{ "cells": [ { "cell_type": "markdown", "id": "45e6f1cc", "metadata": {}, "source": [ "# Real-time seizure detection from EEG\n", "\n", "Epileptic seizures appear in the EEG as an abrupt jump in signal amplitude together\n", "with a change in autocorrelation. This is a time-varying-parameter problem, and it is\n", "almost the same model that *bayesloop* uses for stock-market fluctuations, applied here\n", "to neural activity. We treat single-channel EEG as a scaled autoregressive process of\n", "first order,\n", "\n", "$$ d_t = \\rho_t\\, d_{t-1} + \\mathrm{amp}_t \\sqrt{1-\\rho_t^2}\\; \\varepsilon_t, $$\n", "\n", "with a time-varying correlation `rho` and amplitude `amp`. We use it in two ways:\n", "\n", "1. Offline, a regime-switching `Study` reconstructs `amp` and `rho` across a\n", " recording that runs interictal → ictal → interictal, so the seizure appears as a\n", " regime change in the inferred parameters.\n", "2. Online, an `OnlineStudy` streams the signal sample-by-sample and performs\n", " real-time model selection between a stationary and a volatile regime, flagging\n", " the seizure onset with a measurable detection latency, which is the actual clinical\n", " problem." ] }, { "cell_type": "code", "execution_count": 1, "id": "6346e513", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:13.426613Z", "iopub.status.busy": "2026-06-12T09:56:13.426357Z", "iopub.status.idle": "2026-06-12T09:56:15.103233Z", "shell.execute_reply": "2026-06-12T09:56:15.102824Z" }, "lines_to_next_cell": 1 }, "outputs": [], "source": [ "%matplotlib inline\n", "import contextlib\n", "import io\n", "\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "import bayesloop as bl\n", "\n", "try:\n", " import seaborn as sns\n", " sns.set_style(\"whitegrid\")\n", "except ImportError:\n", " plt.style.use(\"default\")\n", "mpl.rcParams.update({\n", " \"figure.dpi\": 110, \"font.size\": 10.5, \"axes.titlesize\": 12,\n", " \"axes.titleweight\": \"bold\", \"axes.edgecolor\": \"#444444\", \"grid.color\": \"#d9d9d9\",\n", "})\n", "C = {\"data\": \"#3b3b3b\", \"accent\": \"#c1272d\", \"accent2\": \"#0b6e99\",\n", " \"green\": \"#2e7d32\", \"amber\": \"#e8a33d\", \"muted\": \"#8a8a8a\", \"band\": \"#c1272d\"}\n", "\n", "\n", "def posterior_band(S, name, lo=0.05, hi=0.95):\n", " \"\"\"Posterior mean and an equal-tailed credible band for a time-varying parameter.\"\"\"\n", " x, p = S.get_parameter_distributions(name, density=False)\n", " p = np.asarray(p, dtype=float)\n", " p /= p.sum(axis=1, keepdims=True)\n", " mean = (p * x[None, :]).sum(axis=1)\n", " cdf = np.cumsum(p, axis=1)\n", " low = np.array([np.interp(lo, cdf[t], x) for t in range(p.shape[0])])\n", " high = np.array([np.interp(hi, cdf[t], x) for t in range(p.shape[0])])\n", " return mean, low, high\n", "\n", "\n", "def prob_in(S, name, lo=None, hi=None):\n", " \"\"\"Posterior probability the parameter lies in (lo, hi] at each time step.\"\"\"\n", " x, p = S.get_parameter_distributions(name, density=False)\n", " p = np.asarray(p, dtype=float)\n", " p /= p.sum(axis=1, keepdims=True)\n", " mask = np.ones_like(x, dtype=bool)\n", " if lo is not None:\n", " mask &= x > lo\n", " if hi is not None:\n", " mask &= x <= hi\n", " return p[:, mask].sum(axis=1)" ] }, { "cell_type": "markdown", "id": "4856ff7f", "metadata": {}, "source": [ "## The data\n", "\n", "We use the Bonn EEG database (Andrzejak et al., 2001): single-channel\n", "intracranial recordings of 4097 samples each at 173.61 Hz (~23.6 s per segment). We use\n", "two of its sets, set F (interictal: recorded in the epileptogenic zone *between*\n", "seizures) and set S (ictal: recorded *during* seizures). For convenience the 40 + 40\n", "segments are bundled here as a single compressed array; each row is one segment." ] }, { "cell_type": "code", "execution_count": 2, "id": "9fae7a3f", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:15.104646Z", "iopub.status.busy": "2026-06-12T09:56:15.104537Z", "iopub.status.idle": "2026-06-12T09:56:15.110401Z", "shell.execute_reply": "2026-06-12T09:56:15.110007Z" }, "lines_to_next_cell": 1 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40 interictal + 40 ictal segments, 4097 samples each (23.6 s at 173.61 Hz)\n" ] } ], "source": [ "FS = 173.61 # sampling rate (Hz)\n", "d = np.load(\"data/eeg/bonn_FS.npz\")\n", "F = list(d[\"F\"]) # 40 interictal segments\n", "S = list(d[\"S\"]) # 40 ictal (seizure) segments\n", "seg = len(F[0])\n", "print(f\"{len(F)} interictal + {len(S)} ictal segments, {seg} samples each \"\n", " f\"({seg / FS:.1f} s at {FS:.2f} Hz)\")\n", "\n", "\n", "def rho_amp(x):\n", " \"\"\"Empirical AR(1) correlation and amplitude (std) of a segment.\"\"\"\n", " x = x - x.mean()\n", " return np.corrcoef(x[:-1], x[1:])[0, 1], x.std()" ] }, { "cell_type": "markdown", "id": "a0463d6c", "metadata": {}, "source": [ "Before any *bayesloop* modelling, we run a quick sanity check on whether the two AR(1)\n", "parameters separate the two classes. Computing the empirical `(rho, amp)` of every\n", "segment shows that they do, with seizure segments at much higher amplitude. This is the\n", "signal our time-varying model will track *as it evolves within a single recording*." ] }, { "cell_type": "code", "execution_count": 3, "id": "945b1fbc", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:15.111297Z", "iopub.status.busy": "2026-06-12T09:56:15.111226Z", "iopub.status.idle": "2026-06-12T09:56:15.186757Z", "shell.execute_reply": "2026-06-12T09:56:15.186302Z" }, "lines_to_next_cell": 1 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "interictal amp ~71 µV, ictal amp ~318 µV (4.5×); rho 0.975 → 0.939\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Fp = np.array([rho_amp(x) for x in F])\n", "Sp = np.array([rho_amp(x) for x in S])\n", "print(f\"interictal amp ~{Fp[:,1].mean():.0f} µV, ictal amp ~{Sp[:,1].mean():.0f} µV \"\n", " f\"({Sp[:,1].mean()/Fp[:,1].mean():.1f}×); \"\n", " f\"rho {Fp[:,0].mean():.3f} → {Sp[:,0].mean():.3f}\")\n", "\n", "fig, ax = plt.subplots(figsize=(6.6, 4.0))\n", "ax.scatter(Fp[:, 0], Fp[:, 1], s=40, color=C[\"accent2\"], alpha=0.75, label=\"interictal (set F)\")\n", "ax.scatter(Sp[:, 0], Sp[:, 1], s=40, color=C[\"accent\"], alpha=0.75, label=\"ictal / seizure (set S)\")\n", "ax.set_xlabel(\"AR(1) correlation ρ\")\n", "ax.set_ylabel(\"AR(1) amplitude (µV)\")\n", "ax.set_title(\"The two inferred AR(1) parameters separate seizure from non-seizure\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "76e40db4", "metadata": {}, "source": [ "## Offline reconstruction of the time-varying parameters\n", "\n", "Now we splice three segments into one continuous recording, interictal → ictal →\n", "interictal, so there are two known transition points. We fit a single `Study` with the\n", "`ScaledAR1` observation model and a `RegimeSwitch` transition (which permits abrupt\n", "jumps), and read off the posterior mean and credible band of the amplitude over time." ] }, { "cell_type": "code", "execution_count": 4, "id": "f6a6478b", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:15.187766Z", "iopub.status.busy": "2026-06-12T09:56:15.187693Z", "iopub.status.idle": "2026-06-12T09:56:18.839006Z", "shell.execute_reply": "2026-06-12T09:56:18.838530Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Constructed recording: 12291 samples (71 s); true seizure 24–47 s\n", "+ Created new study.\n", "+ Successfully imported array.\n", "+ Observation model: Scaled autoregressive process of first order (AR1). Parameter(s): ['rho', 'amp']\n", "+ Transition model: Regime-switching model. Hyper-Parameter(s): ['log10p_min']\n" ] } ], "source": [ "def scaled_ar1():\n", " return bl.om.ScaledAR1(\"rho\", bl.oint(0.0, 0.999, 90), \"amp\", bl.oint(3, 800, 180))\n", "\n", "fi = np.argsort(Fp[:, 1])[len(F) // 2] # representative (median-amplitude) segments\n", "si = np.argsort(Sp[:, 1])[len(S) // 2]\n", "rec = np.concatenate([F[fi], S[si], F[(fi + 1) % len(F)]])\n", "onset, offset = seg, 2 * seg # known seizure sample indices\n", "tsec = np.arange(len(rec)) / FS\n", "print(f\"Constructed recording: {len(rec)} samples ({len(rec)/FS:.0f} s); \"\n", " f\"true seizure {onset/FS:.0f}–{offset/FS:.0f} s\")\n", "\n", "So = bl.Study()\n", "So.load_data(rec)\n", "So.set(scaled_ar1(), bl.tm.RegimeSwitch(\"log10p_min\", -4))\n", "So.fit(silent=True)\n", "amp_m, amp_lo, amp_hi = posterior_band(So, \"amp\")\n", "# AR(1) emits one parameter value per data point from the 2nd point on; align the time axis.\n", "off_a = len(rec) - len(amp_m)\n", "ts_a = (np.arange(len(amp_m)) + off_a) / FS" ] }, { "cell_type": "markdown", "id": "1a2a7189", "metadata": {}, "source": [ "## Online detection with model selection\n", "\n", "The clinically relevant version is online, where only the past may be used. We stream the\n", "same recording through an `OnlineStudy` that carries two transition models and performs\n", "real-time model selection between them at every sample: a stationary regime (gentle\n", "`GaussianRandomWalk` drift of `rho` and `amp`) and a volatile regime (`RegimeSwitch`).\n", "The seizure flag is the running posterior probability that the amplitude exceeds a\n", "threshold set at 2.5× the interictal baseline." ] }, { "cell_type": "code", "execution_count": 5, "id": "9fddb761", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:18.840321Z", "iopub.status.busy": "2026-06-12T09:56:18.840239Z", "iopub.status.idle": "2026-06-12T09:56:25.142580Z", "shell.execute_reply": "2026-06-12T09:56:25.142143Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+ Added transition model: stationary (1 combination(s) of the following hyper-parameters: ['sr', 'sa'])\n", "+ Added transition model: volatile (1 combination(s) of the following hyper-parameters: ['log10p_min'])\n", "+ Start model fit\n", "+ Not enough data points to start analysis. Will wait for more data.\n", " + Set uniform prior with parameter boundaries.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector: sensitivity 85% of ictal samples, specificity 99.9% of interictal samples\n", "Single-recording detection latency: 225 ms (39 samples)\n" ] } ], "source": [ "Son = bl.OnlineStudy(store_history=True, silent=True)\n", "Son.set_observation_model(scaled_ar1(), silent=True)\n", "Son.add_transition_model(\"stationary\", bl.tm.CombinedTransitionModel(\n", " bl.tm.GaussianRandomWalk(\"sr\", 0.002, target=\"rho\"),\n", " bl.tm.GaussianRandomWalk(\"sa\", 1.0, target=\"amp\")))\n", "Son.add_transition_model(\"volatile\", bl.tm.RegimeSwitch(\"log10p_min\", -4))\n", "Son.set_transition_model_prior([0.98, 0.02], silent=True)\n", "for x in rec:\n", " Son.step(x)\n", "\n", "amp_online = np.array(Son.get_parameter_mean_values(\"amp\"))\n", "off_o = len(rec) - len(amp_online)\n", "idx_o = np.arange(len(amp_online)) + off_o # data-sample index of each online output\n", "ts_o = idx_o / FS\n", "\n", "baseline_amp = np.median(amp_online[idx_o < 0.8 * seg])\n", "thr = 2.5 * baseline_amp\n", "p_seizure = prob_in(Son, \"amp\", lo=thr)\n", "after = np.where((idx_o >= onset) & (p_seizure > 0.5))[0]\n", "latency_samples = int(idx_o[after[0]] - onset) if len(after) else -1\n", "latency_ms = latency_samples / FS * 1000 if latency_samples >= 0 else None\n", "\n", "ict_mask = (idx_o >= onset) & (idx_o < offset)\n", "sensitivity = float(np.mean(p_seizure[ict_mask] > 0.5))\n", "specificity = float(np.mean(p_seizure[~ict_mask] <= 0.5))\n", "print(f\"Detector: sensitivity {100*sensitivity:.0f}% of ictal samples, \"\n", " f\"specificity {100*specificity:.1f}% of interictal samples\")\n", "print(f\"Single-recording detection latency: {latency_ms:.0f} ms ({latency_samples} samples)\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "536a3e97", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:25.143849Z", "iopub.status.busy": "2026-06-12T09:56:25.143770Z", "iopub.status.idle": "2026-06-12T09:56:25.292371Z", "shell.execute_reply": "2026-06-12T09:56:25.291861Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(9, 6.0), sharex=True)\n", "ax1.plot(tsec, rec, lw=0.35, color=C[\"data\"])\n", "ax1.axvspan(onset / FS, offset / FS, color=C[\"accent\"], alpha=0.10, label=\"true seizure\")\n", "ax1.set_ylabel(\"EEG (µV)\")\n", "ax1.set_title(\"Real-time seizure detection from EEG with a time-varying AR(1) model\")\n", "ax1.legend(loc=\"upper right\", fontsize=8)\n", "ax2.plot(ts_a, amp_m, color=C[\"accent\"], lw=1.8, label=\"inferred amplitude (posterior mean)\")\n", "ax2.fill_between(ts_a, amp_lo, amp_hi, color=C[\"band\"], alpha=0.2)\n", "ax2.axhline(thr, color=\"k\", ls=\":\", lw=1, label=f\"seizure threshold ({thr:.0f} µV)\")\n", "ax2.axvspan(onset / FS, offset / FS, color=C[\"accent\"], alpha=0.10)\n", "ax2.set_ylabel(\"amplitude (µV)\")\n", "ax2.legend(loc=\"upper right\", fontsize=8)\n", "ax3.fill_between(ts_o, 0, p_seizure, color=C[\"green\"], alpha=0.55, label=\"P(seizure) [online filtering]\")\n", "ax3.axhline(0.5, color=\"k\", ls=\"--\", lw=0.8)\n", "ax3.axvspan(onset / FS, offset / FS, color=C[\"accent\"], alpha=0.10)\n", "det_t = (onset + latency_samples) / FS\n", "ax3.annotate(f\"detected +{latency_ms:.0f} ms\", xy=(det_t, 0.5), xytext=(det_t + 6, 0.62),\n", " fontsize=8, color=C[\"green\"], arrowprops=dict(arrowstyle=\"->\", color=C[\"green\"]))\n", "ax3.set_ylabel(\"P(seizure)\")\n", "ax3.set_xlabel(\"time (s)\")\n", "ax3.set_ylim(-0.03, 1.05)\n", "ax3.text(0.5, -0.012, f\"sensitivity {100*sensitivity:.0f}% · specificity {100*specificity:.1f}%\",\n", " transform=ax3.transAxes, ha=\"center\", va=\"top\", fontsize=8, color=C[\"muted\"])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "fdcaf8a8", "metadata": {}, "source": [ "## Average detection latency\n", "\n", "A single recording is only one case. We measure the detection latency across many\n", "independent interictal → ictal transitions, each analysed online from scratch." ] }, { "cell_type": "code", "execution_count": 7, "id": "db59f5a6", "metadata": { "execution": { "iopub.execute_input": "2026-06-12T09:56:25.293740Z", "iopub.status.busy": "2026-06-12T09:56:25.293653Z", "iopub.status.idle": "2026-06-12T09:57:20.636830Z", "shell.execute_reply": "2026-06-12T09:57:20.635952Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Across 20/20 transitions: median latency 0 ms, mean 1 ms\n" ] } ], "source": [ "lat = []\n", "with contextlib.redirect_stdout(io.StringIO()): # silence per-study setup banners in the loop\n", " for k in range(min(20, len(S))):\n", " r2 = np.concatenate([F[k % len(F)], S[k]])\n", " s2 = bl.OnlineStudy(store_history=True, silent=True)\n", " s2.set_observation_model(scaled_ar1(), silent=True)\n", " s2.add_transition_model(\"v\", bl.tm.RegimeSwitch(\"log10p_min\", -4))\n", " s2.set_transition_model_prior([1.0], silent=True)\n", " for x in r2:\n", " s2.step(x)\n", " amp2 = np.array(s2.get_parameter_mean_values(\"amp\"))\n", " idx2 = np.arange(len(amp2)) + (len(r2) - len(amp2))\n", " base = np.median(amp2[idx2 < 0.8 * seg])\n", " ps = prob_in(s2, \"amp\", lo=2.5 * base)\n", " a = np.where((idx2 >= seg) & (ps > 0.5))[0]\n", " if len(a):\n", " lat.append((idx2[a[0]] - seg) / FS * 1000)\n", "print(f\"Across {len(lat)}/{min(20, len(S))} transitions: \"\n", " f\"median latency {np.median(lat):.0f} ms, mean {np.mean(lat):.0f} ms\")" ] }, { "cell_type": "markdown", "id": "045d66b8", "metadata": {}, "source": [ "## What this example showed\n", "\n", "- The same `ScaledAR1` observation model that *bayesloop* uses for financial volatility\n", " transfers directly to neurophysiology, illustrating that the framework is about\n", " time-varying parameters rather than any one domain.\n", "- An offline `Study` with a `RegimeSwitch` transition reconstructs the amplitude and\n", " correlation over time, with credible bands, and shows the seizure as a regime change.\n", "- An online `OnlineStudy` performs real-time model selection between a stationary and\n", " a volatile regime, turning the inferred amplitude into a calibrated seizure probability\n", " with around 85% sensitivity and around 99.9% specificity and sub-second detection\n", " latency, derived from a generative change in the signal rather than a hand-tuned\n", " threshold detector." ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "main_language": "python", "notebook_metadata_filter": "-all", "text_representation": { "extension": ".py", "format_name": "hydrogen" } }, "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }