n",
" <td id=\"T_abaf6_row1_col0\" class=\"data row1 col0\" >test</td>\n",
" <td id=\"T_abaf6_row1_col1\" class=\"data row1 col1\" >0.0419</td>\n",
" <td id=\"T_abaf6_row1_col2\" class=\"data row1 col2\" >0.1408</td>\n",
" <td id=\"T_abaf6_row1_col3\" class=\"data row1 col3\" >0.9894</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_abaf6_level0_row2\" class=\"row_heading level0 row2\" >Unpenalized Logreg</th>\n",
" <td id=\"T_abaf6_row2_col0\" class=\"data row2 col0\" >train</td>\n",
" <td id=\"T_abaf6_row2_col1\" class=\"data row2 col1\" >0.0406</td>\n",
" <td id=\"T_abaf6_row2_col2\" class=\"data row2 col2\" >0.1326</td>\n",
" <td id=\"T_abaf6_row2_col3\" class=\"data row2 col3\" >0.9893</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_abaf6_level0_row3\" class=\"row_heading level0 row3\" >Unpenalized Logreg</th>\n",
" <td id=\"T_abaf6_row3_col0\" class=\"data row3 col0\" >test</td>\n",
" <td id=\"T_abaf6_row3_col1\" class=\"data row3 col1\" >0.0404</td>\n",
" <td id=\"T_abaf6_row3_col2\" class=\"data row3 col2\" >0.1320</td>\n",
" <td id=\"T_abaf6_row3_col3\" class=\"data row3 col3\" >0.9894</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_abaf6_level0_row4\" class=\"row_heading level0 row4\" >True data model</th>\n",
" <td id=\"T_abaf6_row4_col0\" class=\"data row4 col0\" >N/A</td>\n",
" <td id=\"T_abaf6_row4_col1\" class=\"data row4 col1\" >0.0405</td>\n",
" <td id=\"T_abaf6_row4_col2\" class=\"data row4 col2\" >0.1323</td>\n",
" <td id=\"T_abaf6_row4_col3\" class=\"data row4 col3\" >0.9893</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1398bf550>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.special import expit\n",
"\n",
"\n",
"rng = np.random.default_rng(0)\n",
"n_features = 100\n",
"w = rng.normal(size=n_features)\n",
"X_c = rng.normal(size=(n_samples, n_features))\n",
"p_c = expit(X_c @ w)\n",
"y_c = rng.binomial(n=1, p=p_c)\n",
"\n",
"overly_penalized_lr = LogisticRegression(C=1e-3)\n",
"evaluate(\n",
" {\n",
" \"Overly penalized Logreg\": overly_penalized_lr,\n",
" \"Unpenalized Logreg\": unpenalized_lr,\n",
" },\n",
" X_c,\n",
" y_c,\n",
" p=p_c,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Analysis** here the fix is just to remove the penalization which is useless in the asymptotic regime."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Finite sample regime\n",
"\n",
"In this regime we need both rich enough features and tuned regularization parameter.\n",
"\n",
"There is not silver bullet, but tuning the hyper-parameters on a strictly proper scoring rule such as the log-loss or the Brier score definitely helps:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Balance property check (Untuned spline Logreg): 0.4400 = 0.4400 ✓\n",
"Balance property check (Tuned spline Logreg): 0.4400 = 0.4400 ✓\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_bc053\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_bc053_level0_col0\" class=\"col_heading level0 col0\" >Split</th>\n",
" <th id=\"T_bc053_level0_col1\" class=\"col_heading level0 col1\" >Brier score</th>\n",
" <th id=\"T_bc053_level0_col2\" class=\"col_heading level0 col2\" >log-loss</th>\n",
" <th id=\"T_bc053_level0_col3\" class=\"col_heading level0 col3\" >ROC AUC</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >Model</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" <th class=\"blank col1\" >&nbsp;</th>\n",
" <th class=\"blank col2\" >&nbsp;</th>\n",
