{ "cells": [ { "cell_type": "markdown", "id": "trf-00", "metadata": {}, "source": [ "# TRF estimation: statistical inference, regularisation, and solvers\n", "\n", "*An in-depth tutorial \u2014 see [A gentle introduction to TRFs](TRF_simulation_tutorial.ipynb) for a simpler starting point.*\n", "\n", "This tutorial shows how to estimate a **Temporal Response Function (TRF)** with\n", "`pyeeg`. A TRF is a linear kernel that maps a stimulus (or any continuous\n", "predictor) onto a response:\n", "\n", "`y(t) = sum_tau h(tau) * x(t - tau) + e(t)`\n", "\n", "Fitting a TRF means estimating the kernel `h(tau)` over a window of lags\n", "`[tmin, tmax]` around stimulus onset. A positive lag means the response\n", "*follows* the stimulus: the ground-truth kernel used here peaks at **+0.2 s**,\n", "i.e. the response lags the stimulus by 200 ms.\n", "\n", "**What this notebook covers**\n", "\n", "1. Simulating a response driven by two predictors: a *smooth continuous*\n", " stimulus and an *impulse-like* (event) stimulus\n", "2. Fitting TRFs with ridge regularisation \u2014 and why the smooth predictor needs it\n", "3. Selecting the regularisation strength by cross-validation (`xfit`)\n", "4. Banded regularisation (`feature_alphas`): penalise only what needs it\n", "5. Statistical inference: permutation test and bootstrap confidence intervals\n", " (`pyeeg.stats`)\n", "6. Robust fitting (Cauchy loss) when the data contain outliers\n", "7. Solver comparison and multi-channel TRFs\n", "\n", "All data are simulated in-notebook (no downloads) and all randomness is seeded.\n", "A full top-to-bottom run takes a few minutes, dominated by the permutation test\n", "and the bootstrap.\n" ] }, { "cell_type": "code", "execution_count": 70, "id": "trf-01", "metadata": {}, "outputs": [], "source": [ "import time\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from pyeeg import TRFEstimator\n", "from pyeeg.simulate import (\n", " dummy_trf_kernel,\n", " simulate_smooth_input,\n", " simulate_pulse_inputs,\n", " simulate_trf_output,\n", ")\n", "from pyeeg.stats import permutation_test_trf, bootstrap_ci_trf\n", "from pyeeg.solvers import (\n", " SVDSolver,\n", " LSTSQSolver,\n", " ConjugateGradientSolver,\n", " IRLSSolver,\n", ")\n", "from pyeeg.vizu import plot_trf_signi\n", "from pyeeg.utils import lag_matrix\n", "\n", "# Matplotlib style (toggle dark mode here)\n", "dark_mode = True\n", "plt.rcParams['font.size'] = 12\n", "plt.rcParams['axes.titlesize'] = 12\n", "if dark_mode:\n", " plt.rcParams['axes.facecolor'] = '#1e1e1e'\n", " plt.rcParams['axes.edgecolor'] = '#ffffff'\n", " plt.rcParams['axes.labelcolor'] = '#ffffff'\n", " plt.rcParams['xtick.color'] = '#ffffff'\n", " plt.rcParams['ytick.color'] = '#ffffff'\n", " plt.rcParams['figure.facecolor'] = '#1e1e1e'\n", " plt.rcParams['figure.edgecolor'] = '#1e1e1e'\n", "\n", "# Reproducibility: one seed for everything\n", "seed = 2026\n", "rng = np.random.default_rng(seed) # for noise/outliers we draw ourselves" ] }, { "cell_type": "code", "execution_count": 71, "id": "trf-02", "metadata": {}, "outputs": [], "source": [ "# Parameters\n", "fs = 100 # Sampling frequency (Hz)\n", "duration = 30 # Duration (s)\n", "n_samples = int(fs * duration) # Number of samples\n", "tmin = -0.5 # Start of the TRF lag window (s)\n", "tmax = 0.5 # End of the TRF lag window (s)\n", "n_events = 100 # Number of events for the impulse-like stimulus\n", "noise_rel = 0.25 # Noise std as a fraction of the clean response std" ] }, { "cell_type": "code", "execution_count": 75, "id": "trf-03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X: (3000, 2) (n_samples x n_features), y: (3000, 1) (n_samples x n_channels)\n", "y std: 26.37 (noise std: 6.39)\n" ] } ], "source": [ "# Simulated data\n", "# Ground-truth kernels: a Gaussian for the smooth predictor and its derivative\n", "# (a \"bipolar\" kernel) for the impulse-like predictor. Both peak at +0.2 s.