{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a concise, example-driven tutorial that illustrates how to use your toolbox to simulate MEG/EEG data with known “ground truth” effects, then test whether a decoding analysis can successfully detect those effects. This guides new users through the typical workflow: defining an experimental design, specifying when each effect should be present in time, generating data, and finally verifying that a chosen analysis pipeline can uncover the artificially injected effects.\n", "\n", "## Motivation and Overview\n", "One critical challenge in designing analysis pipelines for MEG/EEG data is confirming that the pipeline is both sensitive (i.e., it detects real effects) and specific (i.e., it avoids false alarms). In most cases, it is not known a priori whether or when experimental effects are present in the data, and it is therefore not possible to assess the sensitivity and specificity of analysis pipelines based on the data one is trying to analyse. \n", "\n", "This toolbox offers a solution to this issue, by allowing users to simulate MEG/EEG data that mimicks the data set that they plan to or have already collected (number of participants, experimental design...), enabling to test that the designed pipelines are capable of detecting the effects of interest.\n", "\n", "Specifically, the toolbox allows to:\n", "- Specify a between-trial design (e.g., two conditions, Condition A and Condition B).\n", "- Inject multivariate effects at particular time windows (e.g., Condition A is active from 100–200 ms, Condition B from 300–400 ms).\n", "- Generate a realistic dataset (with noise, trial variability, and optionally correlated sensor modes).\n", "- Analyze that dataset (e.g., classification, sensor-level univariate tests, source localization, etc.).\n", "- Validate that the pipeline recovers the known effects accurately.\n", "\n", "Below, we walk through a minimal but representative example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Defining an Experimental Design\n", "\n", "Imagine we have a simple 2x2 experimental design, in which we presented trials of 2 different categories (say faces and objects) in two different attention condition (attended vs. unattended condition). In each attention condition, we have presented 40 faces and 40 objects, resulting in a total of 160 trials in total. We will specify a design matrix of 160 rows (1 per trial) and with 2 columns: \n", "\n", "| Category | Attention |\n", "| -------- | ------- |\n", "| face | attended |\n", "| face | unattended |\n", "| object| attended |\n", "| object| unattended |\n", "| ...| ... |\n", "\n", "We will create this design matrix, encoding as 1 and -1 each condition (face: 1, object: -1, attended: 1, unattended: -1)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "# Creating the design matrix of our 2 by two balanced design:\n", "X = np.array([[1, 1, -1, -1] * 40, [1, -1] * 80]).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Specifying Time Windows for the Effects\n", "\n", "Now let's imagine that in our design, each stimulus was presented for 0.25s followed by a blank screen for 0.75s, such that each trial lasted 1 sec. And in addition, we have a baseline time window of 0.25s before each stimulus. \n", "\n", "For each condition we want to inject an effect (i.e., a multivariate pattern representing the content of interest) at a specific time. Let’s say:\n", "- Faces vs. objects is active from 100 ms to 200 ms\n", "- Attended vs. unattended is active from 300 ms to 400 ms\n", "\n", "To simulate data accordingly, we need to specify the index for which we want to inject an effect (in our case for the first and the second column of our design matrix), and for each, we need to specify the time window in which we want the effect to be present, like so:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# The 'effects' array tells us which columns in X are 'active' at each time window.\n", "# Here we say effect 0 => category, effect 1 => attention\n", "effects = np.array([0, 1])\n", "\n", "# For each effects, define a 2x2 array where each row is [start_ms, end_ms]\n", "t_win = np.array(\n", " [\n", " [0.100, 0.200], # Condition 0 active window\n", " [0.300, 0.400], # Condition 1 active window\n", " ]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may be wondering: what about interactions? You might very well expect that there is an interaction between category and interaction. You may have the hypothesis that faces vs. objects can only be decoded in the attended and not in the attended condition. We need to extend our design matrix X to include such an interaction:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "interaction = X[:, 0] * X[:, 1]\n", "X = np.column_stack(\n", " [X, interaction]\n", ") # Add a column for the interaction between category and attention" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So if you want to inject an interaction effect at a particular time point, you simply need to add one more effect (i.e. the third column) at the time point of your choice. To keep things simple here, we will keep the interaction to 0." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Simulating the Data\n", "\n", "So far, we have created our design matrix X, we know that a trial lasts from -0.250 to 1.0s from stimulus onset (i.e. 250ms baseline and 1s after stimulus onset), and we have specified when and what effects we want to have. We need to specify a few more things regarding our data:\n", "- n_channels: the number of channels of the MEG/EEG recordings we plan to analyze\n", "- sfreq: the sampling frequency of our signal\n", "- n_subjects: the number of subjects for our virtual data set\n", "- s: observation noise\n", "- spat_cov: the spatial covariance of the data we want to simulate\n", "\n", "The aim of this toolbox is to provide a way to test whether analysis pipelines you have designed are able to detect effects that are actually present in your data. So you have to specify parameters that match your actual data: same number of channels, same number of subjects. For this tutorial, let's say we are working with an EEG system recording **32 channels** and that we collected **20 participants**. \n", "\n", "We also recommend that the observation noise and spatial covariance matches your actual data, as it will ensure that the simulated data are representative of the data that you analyze and that the sensitivity and specificity of your pipeline on the simulated data is representative of how they will perform on your real data. We will see in a later tutorial how you can estimate these parameters from your data, but for now we will keep it simple. We will set the observation noise (i.e. variance) to 0.5, and pretend that there is no spatial covariance:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "n_channels = 32 # EEG system with 32 electrodes\n", "n_subjects = 20 # Recording from 20 subjects\n", "noise_std = 1 / 2 # Variance of the data\n", "spat_cov = None # Assuming that the data of each sensor are independent\n", "sfreq = 50 # Simulating data at 50Hz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With everything specified, we are now ready to simulate the data:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from meeg_simulator import simulate_data\n", "\n", "epochs = simulate_data(\n", " X, # Design matrix\n", " noise_std, # Observation noise\n", " n_channels, # Number of channelss\n", " n_subjects, # Number of subjects\n", " -0.25,\n", " 1.0, # Start and end of epochs\n", " sfreq, # Sampling frequency of the data\n", " t_win, # Time window of the effects\n", " effects, # Which effects\n", " spat_cov=spat_cov, # Spatial covariance of the data\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Vizualizing the data:\n", "We can have a quick look at our simulated data. It won't look like much, given that we have simulated multivariate effects without much else at all. It won't look like actual MEG/EEG data:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Not setting metadata\n", "160 matching events found\n", "No baseline correction applied\n", "0 projection items activated\n", "combining channels using \"mean\"\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "[
]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "epochs[0].plot_image(picks=\"eeg\", combine=\"mean\", scalings=dict(eeg=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Decoding analysis\n", "\n", "### 6.1. Within subject analysis:\n", "We can try to decode each of the labels of interest (face vs. objects and attended vs. unattended) for a given subject and we will see that these effects are present at the expected time points:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Sensor space decoding')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from sklearn.svm import SVC\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from mne.decoding import SlidingEstimator, cross_val_multiscore\n", "\n", "# Create the classifier:\n", "clf = make_pipeline(StandardScaler(), SVC())\n", "\n", "# Time resolved\n", "time_decod = SlidingEstimator(clf, n_jobs=None, scoring=\"roc_auc\", verbose=True)\n", "\n", "# Extract the data:\n", "data = epochs[0].get_data()\n", "\n", "# Decode faces vs. objects:\n", "mapping = {1: \"Face\", -1: \"Object\"}\n", "cate_lbl = np.array([mapping[val] for val in X[:, 0]])\n", "scores_category = np.mean(\n", " cross_val_multiscore(\n", " time_decod, data, cate_lbl, cv=5, n_jobs=None, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", ")\n", "\n", "# Decode attended vs. unattended:\n", "mapping = {1: \"Attended\", -1: \"Unattended\"}\n", "att_lbl = np.array([mapping[val] for val in X[:, 1]])\n", "scores_attention = np.mean(\n", " cross_val_multiscore(\n", " time_decod, data, att_lbl, cv=5, n_jobs=None, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", ")\n", "\n", "# Plot\n", "fig, ax = plt.subplots()\n", "ax.plot(epochs[0].times, scores_category, label=\"category\")\n", "ax.plot(epochs[0].times, scores_attention, label=\"attention\")\n", "ax.axhline(0.5, color=\"k\", linestyle=\"--\", label=\"chance\")\n", "ax.set_xlim([epochs[0].times[0], epochs[0].times[-1]])\n", "ax.set_xlabel(\"Times\")\n", "ax.set_ylabel(\"AUC\") # Area Under the Curve\n", "ax.legend()\n", "ax.axvline(0.0, color=\"k\", linestyle=\"-\")\n", "ax.set_title(\"Sensor space decoding\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2. Group level analysis\n", "We simulated the data of 20 subjects, so we can investigate the evidence for decoding of the experimental manipulations at the group level. First, we need to perform the decoding on every single subject:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from mne.stats import permutation_cluster_1samp_test, bootstrap_confidence_interval\n", "\n", "scores_category = []\n", "scores_attention = []\n", "\n", "# Loop through each subject:\n", "for epo in epochs:\n", " # Extract the data:\n", " data = epo.get_data()\n", " # Classification of category\n", " scores_category.append(\n", " np.mean(\n", " cross_val_multiscore(\n", " time_decod, data, cate_lbl, cv=5, n_jobs=None, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", " )\n", " )\n", " # Classification of attention:\n", " scores_attention.append(\n", " np.mean(\n", " cross_val_multiscore(\n", " time_decod, data, att_lbl, cv=5, n_jobs=None, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", " )\n", " )\n", "\n", "scores_category = np.array(scores_category)\n", "scores_attention = np.array(scores_attention)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then apply a cluster based permutation test across subjects to find out when we have an effect:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using a threshold of 1.729133\n", "stat_fun(H1): min=-2.210385785554834 max=9.658963928256066\n", "Running initial clustering …\n", "Found 5 clusters\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e81899d7142844fbaca81eabf2bdd572", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | Permuting : 0/1023 [00:00" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute the confidence intervals:\n", "ci_low_cate, ci_up_cate = bootstrap_confidence_interval(scores_category)\n", "ci_low_att, ci_up_att = bootstrap_confidence_interval(scores_attention)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(epochs[0].times, np.mean(scores_category, axis=0), label=\"category\", color=\"b\")\n", "ax.fill_between(epochs[0].times, ci_low_cate, ci_up_cate, alpha=0.3, color=\"b\")\n", "ax.plot(\n", " epochs[0].times[sig_mask_cate],\n", " np.ones(np.sum(sig_mask_cate)) * 0.4,\n", " marker=\"o\",\n", " linestyle=\"None\",\n", " color=\"b\",\n", ")\n", "\n", "ax.plot(\n", " epochs[0].times, np.mean(scores_attention, axis=0), label=\"attention\", color=\"g\"\n", ")\n", "ax.fill_between(epochs[0].times, ci_low_att, ci_up_att, alpha=0.3, color=\"g\")\n", "ax.plot(\n", " epochs[0].times[sig_mask_att],\n", " np.ones(np.sum(sig_mask_att)) * 0.4,\n", " marker=\"o\",\n", " linestyle=\"None\",\n", " color=\"g\",\n", ")\n", "ax.axhline(0.5, color=\"k\", linestyle=\"--\", label=\"chance\")\n", "ax.set_xlim([epochs[0].times[0], epochs[0].times[-1]])\n", "ax.set_xlabel(\"Times\")\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just as one would expect, we find significant decoding in the expected time windows. This makes designing decoding analysis (or any multivariate techniques such as RSA) very easy, as one can be sure that mistakes crept in, and that the pipeline is sensitive and specific enough" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 2 }