" <th class=\"blank col3\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_bc053_level0_row0\" class=\"row_heading level0 row0\" >Untuned spline Logreg</th>\n",
" <td id=\"T_bc053_row0_col0\" class=\"data row0 col0\" >train</td>\n",
" <td id=\"T_bc053_row0_col1\" class=\"data row0 col1\" >0.1047</td>\n",
" <td id=\"T_bc053_row0_col2\" class=\"data row0 col2\" >0.2998</td>\n",
" <td id=\"T_bc053_row0_col3\" class=\"data row0 col3\" >0.9192</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_bc053_level0_row1\" class=\"row_heading level0 row1\" >Untuned spline Logreg</th>\n",
" <td id=\"T_bc053_row1_col0\" class=\"data row1 col0\" >test</td>\n",
" <td id=\"T_bc053_row1_col1\" class=\"data row1 col1\" >0.1190</td>\n",
" <td id=\"T_bc053_row1_col2\" class=\"data row1 col2\" >0.3868</td>\n",
" <td id=\"T_bc053_row1_col3\" class=\"data row1 col3\" >0.8906</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_bc053_level0_row2\" class=\"row_heading level0 row2\" >Tuned spline Logreg</th>\n",
" <td id=\"T_bc053_row2_col0\" class=\"data row2 col0\" >train</td>\n",
" <td id=\"T_bc053_row2_col1\" class=\"data row2 col1\" >0.1082</td>\n",
" <td id=\"T_bc053_row2_col2\" class=\"data row2 col2\" >0.3095</td>\n",
" <td id=\"T_bc053_row2_col3\" class=\"data row2 col3\" >0.9125</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_bc053_level0_row3\" class=\"row_heading level0 row3\" >Tuned spline Logreg</th>\n",
" <td id=\"T_bc053_row3_col0\" class=\"data row3 col0\" >test</td>\n",
" <td id=\"T_bc053_row3_col1\" class=\"data row3 col1\" >0.1142</td>\n",
" <td id=\"T_bc053_row3_col2\" class=\"data row3 col2\" >0.3269</td>\n",
" <td id=\"T_bc053_row3_col3\" class=\"data row3 col3\" >0.8908</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1399ee950>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"import warnings\n",
"from sklearn.exceptions import ConvergenceWarning\n",
"\n",
"\n",
"# ignore convergence warnings that are expected for some combinations of C & n_knots\n",
"warnings.filterwarnings(\"ignore\", category=ConvergenceWarning)\n",
"\n",
"\n",
"spline_unpenalized_lr = make_pipeline(SplineTransformer(n_knots=50), unpenalized_lr)\n",
"\n",
"param_grid = {\n",
" \"logisticregression__C\": np.logspace(-12, 12, 13),\n",
" \"splinetransformer__n_knots\": [5, 10, 20, 50],\n",
"}\n",
"tuned_pipeline = GridSearchCV(\n",
" make_pipeline(SplineTransformer(), LogisticRegression(max_iter=10_000)),\n",
" param_grid,\n",
" cv=5,\n",
" scoring=\"neg_log_loss\",\n",
")\n",
"\n",
"evaluate(\n",
" {\n",
" \"Untuned spline Logreg\": spline_unpenalized_lr,\n",
" \"Tuned spline Logreg\": tuned_pipeline,\n",
" },\n",
" X_a,\n",
" y_a,\n",
" train_size=500,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'logisticregression__C': 10000.0, 'splinetransformer__n_knots': 5}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tuned_pipeline.best_params_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Analysis:**\n",
"\n",
"- the untuned model has very flexible hyperparameters: low approximation error but high estimation error (overfitting) resulting in over-confident predictions on the test set;\n",
"- the tuned model tries to balance approximation error with estimation error and selects conservative hyper-parameters: low number of knots and a bit of regularization;\n",
"- we can observe that tuning hyperparameters does not seem to make a great difference in terms of purely ranking metrics such as ROC-AUC but it does make a great difference in terms of probabilitic scoring rules such as Brier score and log-loss and also qualitatively improves the reliability diagram.\n",
"\n",
"Note however that we cannot expect miracles on such a small sample size: even the most well tuned model is not guaranteed to be well calibrated. Maybe post-hoc calibration could help but this is not guaranteed on small datasets. This is the consequence of a fundamental Bias-Variance tradeoff."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Balance property check (Untuned spline Logreg): 0.4861 = 0.4860 ✓\n",
"Balance property check (Tuned spline Logreg): 0.4860 = 0.4860 ✓\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_3f1e5\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_3f1e5_level0_col0\" class=\"col_heading level0 col0\" >Split</th>\n",
" <th id=\"T_3f1e5_level0_col1\" class=\"col_heading level0 col1\" >Brier score</th>\n",
" <th id=\"T_3f1e5_level0_col2\" class=\"col_heading level0 col2\" >log-loss</th>\n",
" <th id=\"T_3f1e5_level0_col3\" class=\"col_heading level0 col3\" >ROC AUC</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >Model</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" <th class=\"blank col1\" >&nbsp;</th>\n",
" <th class=\"blank col2\" >&nbsp;</th>\n",
" <th class=\"blank col3\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_3f1e5_level0_row0\" class=\"row_heading level0 row0\" >Untuned spline Logreg</th>\n",
" <td id=\"T_3f1e5_row0_col0\" class=\"data row0 col0\" >train</td>\n",
" <td id=\"T_3f1e5_row0_col1\" class=\"data row0 col1\" >0.1568</td>\n",
" <td id=\"T_3f1e5_row0_col2\" class=\"data row0 col2\" >0.4732</td>\n",
" <td id=\"T_3f1e5_row0_col3\" class=\"data row0 col3\" >0.8524</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_3f1e5_level0_row1\" class=\"row_heading level0 row1\" >Untuned spline Logreg</th>\n",
" <td id=\"T_3f1e5_row1_col0\" class=\"data row1 col0\" >test</td>\n",
" <td id=\"T_3f1e5_row1_col1\" class=\"data row1 col1\" >0.1814</td>\n",
" <td id=\"T_3f1e5_row1_col2\" class=\"data row1 col2\" >0.5493</td>\n",
" <td id=\"T_3f1e5_row1_col3\" class=\"data row1 col3\" >0.8067</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_3f1e5_level0_row2\" class=\"row_heading level0 row2\" >Tuned spline Logreg</th>\n",
" <td id=\"T_3f1e5_row2_col0\" class=\"data row2 col0\" >train</td>\n",
" <td id=\"T_3f1e5_row2_col1\" class=\"data row2 col1\" >0.1687</td>\n",
" <td id=\"T_3f1e5_row2_col2\" class=\"data row2 col2\" >0.5087</td>\n",
" <td id=\"T_3f1e5_row2_col3\" class=\"data row2 col3\" >0.8282</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_3f1e5_level0_row3\" class=\"row_heading level0 row3\" >Tuned spline Logreg</th>\n",
" <td id=\"T_3f1e5_row3_col0\" class=\"data row3 col0\" >test</td>\n",
" <td id=\"T_3f1e5_row3_col1\" class=\"data row3 col1\" >0.1676</td>\n",
" <td id=\"T_3f1e5_row3_col2\" class=\"data row3 col2\" >0.5037</td>\n",
" <td id=\"T_3f1e5_row3_col3\" class=\"data row3 col3\" >0.8331</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_3f1e5_level0_row4\" class=\"row_heading level0 row4\" >True data model</th>\n",
" <td id=\"T_3f1e5_row4_col0\" class=\"data row4 col0\" >N/A</td>\n",
" <td id=\"T_3f1e5_row4_col1\" class=\"data row4 col1\" >0.1666</td>\n",
" <td id=\"T_3f1e5_row4_col2\" class=\"data row4 col2\" >0.4998</td>\n",
" <td id=\"T_3f1e5_row4_col3\" class=\"data row4 col3\" >0.8335</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1399cbd90>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"evaluate(\n",
" {\n",
" \"Untuned spline Logreg\": spline_unpenalized_lr,\n",
" \"Tuned spline Logreg\": tuned_pipeline,\n",
" },\n",
" X_b,\n",
" y_b,\n",
" p=p_b,\n",
" train_size=500,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'logisticregression__C': 100.0, 'splinetransformer__n_knots': 5}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tuned_pipeline.best_params_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Analysis:** similar conclusion as previously."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case C: realizable case\n",
"\n",
"Let's study the impact of tuning the regularization parameter of a logistic regression model on the dataset where we know that the logistic regression is well-specified when using the raw features (no need for spline features)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Balance property check (Overly penalized Logreg): 0.4720 = 0.4720 ✓\n",
"Balance property check (Weakly penalized Logreg): 0.4720 = 0.4720 ✓\n",
"Balance property check (Tuned Logreg on log-loss): 0.4720 = 0.4720 ✓\n",
"Balance property check (Tuned Logreg on ROC AUC): 0.4720 = 0.4720 ✓\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\">\n",
"</style>\n",
"<table id=\"T_28450\">\n",
" <thead>\n",
" <tr>\n",
" <th class=\"blank level0\" >&nbsp;</th>\n",
" <th id=\"T_28450_level0_col0\" class=\"col_heading level0 col0\" >Split</th>\n",
" <th id=\"T_28450_level0_col1\" class=\"col_heading level0 col1\" >Brier score</th>\n",
" <th id=\"T_28450_level0_col2\" class=\"col_heading level0 col2\" >log-loss</th>\n",
" <th id=\"T_28450_level0_col3\" class=\"col_heading level0 col3\" >ROC AUC</th>\n",
" </tr>\n",
" <tr>\n",
" <th class=\"index_name level0\" >Model</th>\n",
" <th class=\"blank col0\" >&nbsp;</th>\n",
" <th class=\"blank col1\" >&nbsp;</th>\n",
" <th class=\"blank col2\" >&nbsp;</th>\n",
" <th class=\"blank col3\" >&nbsp;</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row0\" class=\"row_heading level0 row0\" >Overly penalized Logreg</th>\n",
" <td id=\"T_28450_row0_col0\" class=\"data row0 col0\" >train</td>\n",
" <td id=\"T_28450_row0_col1\" class=\"data row0 col1\" >0.1101</td>\n",
" <td id=\"T_28450_row0_col2\" class=\"data row0 col2\" >0.3867</td>\n",
" <td id=\"T_28450_row0_col3\" class=\"data row0 col3\" >0.9878</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row1\" class=\"row_heading level0 row1\" >Overly penalized Logreg</th>\n",
" <td id=\"T_28450_row1_col0\" class=\"data row1 col0\" >test</td>\n",
" <td id=\"T_28450_row1_col1\" class=\"data row1 col1\" >0.1406</td>\n",
" <td id=\"T_28450_row1_col2\" class=\"data row1 col2\" >0.4522</td>\n",
" <td id=\"T_28450_row1_col3\" class=\"data row1 col3\" >0.9341</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row2\" class=\"row_heading level0 row2\" >Weakly penalized Logreg</th>\n",
" <td id=\"T_28450_row2_col0\" class=\"data row2 col0\" >train</td>\n",
" <td id=\"T_28450_row2_col1\" class=\"data row2 col1\" >0.0001</td>\n",
" <td id=\"T_28450_row2_col2\" class=\"data row2 col2\" >0.0032</td>\n",
" <td id=\"T_28450_row2_col3\" class=\"data row2 col3\" >1.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row3\" class=\"row_heading level0 row3\" >Weakly penalized Logreg</th>\n",
" <td id=\"T_28450_row3_col0\" class=\"data row3 col0\" >test</td>\n",
" <td id=\"T_28450_row3_col1\" class=\"data row3 col1\" >0.1088</td>\n",
" <td id=\"T_28450_row3_col2\" class=\"data row3 col2\" >0.7653</td>\n",
" <td id=\"T_28450_row3_col3\" class=\"data row3 col3\" >0.9549</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row4\" class=\"row_heading level0 row4\" >Tuned Logreg on log-loss</th>\n",
" <td id=\"T_28450_row4_col0\" class=\"data row4 col0\" >train</td>\n",
" <td id=\"T_28450_row4_col1\" class=\"data row4 col1\" >0.0247</td>\n",
" <td id=\"T_28450_row4_col2\" class=\"data row4 col2\" >0.1134</td>\n",
" <td id=\"T_28450_row4_col3\" class=\"data row4 col3\" >0.9996</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row5\" class=\"row_heading level0 row5\" >Tuned Logreg on log-loss</th>\n",
" <td id=\"T_28450_row5_col0\" class=\"data row5 col0\" >test</td>\n",
" <td id=\"T_28450_row5_col1\" class=\"data row5 col1\" >0.0806</td>\n",
" <td id=\"T_28450_row5_col2\" class=\"data row5 col2\" >0.2550</td>\n",
" <td id=\"T_28450_row5_col3\" class=\"data row5 col3\" >0.9601</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row6\" class=\"row_heading level0 row6\" >Tuned Logreg on ROC AUC</th>\n",
" <td id=\"T_28450_row6_col0\" class=\"data row6 col0\" >train</td>\n",
" <td id=\"T_28450_row6_col1\" class=\"data row6 col1\" >0.0131</td>\n",
" <td id=\"T_28450_row6_col2\" class=\"data row6 col2\" >0.0691</td>\n",
" <td id=\"T_28450_row6_col3\" class=\"data row6 col3\" >1.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row7\" class=\"row_heading level0 row7\" >Tuned Logreg on ROC AUC</th>\n",
" <td id=\"T_28450_row7_col0\" class=\"data row7 col0\" >test</td>\n",
" <td id=\"T_28450_row7_col1\" class=\"data row7 col1\" >0.0820</td>\n",
" <td id=\"T_28450_row7_col2\" class=\"data row7 col2\" >0.2668</td>\n",
" <td id=\"T_28450_row7_col3\" class=\"data row7 col3\" >0.9610</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_28450_level0_row8\" class=\"row_heading level0 row8\" >True data model</th>\n",
" <td id=\"T_28450_row8_col0\" class=\"data row8 col0\" >N/A</td>\n",
" <td id=\"T_28450_row8_col1\" class=\"data row8 col1\" >0.0405</td>\n",
" <td id=\"T_28450_row8_col2\" class=\"data row8 col2\" >0.1323</td>\n",
" <td id=\"T_28450_row8_col3\" class=\"data row8 col3\" >0.9893</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1399050d0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 2000x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LogisticRegressionCV\n",
"\n",
"\n",
"overly_penalized_lr = LogisticRegression(C=1e-2, max_iter=10_000)\n",
"weakly_penalized_lr = LogisticRegression(C=1e2, max_iter=10_000)\n",
"\n",
"tuned_lr_log_loss = LogisticRegressionCV(\n",
" Cs=np.logspace(-12, 12, 101), max_iter=10_000, scoring=\"neg_log_loss\"\n",
")\n",
"\n",
"tuned_lr_roc_auc = LogisticRegressionCV(\n",
" Cs=np.logspace(-12, 12, 101), max_iter=10_000, scoring=\"roc_auc\"\n",
")\n",
"\n",
"evaluate(\n",
" {\n",
" \"Overly penalized Logreg\": overly_penalized_lr,\n",
" \"Weakly penalized Logreg\": weakly_penalized_lr,\n",
" \"Tuned Logreg on log-loss\": tuned_lr_log_loss,\n",
" \"Tuned Logreg on ROC AUC\": tuned_lr_roc_auc,\n",
" },\n",
" X_c,\n",
" y_c,\n",
" p=p_c,\n",
" train_size=500,\n",
" figsize=(20, 5),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Analysis:** here we observe that tunning the regularization parameter is necessary to achieve the best possible metrics given the low sample size.\n",
"\n",
"\n",
"Note that tuning the regularization using a cross-validated log-loss (or Brier score) work, but tuning based on ROC-AUC does not lead to well calibrated models, as expected: it is only a ranking metric, it does not fully control for probabilitic matching.\n",
"\n",
"This can be confirmed by running validation curves for C on the two metrics:\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import ValidationCurveDisplay\n",
"from sklearn.model_selection import ShuffleSplit\n",
"\n",
"X_c_small = X_c[:500]\n",
"y_c_small = y_c[:500]\n",
"\n",
"\n",
"_, axes = plt.subplots(ncols=3, figsize=(15, 5))\n",
"for metric_name, ax in zip([\"neg_log_loss\", \"roc_auc\", \"accuracy\"], axes):\n",
" ValidationCurveDisplay.from_estimator(\n",
" LogisticRegression(max_iter=10_000),\n",
" X_c_small,\n",
" y_c_small,\n",
" param_name=\"C\",\n",
" param_range=np.logspace(-6, 6, 25),\n",
" scoring=metric_name,\n",
" ax=ax,\n",
" cv=ShuffleSplit(n_splits=30, test_size=0.2, random_state=0)\n",
" )\n",
" ax.set_xscale(\"log\")\n",
" ax.set_title(f\"Validation curve on {metric_name}\") "
]
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"The shaded represents the standard deviation around the estimate around the mean cross-validation score.\n",
"\n",
"**Analysis**\n",
"\n",
"- we observe that, there is a clear bump on the test log-loss curve around the optimal value for C. This value of C lead to a very well calibrated model previously. Furthermore, the size of the uncertainty shaded area is much smaller than the magnitude of the bump meaning that the tuning of the optimal of C should be quite robust to the resampling noise of the cross-validation.\n",
"- the validation curve of the ROC-AUC score also displays a bump its magnitude is much smaller compared to the standard deviation of the uncertainty score. Depending on the cross-validation resampling, it is possible that large values of `C` can be selected, leading to very badly calibrated models.\n",
"- this is even more the case when looking at the validation curve based on the accuracy metric: any value of C larger than 1e-1 could be arbitrarily selected if tuning using the accuracy metric.\n",
"\n",
"\n",
"Therefore, I would always recommend to tune hyper-parameters of probabilistic machine learning models using strictly proper scoring rules."
]
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@glemaitre
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Something that I found out that the fact that logistic regression is not calibrated when tuning C on ROC-AUC is not necessarily deterministic. I think if you set the random_state=42 (of the train-test split) then you will get two exacts logistic regression models with the ROC-AUC and logloss. But the thing a bit weird is that the ROC-AUC is not equal to 1 on the training set so I'm a bit surprised. It might be due that we don't have enough repetition into the inner CV.

@glemaitre
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Another possibility would be that the solution are comparable but with a large variation (as shown on the validation curve) and we pick up another C just due to this.

@lorentzenchr
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Note that the model is severly miscalibrated despite the balance property. This property only informs us about marginal calibration, not about auto-calibration.

This is not the whole story. The balance property just holds for the design matrix of the logistic regression. If the design matrix is badly chosen, then the balance property is just (very) weak. For instance, if only random features without correlation to the target are chosen, the balance property reduces to the marginal (the conditioning drops out), which is weak.
On the other hand, for a "correct" design matrix, the balance property is stronger than auto-calibration.

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