\n", "t_kernel, kernel1 = dummy_trf_kernel(tmin=tmin, tmax=tmax, srate=fs,\n", " tloc=0.2, sigma=0.05, kernel_type='gaussian')\n", "_, kernel2 = dummy_trf_kernel(tmin=tmin, tmax=tmax, srate=fs,\n", " tloc=0.2, sigma=0.05, kernel_type='bipolar')\n", "# Kernel amplitudes are arbitrary simulation choices: scale the event kernel up\n", "# so both predictors have comparable effect sizes (otherwise the weaker feature\n", "# is invisible to the FWE-corrected inference below)\n", "kernel2 = 5 * kernel2\n", "\n", "# Stimuli: one smooth continuous (low-passed noise), one impulse-like (events)\n", "_, smooth_stimulus = simulate_smooth_input(dur=duration, srate=fs, fmax=15, seed=seed+1) # Must use different seed to not correlate noise and stim!\n", "_, event_stimulus = simulate_pulse_inputs(n_events=n_events, dur=duration,\n", " srate=fs, seed=seed+2)\n", "\n", "# Response: each stimulus convolved with its kernel, mixed, plus noise\n", "y_smooth = simulate_trf_output(t_kernel, kernel1, smooth_stimulus, srate=fs)\n", "y_event = simulate_trf_output(t_kernel, kernel2, event_stimulus, srate=fs)\n", "y_clean = y_smooth + y_event\n", "noise = noise_rel * y_clean.std() * rng.standard_normal(n_samples)\n", "y = (y_clean + noise)[:, None]\n", "noise_std = noise.std()\n", "\n", "# Design matrix: one column per stimulus\n", "X = np.c_[smooth_stimulus, event_stimulus]\n", "feat_names = ['smooth', 'events']\n", "\n", "print(f'X: {X.shape} (n_samples x n_features), y: {y.shape} (n_samples x n_channels)')\n", "print(f'y std: {y.std():.2f} (noise std: {noise_std:.2f})')" ] }, { "cell_type": "markdown", "id": "trf-04", "metadata": {}, "source": [ "## Mixing impulse-like and smooth predictors\n", "\n", "The main issue with mixing both types of predictors is that regularisation is\n", "really only needed for the *smooth continuous* predictor: low-passed noise is\n", "strongly autocorrelated, so its lagged columns are nearly collinear and the\n", "unregularised fit has a huge variance. The impulse-like (event) predictor does\n", "not suffer from this.\n", "\n", "A single global ridge penalty therefore squeezes the event TRF unnecessarily.\n", "Ridge shrinks coefficient *amplitude* (which hurts the MSE loss), but because the\n", "shrinkage is roughly scale-uniform it barely changes the kernel *shape* (its\n", "correlation with the ground truth) \u2014 except for the event feature, where even the\n", "shape is slightly distorted. We can mitigate this by using **banded\n", "regularisation** \u2014 a separate penalty per feature (`feature_alphas`) \u2014 which we\n", "demonstrate below." ] }, { "cell_type": "code", "execution_count": 76, "id": "trf-05", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OLS (alpha=0): max |coef| = 2.92e+09 <- unstable\n", "ridge (alpha=100): max |coef| = 8.82\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First fits: construct a FRESH estimator per regularisation strength.\n", "# (Mutating `trf.alpha` after construction is not equivalent: the estimator\n", "# decides at construction time whether it is regularised, so a mutated\n", "# `alpha = 0` would silently keep the ridge code path.)\n", "with np.errstate(invalid='ignore'):\n", " # expected on this ill-conditioned design: the OLS covariance is\n", " # near-singular, so the classical SEs computed here are meaningless\n", " trf_ols = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=0.).fit(\n", " X, y, feat_names=feat_names)\n", "trf_ridge = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=100.).fit(\n", " X, y, feat_names=feat_names)\n", "\n", "print(f'OLS (alpha=0): max |coef| = {np.abs(trf_ols.coef_).max():.3g} <- unstable')\n", "print(f'ridge (alpha=100): max |coef| = {np.abs(trf_ridge.coef_).max():.3g}')\n", "\n", "# Figure: signals, ground truth, and both fits (one panel per feature)\n", "mosaic = [['signals', 'signals'],\n", " ['truth_smooth', 'truth_events'],\n", " ['ols_smooth', 'ols_events'],\n", " ['ridge_smooth', 'ridge_events']]\n", "f, ax = plt.subplot_mosaic(mosaic, figsize=(10, 8), sharey=False)\n", "\n", "t = np.arange(n_samples) / fs\n", "ax['signals'].plot(t, y[:, 0], label='Simulated output (y)')\n", "ax['signals'].plot(t, smooth_stimulus, label='Smooth stimulus')\n", "ax['signals'].plot(t, event_stimulus, label='Events input')\n", "ax['signals'].set_xlim(0, 10) # first 10 s only: 3000 samples are visually dense\n", "ax['signals'].legend(loc='upper right')\n", "ax['signals'].set_title('Signals (first 10 s)')\n", "\n", "ax['truth_smooth'].plot(t_kernel, kernel1, color='C1')\n", "ax['truth_events'].plot(t_kernel, kernel2, color='C2')\n", "trf_ols.plot(feat_id=[0, 1], ax=[ax['ols_smooth'], ax['ols_events']])\n", "trf_ridge.plot(feat_id=[0, 1], ax=[ax['ridge_smooth'], ax['ridge_events']])\n", "\n", "ax['signals'].set_xlabel('time (s)')\n", "ax['truth_smooth'].set_ylabel('ground truth')\n", "ax['ols_smooth'].set_ylabel('alpha = 0 (OLS)')\n", "ax['ridge_smooth'].set_ylabel('alpha = 100 (ridge)')\n", "for key, a in ax.items():\n", " if key != 'signals':\n", " a.axvline(0, color='gray', lw=0.5)\n", " a.set_xlabel('lag (s)')\n", "f.suptitle('Simulated TRF estimation: unregularised vs ridge')\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "id": "trf-06", "metadata": {}, "source": [ "## Regularisation: why, and how much?\n", "\n", "The smooth stimulus is low-passed noise: neighbouring samples are highly\n", "correlated, so the columns of its lagged design matrix are nearly collinear. The\n", "design matrix is *ill-conditioned* and the ordinary least-squares solution has\n", "an enormous variance \u2014 that is why the `alpha = 0` fit above blows up.\n", "\n", "Ridge regularisation adds a penalty `alpha * ||h||^2` to the loss, trading a\n", "little bias for a large variance reduction. `alpha = 0` (or `None`) is plain\n", "OLS; a larger `alpha` shrinks the kernel more. Two refinements are worth knowing:\n", "\n", "- **Banded regularisation** (`feature_alphas`): a separate penalty per feature \u2014\n", " shown in the next section.\n", "- **Smoothness regularisation** (`quadratic_reg='smoothness'`): penalises the\n", " *roughness* of the kernel (its second difference) rather than its amplitude.\n", "\n", "How much regularisation? We can try to select `alpha` by cross-validation with\n", "`xfit` \u2014 with two honest caveats. First, `xfit` uses shuffled K-fold splits,\n", "which leak information across contiguous (lagged) samples. Second, and more\n", "importantly on this design: the CV score measures *prediction*, and the\n", "unstable directions of an ill-conditioned design are near-null \u2014 they barely\n", "change the prediction. The CV curve below is therefore nearly flat in `alpha`,\n", "and the selected alpha can still yield an unstable kernel. Because the data\n", "here are simulated we can check the kernel against the ground truth (next\n", "cell); in real data, judge kernels with the resampling inference introduced\n", "below." ] }, { "cell_type": "code", "execution_count": 77, "id": "trf-07", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "condition number, smooth stimulus design: 1.17e+03\n", "condition number, events stimulus design: 2.49\n", "best alpha (3-fold CV): 3.73\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# How ill-conditioned is the lagged design of each stimulus?\n", "lags = np.arange(int(tmin * fs), int(tmax * fs)) # same lag window as the TRF\n", "design_smooth = lag_matrix(smooth_stimulus[:, None], lags=lags,\n", " mode='full', fill_value=0.)\n", "design_events = lag_matrix(event_stimulus[:, None], lags=lags,\n", " mode='full', fill_value=0.)\n", "print(f'condition number, smooth stimulus design: {np.linalg.cond(design_smooth):.3g}')\n", "print(f'condition number, events stimulus design: {np.linalg.cond(design_events):.3g}')\n", "\n", "# Select alpha by cross-validation over a log-spaced path\n", "alphas = np.logspace(-2, 4, 8)\n", "trf_cv = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=alphas)\n", "scores, best_alpha = trf_cv.xfit(X, y, n_splits=3)\n", "print(f'best alpha (3-fold CV): {best_alpha:.3g}')\n", "\n", "f, ax = plt.subplots(figsize=(6, 4))\n", "ax.semilogx(alphas, scores.mean(0).mean(-1).ravel(), 'o-')\n", "ax.axvline(best_alpha, color='C3', ls='--', label=f'best alpha = {best_alpha:.3g}')\n", "ax.set_xlabel('alpha (ridge strength)')\n", "ax.set_ylabel('CV score (correlation)')\n", "ax.set_title('Cross-validated regularisation strength')\n", "ax.legend()\n", "f.tight_layout()" ] }, { "cell_type": "code", "execution_count": 78, "id": "trf-08", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CV-selected alpha = 3.73: corr(y, yhat) = 0.971, corr(smooth kernel, truth) = 0.982\n", "alpha = 100: corr(y, yhat) = 0.958, corr(smooth kernel, truth) = 0.997, corr(events kernel, truth) = 0.988\n", "residual std: 7.704 (noise std was 6.394)\n" ] } ], "source": [ "# Quantitative evaluation (in-sample: the demo data have no held-out set).\n", "# (a) The CV-selected model predicts well, but on this collinear design its\n", "# smooth kernel is still unstable \u2014 prediction cannot see the instability,\n", "# because the wild coefficients live in a near-null space of the design.\n", "print(f'CV-selected alpha = {best_alpha:.3g}: '\n", " f'corr(y, yhat) = {trf_cv.score(X, y)[0]:.3f}, '\n", " f'corr(smooth kernel, truth) = '\n", " f'{np.corrcoef(trf_cv.coef_[:, 0, 0], kernel1)[0, 1]:.3f}')\n", "# (b) A clearly regularised fit recovers BOTH kernels.\n", "print(f'alpha = 100: corr(y, yhat) = {trf_ridge.score(X, y)[0]:.3f}, '\n", " f'corr(smooth kernel, truth) = '\n", " f'{np.corrcoef(trf_ridge.coef_[:, 0, 0], kernel1)[0, 1]:.3f}, '\n", " f'corr(events kernel, truth) = '\n", " f'{np.corrcoef(trf_ridge.coef_[:, 1, 0], kernel2)[0, 1]:.3f}')\n", "\n", "resid = y - trf_ridge.predict(X)\n", "print(f'residual std: {resid.std():.3f} (noise std was {noise_std:.3f})')" ] }, { "cell_type": "markdown", "id": "trf-09", "metadata": {}, "source": [ "## Banded regularisation: penalise only what needs it\n", "\n", "Global ridge applies the same penalty to every feature. **Banded regularisation**\n", "(`feature_alphas`) gives each feature its own penalty: here we penalise only the\n", "smooth predictor (same strength as the global ridge above) and leave the event\n", "TRF unpenalised. The event kernel should be recovered at least as well as with\n", "global ridge \u2014 and its *amplitude* is no longer shrunk.\n", "\n", "See the sibling tutorial\n", "[`feature_alphas_banded_ridge.ipynb`](feature_alphas_banded_ridge.ipynb) for a\n", "deeper dive (including the `block_order='features'` variant). A related option,\n", "`quadratic_reg='smoothness'`, penalises kernel roughness instead of amplitude." ] }, { "cell_type": "code", "execution_count": 79, "id": "trf-10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "global ridge alpha=100 - corr(events kernel): 0.988, peak x 0.48 (shrunk)\n", "banded [100, 0.0] - corr(events kernel): 0.991, peak x 1.05\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Banded regularisation: same penalty on the smooth feature, none on events\n", "banded = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs,\n", " feature_alphas=[100., 0.]).fit(X, y, feat_names=feat_names)\n", "\n", "print('global ridge alpha=100 - corr(events kernel): '\n", " f'{np.corrcoef(trf_ridge.coef_[:, 1, 0], kernel2)[0, 1]:.3f}, '\n", " f'peak x {trf_ridge.coef_[:, 1, 0].max() / kernel2.max():.2f} (shrunk)')\n", "print('banded [100, 0.0] - corr(events kernel): '\n", " f'{np.corrcoef(banded.coef_[:, 1, 0], kernel2)[0, 1]:.3f}, '\n", " f'peak x {banded.coef_[:, 1, 0].max() / kernel2.max():.2f}')\n", "\n", "f, ax = plt.subplots(1, 2, figsize=(10, 4), sharey=True)\n", "for a, trf_, title in zip(ax, [trf_ridge, banded],\n", " ['global ridge (alpha=100)',\n", " 'banded (feature_alphas=[100, 0])']):\n", " a.plot(t_kernel, kernel1, color='C1', label='smooth (truth)')\n", " a.plot(t_kernel, kernel2, color='C2', label='events (truth)')\n", " a.plot(t_kernel, trf_.coef_[:, 0, 0], color='C1', ls='--', label='smooth (fit)')\n", " a.plot(t_kernel, trf_.coef_[:, 1, 0], color='C2', ls='--', label='events (fit)')\n", " a.axvline(0, color='gray', lw=0.5)\n", " a.set_title(title)\n", " a.set_xlabel('lag (s)')\n", "ax[0].set_ylabel('kernel')\n", "ax[0].legend(fontsize=8)\n", "f.suptitle('Banded regularisation: the event TRF is no longer squeezed')\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "id": "trf-11", "metadata": {}, "source": [ "## Statistical inference: is the TRF significant?\n", "\n", "A fitted kernel is only meaningful if it reflects a real stimulus\u2013response\n", "relationship rather than noise. `pyeeg.stats` provides resampling-based inference\n", "that works with **any** solver (unlike the classical `tvals_`/`pvals_`, which are\n", "only computed on the plain OLS path):\n", "\n", "- **Permutation test** (`permutation_test_trf`): builds a null distribution by\n", " circularly shifting the stimulus (preserving its autocorrelation, breaking the\n", " stimulus\u2013response alignment), refitting, and taking the maximum statistic\n", " across lags/features/channels \u2014 a family-wise error (FWE) correction for free.\n", "- **Bootstrap CI** (`bootstrap_ci_trf`): resamples paired (stimulus, response)\n", " blocks and refits, giving a confidence interval per lag.\n", "\n", "Both are seeded here for reproducibility. At this data size the permutation test\n", "below (200 permutations) and the bootstrap (200 replications) each take a minute\n", "or two; pass `n_jobs` to parallelise." ] }, { "cell_type": "code", "execution_count": 80, "id": "trf-12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "min FWE-corrected p: 0.0050\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'TRF with significant lags shaded (FWE-corrected p < 0.05)')" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Permutation test on the regularised fit (FWE-corrected p-values)\n", "perm = permutation_test_trf(trf_ridge, X, y, n_perm=200, seed=seed)\n", "print(f'min FWE-corrected p: {perm.pvals_corrected.min():.4f}')\n", "\n", "reject = perm.pvals_corrected < 0.05\n", "fig = plot_trf_signi(trf_ridge, reject, spatial_colors=False)\n", "fig.suptitle('TRF with significant lags shaded (FWE-corrected p < 0.05)')" ] }, { "cell_type": "code", "execution_count": 81, "id": "trf-13", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "block size: 208 samples (auto-estimated)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bootstrap confidence intervals (paired circular block bootstrap)\n", "boot = bootstrap_ci_trf(trf_ridge, X, y, n_boot=200, seed=seed)\n", "print(f'block size: {boot.block_size_} samples (auto-estimated)')\n", "\n", "f, ax = plt.subplots(1, 2, figsize=(10, 4), sharey=True)\n", "for k, name in enumerate(feat_names):\n", " ax[k].plot(t_kernel, trf_ridge.coef_[:, k, 0], label='ridge fit')\n", " ax[k].fill_between(t_kernel, boot.ci_low[:, k, 0], boot.ci_high[:, k, 0],\n", " color='C0', alpha=.5, label='95% bootstrap CI')\n", " ax[k].axhline(0, color='gray', lw=0.5)\n", " ax[k].set_title(name)\n", " ax[k].set_xlabel('lag (s)')\n", "ax[0].set_ylabel('kernel')\n", "ax[0].legend(fontsize=8)\n", "f.suptitle('TRF with 95% bootstrap confidence intervals')\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "id": "trf-14", "metadata": {}, "source": [ "## Robust fitting: outliers happen\n", "\n", "Real data contain artifacts. The default squared-error loss lets a few large\n", "outliers dominate the fit. A **robust loss** \u2014 here the Cauchy loss\n", "(`loss='cauchy'`, fitted by IRLS) \u2014 down-weights large residuals, so gross\n", "outliers barely influence the kernel. Below we corrupt 30 samples of `y` with\n", "\u00b115\u03c3 outliers and compare ridge vs Cauchy on the corrupted data.\n", "\n", "Notes: robust fits compute no classical t/p-values; `robust_sigma` sets the\n", "Cauchy scale (left to be estimated from the residuals here);\n", "`robust_solver='least_squares'` selects a SciPy reference solver that is ~100x\n", "slower (see `scripts/examples/solver_showcase.py`)." ] }, { "cell_type": "code", "execution_count": 82, "id": "trf-15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cauchy fit: converged=True, 17 IRLS iterations, scale=[8.996]\n", "ridge : corr(events kernel, truth) = 0.693\n", "Cauchy: corr(events kernel, truth) = 0.955\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Corrupt 30 samples of the response with gross outliers (\u00b115 sigma)\n", "y_out = y.copy()\n", "idx = rng.choice(n_samples, 30, replace=False)\n", "y_out[idx] += (rng.choice([-1, 1], 30) * 15 * y.std())[:, None]\n", "\n", "trf_ridge_out = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=100.).fit(X, y_out)\n", "trf_robust = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=100.,\n", " loss='cauchy').fit(X, y_out)\n", "print(f'Cauchy fit: converged={trf_robust.robust_converged_}, '\n", " f'{trf_robust.robust_n_iter_} IRLS iterations, '\n", " f'scale={np.round(trf_robust.robust_scale_, 3)}')\n", "\n", "for name, trf_ in [('ridge ', trf_ridge_out), ('Cauchy', trf_robust)]:\n", " print(f'{name}: corr(events kernel, truth) = '\n", " f'{np.corrcoef(trf_.coef_[:, 1, 0], kernel2)[0, 1]:.3f}')\n", "\n", "f, ax = plt.subplots(1, 2, figsize=(10, 4), sharey=True)\n", "for k, name in enumerate(feat_names):\n", " truth = kernel1 if k == 0 else kernel2\n", " ax[k].plot(t_kernel, truth, color='gray', lw=2, label='ground truth')\n", " ax[k].plot(t_kernel, trf_ridge_out.coef_[:, k, 0],\n", " color='C0', ls='--', label='ridge')\n", " ax[k].plot(t_kernel, trf_robust.coef_[:, k, 0],\n", " color='C3', ls='--', label='Cauchy')\n", " ax[k].axhline(0, color='gray', lw=0.5)\n", " ax[k].set_title(name)\n", " ax[k].set_xlabel('lag (s)')\n", "ax[0].set_ylabel('kernel')\n", "ax[0].legend(fontsize=8)\n", "f.suptitle('Robust (Cauchy) vs ridge on data with 30 gross outliers')\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "id": "trf-16", "metadata": {}, "source": [ "## Solvers: same answer, different speed\n", "\n", "`TRFEstimator` solves the (regularised) normal equations with a pluggable\n", "**solver** (`pyeeg.solvers`). All solvers below solve the same problem \u2014 they\n", "differ in speed and in what they support:\n", "\n", "| Solver | Solves | Notes |\n", "|---|---|---|\n", "| `SVDSolver` | ridge (default) | SVD of the normal equations; also a truncated-SVD mode |\n", "| `LSTSQSolver` | plain OLS | no regularisation \u2014 unstable on ill-conditioned designs |\n", "| `ConjugateGradientSolver` | ridge | iterative; attractive for very large problems |\n", "| `IRLSSolver` | robust (Cauchy) | IRLS with per-channel convergence |\n", "| `ScipyRobustSolver` | robust (Cauchy) | SciPy reference validator, ~100x slower \u2014 not timed here |\n", "\n", "See `scripts/examples/solver_showcase.py` for a fuller comparison with outliers." ] }, { "cell_type": "code", "execution_count": 83, "id": "trf-17", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "solver fit time corr(smooth) corr(events)\n", "SVD (ridge) 616 ms 0.997 0.988\n", "LSTSQ (OLS) 964 ms 0.000 0.992\n", "CG (ridge) 119 ms 0.997 0.988\n", "IRLS (Cauchy) 9961 ms 0.998 0.939\n" ] } ], "source": [ "# Timing + accuracy of each solver on the same problem (alpha=100).\n", "# Note the two kernel columns: OLS recovers the well-conditioned event kernel\n", "# but destroys the ill-conditioned smooth one \u2014 regularisation is what saves it.\n", "print(f'{\"solver\":<24}{\"fit time\":>10}{\"corr(smooth)\":>14}{\"corr(events)\":>14}')\n", "for name, solver in [('SVD (ridge)', SVDSolver()),\n", " ('LSTSQ (OLS)', LSTSQSolver()),\n", " ('CG (ridge)', ConjugateGradientSolver(tol=1e-8)),\n", " ('IRLS (Cauchy)', IRLSSolver(max_iter=30))]:\n", " trf_s = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=100., solver=solver)\n", " t0 = time.perf_counter()\n", " trf_s.fit(X, y)\n", " dt = time.perf_counter() - t0\n", " c1 = np.corrcoef(trf_s.coef_[:, 0, 0], kernel1)[0, 1]\n", " c2 = np.corrcoef(trf_s.coef_[:, 1, 0], kernel2)[0, 1]\n", " print(f'{name:<24}{dt * 1000:>8.0f} ms{c1:>14.3f}{c2:>14.3f}')" ] }, { "cell_type": "markdown", "id": "trf-18", "metadata": {}, "source": [ "## Multi-channel TRFs\n", "\n", "TRF estimation is per channel: fitting `y` with several columns estimates one\n", "kernel per channel (`coef_` has shape `n_lags x n_feats x n_channels`).\n", "Multi-channel fits also unlock the group-level statistics in `pyeeg.stats`\n", "(`cross_subject_consistency`, `group_level_test`), which need several\n", "subjects x channels." ] }, { "cell_type": "code", "execution_count": 84, "id": "trf-19", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "coef_ shape: (100, 2, 3) (n_lags x n_feats x n_channels)\n", "per-channel corr(y, yhat): [0.958 0.767 0.207]\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Multi-channel TRF (3 channels, decreasing SNR)')" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Three \"electrodes\" with decreasing SNR\n", "Y = np.column_stack([y[:, 0], # full SNR\n", " 0.5 * y[:, 0] + 10.0 * rng.standard_normal(n_samples),\n", " 5.0 * rng.standard_normal(n_samples)]) # noise only\n", "trf_mc = TRFEstimator(tmin=tmin, tmax=tmax, srate=fs, alpha=100.).fit(\n", " X, Y, feat_names=feat_names)\n", "print('coef_ shape:', trf_mc.coef_.shape, '(n_lags x n_feats x n_channels)')\n", "print('per-channel corr(y, yhat):', np.round(trf_mc.score(X, Y), 3))\n", "\n", "fig = trf_mc.plot() # butterfly plot: one panel per feature, one line per channel\n", "fig.suptitle('Multi-channel TRF (3 channels, decreasing SNR)')" ] }, { "cell_type": "markdown", "id": "trf-20", "metadata": {}, "source": [ "## Summary\n", "\n", "- A TRF is a linear kernel mapping stimulus to response, estimated over a lag\n", " window; here the true kernel peaks at +0.2 s (the response follows the\n", " stimulus).\n", "- The smooth, autocorrelated predictor makes the lagged design ill-conditioned,\n", " so unregularised OLS blows up; ridge (`alpha`) fixes it. Select `alpha` by\n", " cross-validation (`xfit`).\n", "- Use **banded regularisation** (`feature_alphas`) to penalise only the features\n", " that need it, and `quadratic_reg='smoothness'` to penalise roughness.\n", "- Judge kernels with **resampling inference** (`permutation_test_trf`,\n", " `bootstrap_ci_trf` in `pyeeg.stats`) \u2014 they work with any solver, unlike the\n", " classical `tvals_`/`pvals_`.\n", "- Real data have outliers: `loss='cauchy'` fits robustly.\n", "- Estimation is per channel; solvers are pluggable (`pyeeg.solvers`).\n", "\n", "**Further reading**\n", "\n", "- `scripts/tutorials/feature_alphas_banded_ridge.ipynb` \u2014 banded ridge in depth\n", "- `scripts/examples/solver_showcase.py` \u2014 solver comparison with outliers\n", "- `scripts/examples/simulated_trf.py` \u2014 script version of a TRF simulation\n", "- `docs/source/stats.rst`, `docs/source/solvers.rst` \u2014 API references\n", "- Real data: `pyeeg.io` loaders (`AlignedSpeech`, `WordLevelFeatures`) and the\n", " `stimulus_features.ipynb` tutorial" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }