{
"cells": [
{
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"source": [
"# EnbPI prediction intervals and the four calibrators\n",
"\n",
"A point forecast tells you nothing about how wrong it might be. EnbPI wraps an\n",
"ordinary sklearn regressor in *prediction intervals*, and four calibrators turn\n",
"one set of residuals into widths. We build the intervals, line the calibrators up,\n",
"and watch how each behaves when volatility clusters.\n",
"\n",
"EnbPI (Xu and Xie 2021) works like this. Fit the regressor on each bootstrap\n",
"resample of the rows, predict the rows that were left out, and collect the\n",
"out-of-bag absolute residuals. The (1 - alpha) quantile of those residuals is a\n",
"half-width: center an interval on the prediction, add and subtract the\n",
"half-width. The bootstrap ensemble is the only machinery; the regressor itself\n",
"never has to know about uncertainty.\n",
"\n",
"A caveat to keep in mind throughout. EnbPI coverage is **approximate and\n",
"asymptotic** under temporal dependence (a strong-mixing condition), not\n",
"finite-sample distribution-free like split conformal on exchangeable data. The\n",
"intervals target marginal (1 - alpha) coverage averaged over time; they do not\n",
"promise it at every point, and under distribution shift the base method can drift\n",
"off target. The adaptive calibrators below exist to fight that drift, and each\n",
"carries a different guarantee that we label as we go.\n",
"\n",
"The plan:\n",
"\n",
"1. Build a regression-from-lags problem from a time series.\n",
"2. Fit `EnbPIEnsemble` once with a moving-block bootstrap.\n",
"3. Read intervals out under all four calibrators: static, sliding window, ACI, NexCP.\n",
"4. Judge them with the canonical interval-quality plots and the Winkler score.\n",
"5. Stress them on a GARCH-style volatility-clustering series where static breaks.\n"
]
},
{
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"# On Colab or Binder, install tsbootstrap first (skipped if already present):\n",
"try:\n",
" import tsbootstrap # noqa: F401\n",
"except ImportError:\n",
" %pip install -q \"tsbootstrap[examples]\""
]
},
{
"cell_type": "markdown",
"id": "fb3b633e",
"metadata": {},
"source": [
"## Inline data-generating processes and helpers\n",
"\n",
"Two inline DGPs, a lag-feature builder, and the interval-quality metrics. We use\n",
"two series with known structure:\n",
"\n",
"- **AR(2)**, `x[t] = 0.6 x[t-1] - 0.3 x[t-2] + e[t]`, homoskedastic. A regression on\n",
" the two previous values is correctly specified, so this is the easy baseline where\n",
" even the static calibrator should do well.\n",
"- **GARCH(1,1)-style**, a conditionally heteroskedastic series whose variance\n",
" clusters: calm stretches and turbulent stretches alternate. The conditional mean is\n",
" still a mild AR(1), but the noise scale moves over time. This is where a single\n",
" global width is wrong by construction, and the time-local and drift-adaptive\n",
" calibrators should earn their keep.\n"
]
},
{
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"id": "6fea2fb5",
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"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"from tsbootstrap import MovingBlock\n",
"from tsbootstrap.uq import EnbPIEnsemble\n",
"\n",
"# Colorblind-safe per-calibrator style: each calibrator is distinguished by line\n",
"# style AND marker (and hatch for bars), not by color alone, so the plots stay\n",
"# legible in grayscale and for color-vision-deficient readers.\n",
"CALIB_STYLE = {\n",
" \"static\": {\"color\": \"#0072B2\", \"ls\": \"-\", \"marker\": \"o\", \"hatch\": \"//\"},\n",
" \"sliding_window\": {\"color\": \"#E69F00\", \"ls\": \"--\", \"marker\": \"s\", \"hatch\": \"..\"},\n",
" \"aci\": {\"color\": \"#009E73\", \"ls\": \"-.\", \"marker\": \"^\", \"hatch\": \"xx\"},\n",
" \"nexcp\": {\"color\": \"#D55E00\", \"ls\": \":\", \"marker\": \"D\", \"hatch\": \"\\\\\\\\\"},\n",
"}\n",
"CALIB_LABEL = {\n",
" \"static\": \"static\",\n",
" \"sliding_window\": \"sliding window\",\n",
" \"aci\": \"ACI\",\n",
" \"nexcp\": \"NexCP\",\n",
"}\n",
"\n",
"\n",
"def ar2(n, phi1=0.6, phi2=-0.3, rng=None):\n",
" \"\"\"Stationary AR(2), unit-variance Gaussian noise, started at 0.\"\"\"\n",
" rng = np.random.default_rng() if rng is None else rng\n",
" x = np.zeros(n)\n",
" e = rng.standard_normal(n)\n",
" for t in range(2, n):\n",
" x[t] = phi1 * x[t - 1] + phi2 * x[t - 2] + e[t]\n",
" return x\n",
"\n",
"\n",
"def garch11(n, omega=0.05, alpha=0.12, beta=0.85, ar=0.3, rng=None, burn=200):\n",
" \"\"\"AR(1) mean with GARCH(1,1) conditional variance: volatility clusters over time.\n",
"\n",
" sigma2_t = omega + alpha * eps_{t-1}**2 + beta * sigma2_{t-1}, eps_t = sigma_t z_t,\n",
" x_t = ar * x_{t-1} + eps_t. alpha + beta < 1 keeps it stationary.\n",
" \"\"\"\n",
" rng = np.random.default_rng() if rng is None else rng\n",
" total = n + burn\n",
" z = rng.standard_normal(total)\n",
" sigma2 = np.empty(total)\n",
" eps = np.empty(total)\n",
" x = np.zeros(total)\n",
" sigma2[0] = omega / max(1e-8, 1 - alpha - beta)\n",
" eps[0] = np.sqrt(sigma2[0]) * z[0]\n",
" for t in range(1, total):\n",
" sigma2[t] = omega + alpha * eps[t - 1] ** 2 + beta * sigma2[t - 1]\n",
" eps[t] = np.sqrt(sigma2[t]) * z[t]\n",
" x[t] = ar * x[t - 1] + eps[t]\n",
" return x[burn:], np.sqrt(sigma2[burn:])\n",
"\n",
"\n",
"def lag_design(series, n_lags):\n",
" \"\"\"Build (X, y) for a regression from the last n_lags values onto the next value.\n",
"\n",
" X[i] = [s[i + n_lags - 1], ..., s[i]] (most-recent lag first), y[i] = s[i + n_lags].\n",
" Returns X of shape (len - n_lags, n_lags) and y of shape (len - n_lags,), time-aligned.\n",
" \"\"\"\n",
" s = np.asarray(series, dtype=float)\n",
" n = s.shape[0]\n",
" n - n_lags\n",
" X = np.column_stack([s[n_lags - 1 - k : n - 1 - k] for k in range(n_lags)])\n",
" y = s[n_lags:]\n",
" return X, y, np.arange(n_lags, n) # third item: the time index of each target\n",
"\n",
"\n",
"def empirical_coverage(lo, hi, y):\n",
" \"\"\"Fraction of targets inside [lo, hi].\"\"\"\n",
" return float(np.mean((y >= lo) & (y <= hi)))\n",
"\n",
"\n",
"def running_coverage(lo, hi, y):\n",
" \"\"\"Cumulative coverage up to each time t (a running average of the hit indicator).\"\"\"\n",
" hit = ((y >= lo) & (y <= hi)).astype(float)\n",
" return np.cumsum(hit) / np.arange(1, hit.size + 1)\n",
"\n",
"\n",
"def winkler_score(lo, hi, y, alpha):\n",
" \"\"\"Mean Winkler interval score (lower is better).\n",
"\n",
" width + (2 / alpha) * (lo - y) if y < lo, + (2 / alpha) * (y - hi) if y > hi, else 0.\n",
" Rewards narrow intervals but penalizes misses in proportion to how far outside they fall.\n",
" \"\"\"\n",
" width = hi - lo\n",
" below = np.maximum(lo - y, 0.0)\n",
" above = np.maximum(y - hi, 0.0)\n",
" return float(np.mean(width + (2.0 / alpha) * (below + above)))"
]
},
{
"cell_type": "markdown",
"id": "4bcb3829",
"metadata": {},
"source": [
"## A regression-from-lags problem\n",
"\n",
"We turn forecasting into tabular regression: predict the next value from the two\n",
"previous ones. That makes the model an ordinary `LinearRegression`, and lets the\n",
"out-of-bag bootstrap supply held-out residuals for every row.\n",
"\n",
"EnbPI needs an **observation-resampling** method so each replicate has a real\n",
"out-of-bag set. We use `MovingBlock`, which resamples contiguous blocks of rows and\n",
"so respects local dependence in the residuals. (A recursive model method has no row\n",
"indices and would be rejected.) We keep `n_bootstraps` modest at 80.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1a07872d",
"metadata": {
"execution": {
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"design matrix (698, 2), targets (698,)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"out-of-bag residuals collected: 698\n",
"median |oob residual| = 0.682\n"
]
}
],
"source": [
"N_LAGS = 2\n",
"ALPHA = 0.1 # target 90% intervals\n",
"N_BOOTSTRAPS = 80\n",
"BLOCK = 12\n",
"\n",
"rng = np.random.default_rng(0)\n",
"x_ar2 = ar2(700, rng=rng)\n",
"X, y, t_idx = lag_design(x_ar2, N_LAGS)\n",
"print(f\"design matrix {X.shape}, targets {y.shape}\")\n",
"\n",
"ens = EnbPIEnsemble().fit(\n",
" LinearRegression(),\n",
" X,\n",
" y,\n",
" method=MovingBlock(block_length=BLOCK),\n",
" n_bootstraps=N_BOOTSTRAPS,\n",
" random_state=1,\n",
")\n",
"print(f\"out-of-bag residuals collected: {ens.oob_residuals.shape[0]}\")\n",
"print(f\"median |oob residual| = {np.median(ens.oob_residuals):.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "2dfe196d",
"metadata": {},
"source": [
"## All four calibrators from one fit\n",
"\n",
"The ensemble is fitted once. Each calibrator is just a different reading of the same\n",
"out-of-bag residual buffer, passed at predict time:\n",
"\n",
"- **static**: one global (1 - alpha) quantile, the same width everywhere. Original\n",
" EnbPI. Guarantee: *approximate marginal* (1 - alpha) coverage, averaged over time.\n",
"- **sliding_window**: a rolling (1 - alpha) quantile over a trailing window, so the\n",
" width tracks local volatility. Guarantee: still approximate marginal, but adapts to\n",
" changing scale (time-local EnbPI).\n",
"- **aci** (Adaptive Conformal Inference, Gibbs and Candes 2021): adjusts the quantile\n",
" *level* online from realized coverage errors. Needs the realized test scores\n",
" `|y_t - prediction_t|` in time order. Guarantee: *long-run time-average* coverage\n",
" converges to 1 - alpha even under arbitrary distribution shift; it does not promise\n",
" marginal coverage at any single step.\n",
"- **nexcp** (Nonexchangeable Conformal Prediction, Barber et al. 2023): a\n",
" recency-weighted quantile via a `decay`. Guarantee: a *finite-sample* coverage bound\n",
" minus a drift gap that grows with how fast the distribution moves; with `decay = 1`\n",
" it is the ordinary quantile.\n",
"\n",
"For ACI the realized scores are the in-sample `|y - point|`; we compute them from the\n",
"static point prediction (the out-of-bag ensemble mean, identical across calibrators).\n"
]
},
{
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"execution_count": 4,
"id": "54212e78",
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AR(2) baseline, nominal coverage = 90%:\n"
]
},
{
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"text/plain": [
" coverage mean width Winkler \\\n",
"static 0.899713 3.068552 4.102011 \n",
"sliding window 0.891117 3.068784 4.056283 \n",
"ACI 0.899713 3.299156 4.252896 \n",
"NexCP 0.886819 2.982549 4.10815 \n",
"\n",
" guarantee \n",
"static approx. marginal (EnbPI) \n",
"sliding window approx. marginal, time-local \n",
"ACI long-run time-average, shift-robust \n",
"NexCP finite-sample minus drift gap "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lo_s, hi_s, point = ens.predict_interval(alpha=ALPHA, calibrator=\"static\")\n",
"\n",
"# Realized non-conformity scores for ACI: one per prediction row, in time order.\n",
"test_scores = np.abs(y - point)\n",
"\n",
"intervals = {}\n",
"intervals[\"static\"] = (lo_s, hi_s)\n",
"intervals[\"sliding_window\"] = ens.predict_interval(\n",
" alpha=ALPHA, calibrator=\"sliding_window\", window=60\n",
")[:2]\n",
"intervals[\"aci\"] = ens.predict_interval(\n",
" alpha=ALPHA, calibrator=\"aci\", test_scores=test_scores, gamma=0.05\n",
")[:2]\n",
"intervals[\"nexcp\"] = ens.predict_interval(alpha=ALPHA, calibrator=\"nexcp\", decay=0.97)[:2]\n",
"\n",
"guarantee = {\n",
" \"static\": \"approx. marginal (EnbPI)\",\n",
" \"sliding_window\": \"approx. marginal, time-local\",\n",
" \"aci\": \"long-run time-average, shift-robust\",\n",
" \"nexcp\": \"finite-sample minus drift gap\",\n",
"}\n",
"\n",
"ar2_summary = pd.DataFrame(\n",
" {\n",
" CALIB_LABEL[name]: {\n",
" \"coverage\": empirical_coverage(lo, hi, y),\n",
" \"mean width\": float(np.mean(hi - lo)),\n",
" \"Winkler\": winkler_score(lo, hi, y, ALPHA),\n",
" \"guarantee\": guarantee[name],\n",
" }\n",
" for name, (lo, hi) in intervals.items()\n",
" }\n",
").T\n",
"print(f\"AR(2) baseline, nominal coverage = {1 - ALPHA:.0%}:\")\n",
"ar2_summary"
]
},
{
"cell_type": "markdown",
"id": "82c77e06",
"metadata": {},
"source": [
"On the homoskedastic AR(2) the four calibrators land close together: the scale is\n",
"constant, so there is little for the adaptive ones to adapt to. They all sit near the\n",
"nominal 90% line, and the Winkler scores are within a hair of each other. The real\n",
"separation appears once volatility moves, which is the next section. First, the\n",
"canonical interval-quality views on this baseline.\n"
]
},
{
"cell_type": "markdown",
"id": "0a26e8ac",
"metadata": {},
"source": [
"## Interval-quality plot 1: the interval over time, with misses highlighted\n",
"\n",
"Start with the interval itself: the realized series threading through a band, with\n",
"the points that fall outside marked. We show a 200-step window of the\n",
"static-calibrator band so the structure is legible.\n"
]
},
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{
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"misses in window: 22 / 200 (11.0%; target 10%)\n"
]
}
],
"source": [
"lo, hi = intervals[\"static\"]\n",
"sl = slice(150, 350)\n",
"tt = t_idx[sl]\n",
"miss = (y[sl] < lo[sl]) | (y[sl] > hi[sl])\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 4), layout=\"constrained\")\n",
"ax.fill_between(\n",
" tt, lo[sl], hi[sl], color=\"#0072B2\", alpha=0.20, label=f\"static {1 - ALPHA:.0%} interval\"\n",
")\n",
"ax.plot(tt, point[sl], color=\"#0072B2\", lw=1.0, label=\"point prediction\")\n",
"ax.plot(tt, y[sl], color=\"black\", lw=1.0, label=\"realized value\")\n",
"ax.scatter(\n",
" tt[miss],\n",
" y[sl][miss],\n",
" color=\"#D55E00\",\n",
" marker=\"X\",\n",
" s=55,\n",
" edgecolor=\"black\",\n",
" linewidth=0.5,\n",
" zorder=5,\n",
" label=\"realized point outside band\",\n",
")\n",
"ax.set_title(\"EnbPI static prediction interval over time (AR(2) series)\")\n",
"ax.set_xlabel(\"time index (steps)\")\n",
"ax.set_ylabel(\"series value (unitless)\")\n",
"ax.legend(loc=\"upper right\", fontsize=8, framealpha=0.9)\n",
"plt.show()\n",
"\n",
"print(f\"misses in window: {int(miss.sum())} / {miss.size} ({miss.mean():.1%}; target {ALPHA:.0%})\")"
]
},
{
"cell_type": "markdown",
"id": "9b1585ae",
"metadata": {},
"source": [
"The realized series mostly stays inside the band, with a sprinkling of red misses\n",
"at roughly the target rate. On a constant-variance process a constant-width band is\n",
"the right shape, so this looks healthy.\n"
]
},
{
"cell_type": "markdown",
"id": "df6dc6d0",
"metadata": {},
"source": [
"## Interval-quality plot 2: running coverage versus the nominal line\n",
"\n",
"A single coverage number hides *when* the misses happen. The running (cumulative)\n",
"coverage shows whether the interval is on target throughout, or only on average\n",
"because an early over-cover cancels a late under-cover. A well-calibrated interval\n",
"hugs the nominal line.\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "967d1412",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-22T16:14:40.942410Z",
"iopub.status.busy": "2026-06-22T16:14:40.942157Z",
"iopub.status.idle": "2026-06-22T16:14:41.123172Z",
"shell.execute_reply": "2026-06-22T16:14:41.121010Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10, 4.5), layout=\"constrained\")\n",
"for name, (lo, hi) in intervals.items():\n",
" st = CALIB_STYLE[name]\n",
" ax.plot(\n",
" t_idx,\n",
" running_coverage(lo, hi, y),\n",
" color=st[\"color\"],\n",
" ls=st[\"ls\"],\n",
" marker=st[\"marker\"],\n",
" markevery=80,\n",
" markersize=5,\n",
" lw=1.4,\n",
" label=CALIB_LABEL[name],\n",
" )\n",
"ax.axhline(\n",
" 1 - ALPHA, color=\"black\", ls=(0, (6, 4)), lw=1.4, label=f\"nominal {1 - ALPHA:.0%} coverage\"\n",
")\n",
"ax.set_ylim(0.6, 1.0)\n",
"ax.set_title(\"Running coverage vs nominal target (AR(2) series)\")\n",
"ax.set_xlabel(\"time index (steps)\")\n",
"ax.set_ylabel(\"cumulative coverage (fraction)\")\n",
"ax.legend(fontsize=8, loc=\"lower right\", ncol=2, framealpha=0.9)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f2cabc22",
"metadata": {},
"source": [
"All four curves settle near the dashed nominal line, after the usual noisy start\n",
"where only a few points have been seen. On the easy series, the calibrators are\n",
"interchangeable; this plot is the diagnostic that will *separate* them on the GARCH\n",
"series below.\n"
]
},
{
"cell_type": "markdown",
"id": "0006506c",
"metadata": {},
"source": [
"## Interval-quality plot 3: interval width over time\n",
"\n",
"Coverage alone is not enough: a band that covers only by being enormous is\n",
"useless. The width-over-time view shows how each calibrator spends its budget. On\n",
"a homoskedastic series the static and NexCP widths are flat; the sliding window\n",
"wobbles slightly with local residual noise; ACI breathes as it chases realized\n",
"coverage.\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "65a5da93",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-22T16:14:41.127857Z",
"iopub.status.busy": "2026-06-22T16:14:41.127533Z",
"iopub.status.idle": "2026-06-22T16:14:41.287138Z",
"shell.execute_reply": "2026-06-22T16:14:41.285285Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10, 4.5), layout=\"constrained\")\n",
"for name, (lo, hi) in intervals.items():\n",
" st = CALIB_STYLE[name]\n",
" ax.plot(\n",
" t_idx,\n",
" hi - lo,\n",
" color=st[\"color\"],\n",
" ls=st[\"ls\"],\n",
" marker=st[\"marker\"],\n",
" markevery=80,\n",
" markersize=5,\n",
" lw=1.3,\n",
" label=CALIB_LABEL[name],\n",
" )\n",
"ax.set_title(\"Interval width over time (AR(2) series)\")\n",
"ax.set_xlabel(\"time index (steps)\")\n",
"ax.set_ylabel(\"interval width (series units)\")\n",
"ax.legend(fontsize=8, loc=\"upper right\", ncol=2, framealpha=0.9)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b3de39d4",
"metadata": {},
"source": [
"## Interval-quality plot 4: coverage versus target as alpha sweeps\n",
"\n",
"A calibration line sweeps the target coverage and plots achieved against requested.\n",
"The diagonal is perfect calibration. A curve below the diagonal under-covers (too\n",
"narrow); above it over-covers (too wide). We sweep the static calibrator since it has\n",
"the cleanest single quantile interpretation.\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "37e7342b",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-22T16:14:41.290274Z",
"iopub.status.busy": "2026-06-22T16:14:41.289969Z",
"iopub.status.idle": "2026-06-22T16:14:41.431016Z",
"shell.execute_reply": "2026-06-22T16:14:41.429062Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"targets = np.linspace(0.5, 0.95, 10)\n",
"achieved = []\n",
"for tgt in targets:\n",
" a = 1 - tgt\n",
" lo, hi, _ = ens.predict_interval(alpha=a, calibrator=\"static\")\n",
" achieved.append(empirical_coverage(lo, hi, y))\n",
"achieved = np.array(achieved)\n",
"\n",
"fig, ax = plt.subplots(figsize=(6, 6), layout=\"constrained\")\n",
"ax.plot(\n",
" [0.5, 1.0],\n",
" [0.5, 1.0],\n",
" color=\"black\",\n",
" ls=(0, (6, 4)),\n",
" lw=1.4,\n",
" label=\"perfect calibration (y = x)\",\n",
")\n",
"ax.plot(targets, achieved, ls=\"-\", marker=\"o\", markersize=6, color=\"#0072B2\", label=\"EnbPI static\")\n",
"ax.set_xlabel(\"target coverage 1 - alpha (fraction)\")\n",
"ax.set_ylabel(\"achieved in-sample coverage (fraction)\")\n",
"ax.set_title(\"Calibration line: achieved vs requested coverage (AR(2) series)\")\n",
"ax.legend(loc=\"upper left\", fontsize=9, framealpha=0.9)\n",
"ax.set_aspect(\"equal\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "47040370",
"metadata": {},
"source": [
"The static calibrator tracks the diagonal closely on the AR(2): asking for x%\n",
"coverage returns about x%. That is the best case, a correctly specified model on a\n",
"constant-variance series. The GARCH stress test breaks this for the static method and\n",
"shows which calibrators repair it.\n"
]
},
{
"cell_type": "markdown",
"id": "c1c6d053",
"metadata": {},
"source": [
"## The stress test: a GARCH(1,1) volatility-clustering series\n",
"\n",
"Now the hard case. The GARCH series has stretches of calm and stretches of turbulence.\n",
"A single global width is too wide in the calm stretches (wasting tightness) and too\n",
"narrow in the turbulent ones (missing exactly when it matters most). This is where the\n",
"time-local and drift-adaptive calibrators are supposed to pull ahead.\n",
"\n",
"Two calibrator knobs need a gentler setting here than on the calm baseline. ACI's\n",
"`gamma` is its step size: a large step on a volatile series can drive the adapted\n",
"level past zero, at which point ACI deliberately returns an infinite half-width to\n",
"\"cover everything\" until it recovers. We use a smaller `gamma = 0.02` so the level\n",
"stays in range and the widths stay finite. NexCP's `decay` controls how fast old\n",
"residuals are forgotten; an aggressive decay over-reacts to a turbulent stretch and\n",
"over-covers, so we soften it to `decay = 0.995`.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6e135842",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-22T16:14:41.435173Z",
"iopub.status.busy": "2026-06-22T16:14:41.434668Z",
"iopub.status.idle": "2026-06-22T16:14:41.572857Z",
"shell.execute_reply": "2026-06-22T16:14:41.571464Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GARCH(1,1) stress test, nominal coverage = 90%:\n"
]
},
{
"data": {
"text/html": [
"
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],
"text/plain": [
"volatility bin low vol mid vol high vol\n",
"static 0.943 0.910 0.847\n",
"sliding window 0.913 0.876 0.867\n",
"ACI 0.920 0.896 0.867\n",
"NexCP 0.970 0.930 0.883"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edges = np.quantile(sigma_y, [0.0, 1 / 3, 2 / 3, 1.0])\n",
"bin_idx = np.clip(np.digitize(sigma_y, edges[1:-1]), 0, 2)\n",
"bin_labels = [\"low vol\", \"mid vol\", \"high vol\"]\n",
"\n",
"# Coverage within each volatility bin, per calibrator.\n",
"cond_cov = {}\n",
"for name, (lo, hi) in intervals_g.items():\n",
" hit = ((yg >= lo) & (yg <= hi)).astype(float)\n",
" cond_cov[name] = [hit[bin_idx == b].mean() for b in range(3)]\n",
"\n",
"fig, ax = plt.subplots(figsize=(9, 4.8), layout=\"constrained\")\n",
"bar_w = 0.2\n",
"xpos = np.arange(3)\n",
"for j, name in enumerate(intervals_g):\n",
" st = CALIB_STYLE[name]\n",
" ax.bar(\n",
" xpos + (j - 1.5) * bar_w,\n",
" cond_cov[name],\n",
" bar_w,\n",
" color=st[\"color\"],\n",
" hatch=st[\"hatch\"],\n",
" edgecolor=\"black\",\n",
" linewidth=0.6,\n",
" label=CALIB_LABEL[name],\n",
" )\n",
"ax.axhline(\n",
" 1 - ALPHA, color=\"black\", ls=(0, (6, 4)), lw=1.4, label=f\"nominal {1 - ALPHA:.0%} coverage\"\n",
")\n",
"ax.set_xticks(xpos)\n",
"ax.set_xticklabels(bin_labels)\n",
"ax.set_ylim(0.5, 1.0)\n",
"ax.set_xlabel(\"true conditional-volatility tercile\")\n",
"ax.set_ylabel(\"coverage within bin (fraction)\")\n",
"ax.set_title(\"Conditional coverage by volatility tercile (GARCH series)\")\n",
"ax.legend(fontsize=8, loc=\"center left\", bbox_to_anchor=(1.01, 0.5), framealpha=0.9)\n",
"plt.show()\n",
"\n",
"cond_table = pd.DataFrame(\n",
" {CALIB_LABEL[name]: cond_cov[name] for name in intervals_g},\n",
" index=bin_labels,\n",
").T\n",
"cond_table.columns.name = \"volatility bin\"\n",
"print(f\"Conditional coverage by volatility tercile (target = {1 - ALPHA:.0%}):\")\n",
"cond_table.round(3)"
]
},
{
"cell_type": "markdown",
"id": "4abbfbcd",
"metadata": {},
"source": [
"The static calibrator's bars slope down: it over-covers the low-volatility bin\n",
"(wasted width) and under-covers the high-volatility bin (the dangerous failure),\n",
"even when its marginal number looked acceptable. The sliding-window and NexCP bars\n",
"are flatter, because their widths grow in the turbulent bin. That flattening is the\n",
"conditional-coverage repair a fixed width cannot provide.\n"
]
},
{
"cell_type": "markdown",
"id": "734dc574",
"metadata": {},
"source": [
"## Winkler scores: one number to compare calibrators\n",
"\n",
"The Winkler interval score combines width and miss penalty into a single number (lower\n",
"is better): you pay the interval width always, plus `2 / alpha` times how far any\n",
"realized point falls outside. It rewards tight intervals but punishes a miss far more\n",
"than it rewards the narrowness that caused it, so it cannot be gamed by shrinking the\n",
"band. We compare all four calibrators on both series.\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b7aee3d7",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-22T16:14:42.092377Z",
"iopub.status.busy": "2026-06-22T16:14:42.092142Z",
"iopub.status.idle": "2026-06-22T16:14:42.115262Z",
"shell.execute_reply": "2026-06-22T16:14:42.114184Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Interval quality on both series (nominal coverage = 90%; lower Winkler is better):\n",
"AR(2) best Winkler: sliding window\n",
"GARCH best Winkler: sliding window\n"
]
},
{
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\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
AR(2) homoskedastic
\n",
"
static
\n",
"
0.900
\n",
"
3.069
\n",
"
4.102
\n",
"
\n",
"
\n",
"
sliding window
\n",
"
0.891
\n",
"
3.069
\n",
"
4.056
\n",
"
\n",
"
\n",
"
ACI
\n",
"
0.900
\n",
"
3.299
\n",
"
4.253
\n",
"
\n",
"
\n",
"
NexCP
\n",
"
0.887
\n",
"
2.983
\n",
"
4.108
\n",
"
\n",
"
\n",
"
GARCH(1,1) clustering
\n",
"
static
\n",
"
0.900
\n",
"
3.524
\n",
"
4.418
\n",
"
\n",
"
\n",
"
sliding window
\n",
"
0.885
\n",
"
3.327
\n",
"
4.267
\n",
"
\n",
"
\n",
"
ACI
\n",
"
0.894
\n",
"
3.465
\n",
"
4.400
\n",
"
\n",
"
\n",
"
NexCP
\n",
"
0.928
\n",
"
3.807
\n",
"
4.453
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" coverage mean width Winkler\n",
"series calibrator \n",
"AR(2) homoskedastic static 0.900 3.069 4.102\n",
" sliding window 0.891 3.069 4.056\n",
" ACI 0.900 3.299 4.253\n",
" NexCP 0.887 2.983 4.108\n",
"GARCH(1,1) clustering static 0.900 3.524 4.418\n",
" sliding window 0.885 3.327 4.267\n",
" ACI 0.894 3.465 4.400\n",
" NexCP 0.928 3.807 4.453"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def winkler_frame(intervals_map, y):\n",
" \"\"\"Coverage, mean width and Winkler score per calibrator, as a DataFrame.\"\"\"\n",
" rows = {}\n",
" for name, (lo, hi) in intervals_map.items():\n",
" rows[CALIB_LABEL[name]] = {\n",
" \"coverage\": empirical_coverage(lo, hi, y),\n",
" \"mean width\": float(np.mean(hi - lo)),\n",
" \"Winkler\": winkler_score(lo, hi, y, ALPHA),\n",
" }\n",
" return pd.DataFrame(rows).T\n",
"\n",
"\n",
"ar2_table = winkler_frame(intervals, y)\n",
"garch_table = winkler_frame(intervals_g, yg)\n",
"\n",
"comparison = pd.concat(\n",
" {\"AR(2) homoskedastic\": ar2_table, \"GARCH(1,1) clustering\": garch_table},\n",
" names=[\"series\", \"calibrator\"],\n",
")\n",
"print(\n",
" f\"Interval quality on both series (nominal coverage = {1 - ALPHA:.0%}; \"\n",
" \"lower Winkler is better):\"\n",
")\n",
"print(\"AR(2) best Winkler: \", ar2_table[\"Winkler\"].idxmin())\n",
"print(\"GARCH best Winkler: \", garch_table[\"Winkler\"].idxmin())\n",
"comparison.round(3)"
]
},
{
"cell_type": "markdown",
"id": "3baedef2",
"metadata": {},
"source": [
"## What to take away\n",
"\n",
"EnbPI gives any sklearn regressor a prediction interval from nothing more than its own\n",
"out-of-bag residuals, and the calibrator chooses how those residuals become a width.\n",
"\n",
"- On a **homoskedastic** series (AR(2)) all four calibrators are close: there is no\n",
" drifting scale to adapt to, so the simple static width is already near optimal on\n",
" both coverage and Winkler score.\n",
"- On a **heteroskedastic** series (GARCH) the static calibrator fails *conditionally*:\n",
" it under-covers the high-volatility stretches that matter most, even when its\n",
" marginal coverage looks fine. The time-local **sliding window** and the\n",
" recency-weighted **NexCP** widen with the volatility and flatten the\n",
" conditional-coverage profile; **ACI** holds long-run coverage by adjusting its level\n",
" online.\n",
"\n",
"Match the guarantee to your problem. Static is the default under stable conditions,\n",
"where its approximate marginal coverage is all you need. Sliding window is the\n",
"upgrade when the noise scale moves. ACI is the choice under genuine distribution\n",
"shift, where its long-run time-average guarantee is robust by construction. NexCP\n",
"buys a finite-sample bound at the cost of a drift gap that grows with how fast the\n",
"world changes. All of them stay approximate or asymptotic under temporal\n",
"dependence rather than finite-sample distribution-free, which is the ceiling for\n",
"time-series uncertainty.\n"
]
}
],
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