{ "cells": [ { "cell_type": "markdown", "id": "b4851768", "metadata": {}, "source": [ "# Model-based bootstraps: residual and sieve\n", "\n", "Block bootstraps keep dependence by resampling contiguous chunks of the observed\n", "series. Model-based bootstraps work differently. They fit one parametric\n", "model to the data, then regenerate each replicate recursively from the fitted\n", "dynamics driven by resampled, centered innovations:\n", "\n", "`x*[t] = c + sum_j phi_j x*[t-j] + e*[t]`\n", "\n", "Nothing is resampled at the level of observations. A replicate is a new path\n", "simulated forward through the estimated dynamics, so there are no observation\n", "indices and no out-of-bag set. There are three model-based specs in tsbootstrap to\n", "work through:\n", "\n", "1. `ResidualBootstrap(model=AR(order=...))` on a synthetic AR(2).\n", "2. `ResidualBootstrap(model=ARIMA(order=(p, d, q)))` on a near-unit-root real\n", " series that needs differencing.\n", "3. `SieveAR`, which picks the AR order from the data before resampling.\n", "\n", "We close on the stability guard: what tsbootstrap does when the fitted model is\n", "explosive or sits on a unit root. The code runs offline against bundled datasets." ] }, { "cell_type": "code", "execution_count": 1, "id": "c9e7790d", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:28.734969Z", "iopub.status.busy": "2026-06-22T16:15:28.734425Z", "iopub.status.idle": "2026-06-22T16:15:29.573662Z", "shell.execute_reply": "2026-06-22T16:15:29.572377Z" } }, "outputs": [], "source": [ "# 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]\"\n", "\n", "# The ARIMA and sieve paths use statsmodels, which ships in the [examples] extra\n", "# (it pulls in tsbootstrap[models]). The bundled datasets come from sktime and\n", "# statsmodels, both also in [examples]." ] }, { "cell_type": "markdown", "id": "1db094c0", "metadata": {}, "source": [ "## A synthetic AR(2)\n", "\n", "We start with a stationary AR(2) so the dependence structure is known exactly:\n", "`x[t] = 0.5 x[t-1] + 0.3 x[t-2] + e[t]`. The two coefficients sum to 0.8, well\n", "inside the stationary region, so the fitted model will be stable." ] }, { "cell_type": "code", "execution_count": 2, "id": "60a4a3c7", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:29.576388Z", "iopub.status.busy": "2026-06-22T16:15:29.576159Z", "iopub.status.idle": "2026-06-22T16:15:30.011199Z", "shell.execute_reply": "2026-06-22T16:15:30.010267Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0. , 0.64042265, 0.42511144, -0.13098686])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from tsbootstrap import AR, ARIMA, ResidualBootstrap, SieveAR, bootstrap\n", "\n", "rng = np.random.default_rng(0)\n", "n = 300\n", "phi1, phi2 = 0.5, 0.3\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", "x[:5]" ] }, { "cell_type": "markdown", "id": "3a918205", "metadata": {}, "source": [ "## ResidualBootstrap with a fixed-order AR\n", "\n", "`ResidualBootstrap(model=AR(order=2))` fits an AR(2) once by ordinary least\n", "squares, centers its residuals, and then simulates each replicate forward. The\n", "innovation resampler defaults to `IID()`: the centered residuals are drawn with\n", "replacement, independently, and fed through the fitted recursion. The result has\n", "the same `(n_bootstraps, n)` shape as a block bootstrap, but every row is a fresh\n", "simulated path rather than a reshuffling of the original points." ] }, { "cell_type": "code", "execution_count": 3, "id": "efd03e2d", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:30.014846Z", "iopub.status.busy": "2026-06-22T16:15:30.014523Z", "iopub.status.idle": "2026-06-22T16:15:30.246253Z", "shell.execute_reply": "2026-06-22T16:15:30.244944Z" } }, "outputs": [ { "data": { "text/plain": [ "(200, 300)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_ar = bootstrap(x, method=ResidualBootstrap(model=AR(order=2)), n_bootstraps=200, random_state=1)\n", "samples_ar = res_ar.values()\n", "samples_ar.shape # (n_bootstraps, n)" ] }, { "cell_type": "markdown", "id": "0099822c", "metadata": {}, "source": [ "### No observation indices, no out-of-bag\n", "\n", "This is the structural difference from block and IID methods. Because a recursive\n", "replicate is simulated rather than resampled, there is no mapping back to original\n", "observation positions. `indices()` returns `None`, and asking for the out-of-bag\n", "mask raises rather than inventing one. The EnbPI uncertainty layer, which is built\n", "on the out-of-bag structure, therefore cannot consume a recursive method." ] }, { "cell_type": "code", "execution_count": 4, "id": "62badb6c", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:30.249726Z", "iopub.status.busy": "2026-06-22T16:15:30.249493Z", "iopub.status.idle": "2026-06-22T16:15:30.256823Z", "shell.execute_reply": "2026-06-22T16:15:30.254761Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "indices(): None\n", "get_oob_mask() raised: OOBUnavailableError\n", "[TSB_OOB_UNAVAILABLE] in-bag/out-of-bag counts require observation indices, which method 'residual' does not produce Hint: Use an observation-resampling method (IID or a block method) for OOB.\n" ] } ], "source": [ "from tsbootstrap.errors import OOBUnavailableError\n", "\n", "print(\"indices():\", res_ar.indices()) # None for a recursive method\n", "\n", "try:\n", " res_ar.get_oob_mask()\n", "except OOBUnavailableError as exc:\n", " print(\"get_oob_mask() raised:\", type(exc).__name__)\n", " print(str(exc).splitlines()[0])" ] }, { "cell_type": "markdown", "id": "034f8ed3", "metadata": {}, "source": [ "### Replicate paths\n", "\n", "Each replicate is a new realisation of the same fitted AR(2) dynamics. They share\n", "the persistence and variance of the original but are not reshufflings of it: the\n", "recursion can wander anywhere the model allows." ] }, { "cell_type": "code", "execution_count": 5, "id": "321d733b", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:30.260021Z", "iopub.status.busy": "2026-06-22T16:15:30.259794Z", "iopub.status.idle": "2026-06-22T16:15:30.444835Z", "shell.execute_reply": "2026-06-22T16:15:30.443414Z" }, "nbsphinx-thumbnail": { "output-index": 0 } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "\n", "fig, ax = plt.subplots(figsize=(9, 3.8), layout=\"constrained\")\n", "for i in range(6):\n", " ax.plot(samples_ar[i], color=\"tab:blue\", alpha=0.45, lw=1.0)\n", "ax.plot(x, color=\"black\", lw=2.0, label=\"original series\")\n", "# Proxy handle so the replicate cloud gets one legend entry rather than six.\n", "replicate_handle = Line2D([], [], color=\"tab:blue\", alpha=0.7, lw=1.0)\n", "ax.set_title(\"AR(2): original series vs 6 residual-bootstrap replicate paths\")\n", "ax.set_xlabel(\"time index t\")\n", "ax.set_ylabel(\"x[t] (value)\")\n", "ax.legend(\n", " handles=[ax.lines[-1], replicate_handle],\n", " labels=[\"original series\", \"bootstrap replicates (n=6)\"],\n", " loc=\"upper right\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c010df4a", "metadata": {}, "source": [ "A quick sanity check that the resampling is innovation-based. The original\n", "series and the replicates have comparable lag-1 autocorrelation, because every\n", "replicate is driven through the same fitted recursion. Plain IID resampling of the\n", "observations would instead collapse that autocorrelation toward zero." ] }, { "cell_type": "code", "execution_count": 6, "id": "f525e445", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:30.447931Z", "iopub.status.busy": "2026-06-22T16:15:30.447766Z", "iopub.status.idle": "2026-06-22T16:15:30.726597Z", "shell.execute_reply": "2026-06-22T16:15:30.724939Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
lag-1 ACF
original series0.72
replicate mean (n=200)0.70
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" ], "text/plain": [ " lag-1 ACF\n", "original series 0.72\n", "replicate mean (n=200) 0.70" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "\n", "def lag1_acf(series):\n", " s = np.asarray(series, dtype=float)\n", " s = s - s.mean()\n", " return float(np.dot(s[:-1], s[1:]) / np.dot(s, s))\n", "\n", "\n", "rep_acf = np.array([lag1_acf(v) for v in samples_ar])\n", "acf_table = pd.DataFrame(\n", " {\"lag-1 ACF\": [lag1_acf(x), rep_acf.mean()]},\n", " index=[\"original series\", \"replicate mean (n=200)\"],\n", ")\n", "acf_table.round(3)" ] }, { "cell_type": "markdown", "id": "2b8f4352", "metadata": {}, "source": [ "## ResidualBootstrap with ARIMA on a near-unit-root series\n", "\n", "A pure AR cannot represent a series with a stochastic trend. The Nile river annual\n", "flow (statsmodels' bundled `nile` dataset, 100 yearly observations) drifts like a\n", "near-unit-root process: its level wanders rather than reverting to a fixed mean.\n", "The integrated `ARIMA(order=(p, d, q))` model handles this by differencing `d`\n", "times before fitting an ARMA to the stationary differenced series, then\n", "integrating each simulated path back up to the level.\n", "\n", "ARIMA needs the MA / maximum-likelihood machinery in statsmodels, which is the\n", "`[models]` extra (included in `[examples]`). AR, VAR, and the sieve are fit by\n", "direct OLS and need no optional dependency." ] }, { "cell_type": "code", "execution_count": 7, "id": "17bad047", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:30.729901Z", "iopub.status.busy": "2026-06-22T16:15:30.729614Z", "iopub.status.idle": "2026-06-22T16:15:30.956824Z", "shell.execute_reply": "2026-06-22T16:15:30.956118Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nile length: 100\n", "ARIMA replicate shape: (200, 100)\n", "run failed: False\n", "indices(): None\n" ] } ], "source": [ "import statsmodels.api as sm\n", "\n", "nile = sm.datasets.nile.load_pandas().data[\"volume\"].to_numpy(dtype=float)\n", "print(\"nile length:\", nile.shape[0])\n", "\n", "res_arima = bootstrap(\n", " nile,\n", " method=ResidualBootstrap(model=ARIMA(order=(1, 1, 1))),\n", " n_bootstraps=200,\n", " random_state=2,\n", ")\n", "samples_arima = res_arima.values()\n", "print(\"ARIMA replicate shape:\", samples_arima.shape)\n", "print(\"run failed:\", res_arima.metadata.failed)\n", "print(\"indices():\", res_arima.indices()) # still None: ARIMA is recursive too" ] }, { "cell_type": "code", "execution_count": 8, "id": "86862860", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:30.959172Z", "iopub.status.busy": "2026-06-22T16:15:30.958972Z", "iopub.status.idle": "2026-06-22T16:15:31.120469Z", "shell.execute_reply": "2026-06-22T16:15:31.119229Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 3.8), layout=\"constrained\")\n", "for i in range(6):\n", " ax.plot(samples_arima[i], color=\"tab:green\", alpha=0.45, lw=1.0)\n", "ax.plot(nile, color=\"black\", lw=2.0, label=\"Nile flow\")\n", "replicate_handle = Line2D([], [], color=\"tab:green\", alpha=0.7, lw=1.0)\n", "ax.set_title(\"Nile annual flow: observed vs 6 ARIMA(1,1,1) replicate paths\")\n", "ax.set_xlabel(\"year index (1871 = 0)\")\n", "ax.set_ylabel(\"annual flow (1e8 m^3)\")\n", "ax.legend(\n", " handles=[ax.lines[-1], replicate_handle],\n", " labels=[\"observed Nile flow\", \"bootstrap replicates (n=6)\"],\n", " loc=\"upper right\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6be241cd", "metadata": {}, "source": [ "The replicates condition on the observed initial differenced state, so they\n", "start at the right level and then diverge as the resampled innovations propagate.\n", "The `d = 1` differencing is what lets a model-based bootstrap follow a wandering\n", "level that a stationary AR could not." ] }, { "cell_type": "markdown", "id": "85c2b370", "metadata": {}, "source": [ "## SieveAR: let the data choose the order\n", "\n", "The sieve bootstrap is a residual AR bootstrap that does not ask you to fix the\n", "order. `SieveAR` selects the AR order once from the data by an information\n", "criterion (default `bic`, with `aic` and `hqic` available), bounded by `min_lag`\n", "and `max_lag`, then runs the recursive AR residual bootstrap at that order.\n", "\n", "We use the bundled sunspot series (statsmodels' `sunspots`, 309 yearly counts),\n", "which has rich autoregressive structure. The order chosen is the same one\n", "`SieveAR` uses internally; `select_ar_order` is the function the spec calls." ] }, { "cell_type": "code", "execution_count": 9, "id": "fce8e044", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:31.124183Z", "iopub.status.busy": "2026-06-22T16:15:31.124026Z", "iopub.status.idle": "2026-06-22T16:15:31.148388Z", "shell.execute_reply": "2026-06-22T16:15:31.147192Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sunspots length: 309\n" ] }, { "data": { "text/html": [ "
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selected_AR_order
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" ], "text/plain": [ " selected_AR_order\n", "criterion \n", "bic 9\n", "aic 9\n", "hqic 9" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "from tsbootstrap.model.fit import select_ar_order\n", "\n", "sun = sm.datasets.sunspots.load_pandas().data[\"SUNACTIVITY\"].to_numpy(dtype=float)\n", "print(\"sunspots length:\", sun.shape[0])\n", "\n", "order_table = pd.DataFrame(\n", " {\n", " \"criterion\": [\"bic\", \"aic\", \"hqic\"],\n", " \"selected_AR_order\": [\n", " select_ar_order(sun, criterion=\"bic\"),\n", " select_ar_order(sun, criterion=\"aic\"),\n", " select_ar_order(sun, criterion=\"hqic\"),\n", " ],\n", " }\n", ").set_index(\"criterion\")\n", "order_bic = int(order_table.loc[\"bic\", \"selected_AR_order\"])\n", "order_table" ] }, { "cell_type": "code", "execution_count": 10, "id": "ed26309f", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:31.151686Z", "iopub.status.busy": "2026-06-22T16:15:31.151487Z", "iopub.status.idle": "2026-06-22T16:15:31.467357Z", "shell.execute_reply": "2026-06-22T16:15:31.466078Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sieve replicate shape: (200, 309)\n", "indices(): None\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_sieve = bootstrap(sun, method=SieveAR(criterion=\"bic\"), n_bootstraps=200, random_state=3)\n", "samples_sieve = res_sieve.values()\n", "print(\"sieve replicate shape:\", samples_sieve.shape)\n", "print(\"indices():\", res_sieve.indices()) # recursive: None\n", "\n", "fig, ax = plt.subplots(figsize=(9, 3.8), layout=\"constrained\")\n", "for i in range(6):\n", " ax.plot(samples_sieve[i], color=\"tab:purple\", alpha=0.40, lw=1.0)\n", "ax.plot(sun, color=\"black\", lw=2.0, label=\"sunspots\")\n", "replicate_handle = Line2D([], [], color=\"tab:purple\", alpha=0.7, lw=1.0)\n", "ax.set_title(f\"Sunspots: observed vs 6 SieveAR replicates (selected order {order_bic})\")\n", "ax.set_xlabel(\"year index (1700 = 0)\")\n", "ax.set_ylabel(\"sunspot activity (count)\")\n", "ax.legend(\n", " handles=[ax.lines[-1], replicate_handle],\n", " labels=[\"observed sunspots\", \"bootstrap replicates (n=6)\"],\n", " loc=\"upper right\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3ec6c83d", "metadata": {}, "source": [ "`SieveAR` defaults `min_lag=1` and leaves `max_lag=None`, which lets the\n", "selector consider up to roughly `10 * log10(n)` lags. Tightening the bounds, for\n", "example `SieveAR(min_lag=1, max_lag=4)`, caps the search and would force a smaller\n", "order here." ] }, { "cell_type": "markdown", "id": "131ea851", "metadata": {}, "source": [ "## The stability guard\n", "\n", "A recursive bootstrap of a non-stationary fitted model produces explosive paths,\n", "so tsbootstrap checks the fitted dynamics before simulating. The check is on the\n", "companion-matrix spectral radius of the fitted AR coefficients:\n", "\n", "- radius `>= 1.0`: the model is non-stationary. The behaviour depends on\n", " `stability_policy` (a field on every model spec, default `\"raise\"`).\n", "- `0.98 <= radius < 1.0`: near a unit root. The run proceeds but emits a\n", " `NearUnitRootWarning`.\n", "\n", "### Near a unit root: warn, but proceed\n", "\n", "A random walk has no mean reversion, so a fitted AR(1) lands just below 1; the\n", "longer the walk, the closer the fitted coefficient sits to 1. The bootstrap runs\n", "and returns replicates, but warns that the paths may be unreliable." ] }, { "cell_type": "code", "execution_count": 11, "id": "58418e9d", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:31.470555Z", "iopub.status.busy": "2026-06-22T16:15:31.470304Z", "iopub.status.idle": "2026-06-22T16:15:31.482757Z", "shell.execute_reply": "2026-06-22T16:15:31.481050Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "replicates produced: 50\n", "run failed: False\n", "NearUnitRootWarning emitted: True\n", "[TSB_NEAR_UNIT_ROOT] fitted AR model is near a unit root (companion spectral radius 0.9935); bootstrap paths may be unreliable\n" ] } ], "source": [ "import warnings\n", "\n", "from tsbootstrap.errors import ModelStabilityError, NearUnitRootWarning\n", "\n", "# A longer random walk pins the fitted AR(1) coefficient into the [0.98, 1.0) band.\n", "rw = np.cumsum(np.random.default_rng(0).standard_normal(600))\n", "\n", "with warnings.catch_warnings(record=True) as caught:\n", " warnings.simplefilter(\"always\")\n", " res_rw = bootstrap(\n", " rw, method=ResidualBootstrap(model=AR(order=1)), n_bootstraps=50, random_state=4\n", " )\n", "near_unit = [w for w in caught if issubclass(w.category, NearUnitRootWarning)]\n", "print(\"replicates produced:\", len(res_rw))\n", "print(\"run failed:\", res_rw.metadata.failed)\n", "print(\"NearUnitRootWarning emitted:\", bool(near_unit))\n", "if near_unit:\n", " print(str(near_unit[0].message).splitlines()[0])" ] }, { "cell_type": "markdown", "id": "ef636fe5", "metadata": {}, "source": [ "### Explosive fit: raise, or skip\n", "\n", "For a genuinely explosive process the fitted coefficient exceeds 1 and the\n", "spectral radius crosses the threshold. We build a deterministic explosive series\n", "(`z[t] = 1.05 z[t-1] + small noise`) so the fitted AR(1) is clearly non-stationary.\n", "\n", "With the default `stability_policy=\"raise\"`, the run raises `ModelStabilityError`\n", "rather than returning explosive garbage." ] }, { "cell_type": "code", "execution_count": 12, "id": "b8805b12", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:31.487152Z", "iopub.status.busy": "2026-06-22T16:15:31.486639Z", "iopub.status.idle": "2026-06-22T16:15:31.496154Z", "shell.execute_reply": "2026-06-22T16:15:31.494991Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "raised: ModelStabilityError\n", "[TSB_UNSTABLE_MODEL] fitted AR model is non-stationary (companion spectral radius 1.0500 >= 1); a recursive bootstrap would produce explosive paths\n" ] } ], "source": [ "explosive = np.empty(200)\n", "explosive[0] = 1.0\n", "for t in range(1, explosive.shape[0]):\n", " explosive[t] = 1.05 * explosive[t - 1] + 0.01 * rng.standard_normal()\n", "\n", "try:\n", " bootstrap(\n", " explosive,\n", " method=ResidualBootstrap(model=AR(order=1)), # stability_policy=\"raise\" default\n", " n_bootstraps=10,\n", " random_state=5,\n", " )\n", "except ModelStabilityError as exc:\n", " print(\"raised:\", type(exc).__name__)\n", " print(str(exc).splitlines()[0])" ] }, { "cell_type": "markdown", "id": "3de508a1", "metadata": {}, "source": [ "Setting `stability_policy=\"skip\"` turns that hard failure into an empty\n", "result instead. The whole run fails as a unit: no replicates are generated, `len(result)`\n", "is 0, and the metadata records the failure with a reason. The run never falls back to\n", "a different method silently. A batch caller can detect the empty result and route\n", "around it." ] }, { "cell_type": "code", "execution_count": 13, "id": "de86d446", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:31.499838Z", "iopub.status.busy": "2026-06-22T16:15:31.499622Z", "iopub.status.idle": "2026-06-22T16:15:31.506612Z", "shell.execute_reply": "2026-06-22T16:15:31.505726Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of replicates: 0\n", "values() shape: (0,)\n", "metadata.failed: True\n", "failure_reason: [TSB_UNSTABLE_MODEL] fitted AR model is non-stationary (companion spectral radius 1.0500 >= 1); a recursive bootstrap would produce explosive paths\n" ] } ], "source": [ "res_skip = bootstrap(\n", " explosive,\n", " method=ResidualBootstrap(model=AR(order=1, stability_policy=\"skip\")),\n", " n_bootstraps=10,\n", " random_state=5,\n", ")\n", "print(\"number of replicates:\", len(res_skip))\n", "print(\"values() shape:\", res_skip.values().shape)\n", "print(\"metadata.failed:\", res_skip.metadata.failed)\n", "print(\"failure_reason:\", res_skip.metadata.failure_reason.splitlines()[0])" ] }, { "cell_type": "markdown", "id": "b1041c36", "metadata": {}, "source": [ "## The three model-based specs at a glance\n", "\n", "Model-based bootstraps fit a parametric model once, then regenerate each replicate\n", "recursively from the fitted dynamics and resampled centered innovations:\n", "\n", "- `ResidualBootstrap(model=AR(order=p))`: fixed-order AR, fit by OLS, IID\n", " innovation resampling by default.\n", "- `ResidualBootstrap(model=ARIMA(order=(p, d, q)))`: differences `d` times, fits an\n", " ARMA (needs statsmodels), integrates each simulated path back to the level. Use it\n", " for a near-unit-root or trending series.\n", "- `SieveAR`: picks the AR order from the data by an information criterion, then runs\n", " the recursive AR residual bootstrap.\n", "\n", "All three are recursive, so `indices()` is `None` and there is no out-of-bag set,\n", "which is why these methods are not EnbPI-capable. All three also refuse to simulate\n", "from an unstable fit: a near-unit-root model warns, an explosive one either raises\n", "(`stability_policy=\"raise\"`, the default) or returns a flagged empty result\n", "(`stability_policy=\"skip\"`)." ] } ], "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": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }