{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cross temporal generalization\n", "\n", "In the previous examples, we simulated multivariate patterns representing specific experimental conditions of interest, within specific time windows and tested the effects in a time resolved fashion. Under the hood, the simulator embedded multivariate patterns that are consistant across the entire specified time windows. What this means is that if you apply a cross temporal generalization technique, as described by {cite:t}`king2014characterizing`, you will observe cross temporal generalization of the decoding across the entire time window. We will show that below. But importantly, the toolbox is fully flexible, and we can simulate all kind of cross temporal generalization patterns. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Simulating data with cross temporal generalization patterns for each condition\n", "\n", "We can repeat the same simulation as in all previous examples and apply cross temporal generalization technique to see what that looks like:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy.stats import gamma as gamma_dist\n", "import matplotlib.pyplot as plt\n", "from multisim import Simulator\n", "from sklearn.svm import SVC\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from mne.decoding import GeneralizingEstimator, cross_val_multiscore\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\n", "\n", "# Add descriptors:\n", "cond_names = [\"category\", \"attention\"]\n", "X = pd.DataFrame(X, columns=cond_names) # Add a column for the interaction between category and attention\n", "mapping = {\n", " \"category\": {1: \"face\", -1: \"object\"},\n", " \"attention\": {1: \"attended\", -1: \"unattended\"},\n", "}\n", "\n", "# Specifying the effects:\n", "effects = [\n", " {\"condition\": 'category', \"windows\": [0.1, 0.3], \"effect_size\": 0.5}, \n", " {\"condition\": 'attention', \"windows\": [0.3, 0.5], \"effect_size\": 0.5}\n", " ] # Packaging them in a list to pass to the simulator class\n", "\n", "# Data parameters:\n", "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", "ch_cov = None # Assuming that the data of each sensor are independent\n", "sfreq = 50 # Simulating data at 50Hz\n", "tmin = -0.25\n", "tmax = 2.0\n", "\n", "# Generate our kernel:\n", "t = np.arange(0, 1, 1 / sfreq) # time vector (in seconds)\n", "kernel = gamma_dist(a=2, scale=0.05).pdf(t)[t<0.2]\n", "kernel /= kernel.max() # Normalize to peak\n", "\n", "# Between subject noise:\n", "intersub_noise_std = 1 / 8\n", "\n", "# Simulating the data:\n", "sims = Simulator(\n", " X, # Design matrix\n", " effects, # Effects to simulate\n", " noise_std, # Observation noise\n", " n_channels, # Number of channelss\n", " n_subjects, # Number of subjects\n", " tmin,\n", " tmax, # Start and end of epochs\n", " sfreq, # Sampling frequency of the data\n", " ch_cov=ch_cov, # Spatial covariance of the data\n", " kern=kernel, # Temporal kernel,\n", " intersub_noise_std=intersub_noise_std, # Intersubject variability\n", ")\n", "epochs = sims.export_to_mne(X=X.copy(), mapping=mapping)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's apply cross temporal generalization decoding:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Create the classifier:\n", "clf = make_pipeline(StandardScaler(), SVC())\n", "\n", "# Time resolved\n", "time_decod = GeneralizingEstimator(clf, n_jobs=None, scoring=\"roc_auc\", verbose=True)\n", "\n", "# Extract labels:\n", "cate_lbl = np.array([mapping[\"category\"][val] for val in X.to_numpy()[:, 0]])\n", "\n", "scores_category = []\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=-1, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", " )\n", " )\n", "scores_category = np.array(scores_category)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the results\n", "fig, ax = plt.subplots()\n", "# Plot the results of category decoding:\n", "im = ax.imshow(np.mean(scores_category, axis=0), cmap=\"RdBu_r\", origin=\"lower\", extent=epochs[0].times[[0, -1, 0, -1]])\n", "ax.axhline(0.0, color=\"k\")\n", "ax.axvline(0.0, color=\"k\")\n", "ax.xaxis.set_ticks_position(\"bottom\")\n", "ax.set_xlabel(\n", " 'Condition: Testing Time (s)',\n", ")\n", "ax.set_ylabel('Condition: Training Time (s)')\n", "ax.set_title(\"Generalization across time\", fontweight=\"bold\")\n", "fig.colorbar(im, ax=ax, label=\"Performance (ROC AUC)\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can clearly see, we have decoding that generalize across all time points within the specified window. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Simulating data with effects shared across time windows\n", "With the toolbox, we can also specify an effect to be expressed in several time windows relying on the same multivariate pattern, yielding generalization between time windows. For that, we simply need to specify more time window within a particular effect:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Specifying the effects:\n", "effects = [\n", " {\"condition\": 'category', \"windows\": [[0.1, 0.3], [0.7, 0.9]], \"effect_size\": 0.5}, \n", " {\"condition\": 'attention', \"windows\": [0.3, 0.5], \"effect_size\": 0.5}\n", " ] # Packaging them in a list to pass to the simulator class\n", "\n", "# Simulating the data:\n", "sims = Simulator(\n", " X, # Design matrix \n", " effects, # Time window of the effects\n", " noise_std, # Observation noise\n", " n_channels, # Number of channelss\n", " n_subjects, # Number of subjects\n", " tmin,\n", " tmax, # Start and end of epochs\n", " sfreq, # Sampling frequency of the data\n", " ch_cov=ch_cov, # Spatial covariance of the data\n", " kern=kernel, # Temporal kernel,\n", " intersub_noise_std=intersub_noise_std, # Intersubject variability\n", ")\n", "epochs = sims.export_to_mne(X=X.copy(), mapping=mapping)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's do the cross temporal generalization to showcase what that looks like:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the classifier:\n", "clf = make_pipeline(StandardScaler(), SVC())\n", "\n", "# Time resolved\n", "time_decod = GeneralizingEstimator(clf, n_jobs=None, scoring=\"roc_auc\", verbose=True)\n", "\n", "# Extract labels:\n", "cate_lbl = np.array([mapping[\"category\"][val] for val in X.to_numpy()[:, 0]])\n", "\n", "scores_category = []\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=-1, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", " )\n", " )\n", "\n", "scores_category = np.array(scores_category)\n", "\n", "# Plot the results\n", "fig, ax = plt.subplots()\n", "# Plot the results of category decoding:\n", "im = ax.imshow(np.mean(scores_category, axis=0), cmap=\"RdBu_r\", origin=\"lower\", extent=epochs[0].times[[0, -1, 0, -1]])\n", "ax.axhline(0.0, color=\"k\")\n", "ax.axvline(0.0, color=\"k\")\n", "ax.xaxis.set_ticks_position(\"bottom\")\n", "ax.set_xlabel(\n", " 'Condition: Testing Time (s)',\n", ")\n", "ax.set_ylabel('Condition: Training Time (s)')\n", "ax.set_title(\"Generalization across time\", fontweight=\"bold\")\n", "fig.colorbar(im, ax=ax, label=\"Performance (ROC AUC)\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the kind of effect you would expect if there is a reinstantiation of the same activation pattern encoding specific information at two different time points, such as when you have memory reinstantiation after a delay period or something like that." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Simulating data with effects unique to each time windows\n", "\n", "With the toolbox, we can equally well simulate multivariate patterns that are unique. This would be a case where the same information is represented at two independent time points, but in each case relying on different neuronal population. In our example of faces vs. objects, you can think of a first representation in visual areas, followed by a representation in the PFC. You would not expect any generalization between the two, because they rely on completely different parts of the brain. To simulate such data, we can simply pass two different dictionaries specifying the same effect at different time windows. Under the hood, the simulator will generate two patterns from two different distributions, ensuring that there is no generalization." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Specifying the effects:\n", "effects = [\n", " {\"condition\": 'category', \"windows\": [0.1, 0.3], \"effect_size\": 0.5}, \n", " {\"condition\": 'category', \"windows\": [0.7, 0.9], \"effect_size\": 0.5}\n", " ] # Packaging them in a list to pass to the simulator class\n", "\n", "# Simulating the data:\n", "sims = Simulator(\n", " X, # Design matrix\n", " effects,\n", " noise_std, # Observation noise\n", " n_channels, # Number of channelss\n", " n_subjects, # Number of subjects\n", " tmin,\n", " tmax, # Start and end of epochs\n", " sfreq, # Sampling frequency of the data\n", " ch_cov=ch_cov, # Spatial covariance of the data\n", " kern=kernel, # Temporal kernel,\n", " intersub_noise_std=intersub_noise_std, # Intersubject variability\n", ")\n", "epochs = sims.export_to_mne(X=X.copy(), mapping=mapping)\n", "\n", "# Create the classifier:\n", "clf = make_pipeline(StandardScaler(), SVC())\n", "\n", "# Time resolved\n", "time_decod = GeneralizingEstimator(clf, n_jobs=None, scoring=\"roc_auc\", verbose=True)\n", "\n", "# Extract labels:\n", "cate_lbl = np.array([mapping[\"category\"][val] for val in X.to_numpy()[:, 0]])\n", "\n", "scores_category = []\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=-1, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", " )\n", " )\n", "scores_category = np.array(scores_category)\n", "\n", "# Plot the results\n", "fig, ax = plt.subplots()\n", "# Plot the results of category decoding:\n", "im = ax.imshow(np.mean(scores_category, axis=0), cmap=\"RdBu_r\", origin=\"lower\", extent=epochs[0].times[[0, -1, 0, -1]])\n", "ax.axhline(0.0, color=\"k\")\n", "ax.axvline(0.0, color=\"k\")\n", "ax.xaxis.set_ticks_position(\"bottom\")\n", "ax.set_xlabel(\n", " 'Condition: Testing Time (s)',\n", ")\n", "ax.set_ylabel('Condition: Training Time (s)')\n", "ax.set_title(\"Generalization across time\", fontweight=\"bold\")\n", "fig.colorbar(im, ax=ax, label=\"Performance (ROC AUC)\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Full modularity\n", "With this simple implementation, you can simulate any kind of cross temporal generalization pattern presented in the paper from King et al. (2014) {cite}`king2014characterizing` quite easily. Below are just a few example, but note that by using kernels in a smart way, you can implement quite literally any pattern" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Specifying the effects:\n", "effects = [\n", " {\"condition\": 'category', \"windows\": [[0.1, 0.3], [0.7, 0.9]], \"effect_size\": 0.5}, \n", " {\"condition\": 'category', \"windows\": [0.4, 0.6], \"effect_size\": 0.5}\n", " ] # Packaging them in a list to pass to the simulator class\n", "\n", "# Simulating the data:\n", "sims = Simulator(\n", " X, # Design matrix\n", " effects,\n", " noise_std, # Observation noise\n", " n_channels, # Number of channelss\n", " n_subjects, # Number of subjects\n", " tmin,\n", " tmax, # Start and end of epochs\n", " sfreq, # Sampling frequency of the data\n", " ch_cov=ch_cov, # Spatial covariance of the data\n", " kern=kernel, # Temporal kernel,\n", " intersub_noise_std=intersub_noise_std, # Intersubject variability\n", ")\n", "epochs = sims.export_to_mne(X=X.copy(), mapping=mapping)\n", "\n", "# Create the classifier:\n", "clf = make_pipeline(StandardScaler(), SVC())\n", "\n", "# Time resolved\n", "time_decod = GeneralizingEstimator(clf, n_jobs=None, scoring=\"roc_auc\", verbose=True)\n", "\n", "# Extract labels:\n", "cate_lbl = np.array([mapping[\"category\"][val] for val in X.to_numpy()[:, 0]])\n", "\n", "scores_category = []\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=-1, verbose=\"WARNING\"\n", " ),\n", " axis=0,\n", " )\n", " )\n", "scores_category = np.array(scores_category)\n", "\n", "# Plot the results\n", "fig, ax = plt.subplots()\n", "# Plot the results of category decoding:\n", "im = ax.imshow(np.mean(scores_category, axis=0), cmap=\"RdBu_r\", origin=\"lower\", extent=epochs[0].times[[0, -1, 0, -1]])\n", "ax.axhline(0.0, color=\"k\")\n", "ax.axvline(0.0, color=\"k\")\n", "ax.xaxis.set_ticks_position(\"bottom\")\n", "ax.set_xlabel(\n", " 'Condition: Testing Time (s)',\n", ")\n", "ax.set_ylabel('Condition: Training Time (s)')\n", "ax.set_title(\"Generalization across time\", fontweight=\"bold\")\n", "fig.colorbar(im, ax=ax, label=\"Performance (ROC AUC)\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next tutorial, we will explore the effect size parameter to show how to use it to investigate the relationship between effect size and decoding accuracy and show the impact of trial number, noise and number of features. \n", "\n", "## References\n", "```{bibliography}\n", ":style: unsrt\n", ":filter: docname in docnames\n", "```" ] } ], "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 }