{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Event segmentation and alignment in fMRI data\n", "\n", "Author: Christopher Baldassano ([c.baldassano@columbia.edu](mailto:c.baldassano@columbia.edu))\n", "\n", "## Overview\n", "Humans tend to segment continuous perceptual experiences into discrete events. We have devised this notebook to capture the neural representations of this \"chunking\" process using a Hidden Markov Models (HMM). The notebook uses real data from naturalistic movie viewing and recall, suggesting ways to align derived neural event states with subjective annotations of event boundaries and with the recall time series.\n", "\n", "## Annotated Bibliography\n", "1. Baldassano, C., Chen, J., Zadbood, A., Pillow, J. W., Hasson, U., & Norman, K. A. (2017). Discovering event structure in continuous narrative perception and memory. *Neuron*, 95(3), 709–721.e5. [`link`](https://doi.org/10.1016/j.neuron.2017.06.041) *Describes and validates the event segmentation method, and applies it to perception and recall data from multiple experiments.*\n", "\n", "2. Baldassano, C., Hasson, U., & Norman, K. A. (2018). Representation of real-world event schemas during narrative perception. *Journal of Neuroscience*, 38(45), 9689–9699. [`link`](https://doi.org/10.1523/JNEUROSCI.0251-18.2018) *Uses the event segmentation model to find common event structure among narratives with a shared schematic script.*\n", "\n", "3. Ben-Yakov, A., & Henson, R. N. (2018). The hippocampal film editor: sensitivity and specificity to event boundaries in continuous experience. *Journal of Neuroscience*, 38(47), 10057–10068. [`link`](https://doi.org/10.1523/JNEUROSCI.0524-18.2018) *Further studies the relationship between the event boundaries produced by the event segmentation model, human-annotated boundaries, and hippocampal responses.*\n", "\n", "4. Silva, M., Baldassano, C., & Fuentemilla, L. (2019). Rapid memory reactivation at movie event boundaries promotes episodic encoding. *Journal of Neuroscience*, 39(43), 8538–8548. [`link`](https://doi.org/10.1523/JNEUROSCI.0360-19.2019) *Applies the event segmentation model to EEG signals collected while subjects were watching a movie.*\n", "\n", "5. Antony, J. W., Hartshorne, T. H., Pomeroy, K., Gureckis, T. M., Hasson, U., McDougle, S. D., & Norman, K. A. (2020). Behavioral, physiological, and neural signatures of surprise during naturalistic sports viewing. *Neuron*. [`link`](https://doi.org/10.1016/j.neuron.2020.10.029) *Uses the event segmentation model to relate the number and timing of event boundaries in neural signals to the degree of surprise elicited in basketball games.*\n", "\n", "## Table of Contents\n", "* [](#loading-data)\n", "* [](#finding-event-boundaries-during-perception)\n", "* [](#comparing-model-and-human-labeled-boundaries)\n", "* [](#aligning-movie-and-recall-data)\n", "* [](#summary)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-07-04T01:07:31.270889Z", "start_time": "2020-07-04T01:07:31.176652Z" } }, "outputs": [], "source": [ "import warnings\n", "import sys \n", "import os \n", "import glob\n", "from functools import reduce\n", "import numpy as np\n", "from brainiak.eventseg.event import EventSegment\n", "from scipy.stats import norm\n", "\n", "from matplotlib import pyplot as plt\n", "import matplotlib.patches as patches\n", "%matplotlib inline\n", "\n", "smallsize=14; mediumsize=16; largesize=18\n", "plt.rc('xtick', labelsize=smallsize); plt.rc('ytick', labelsize=smallsize); plt.rc('legend', fontsize=mediumsize)\n", "plt.rc('figure', titlesize=largesize); plt.rc('axes', labelsize=mediumsize); plt.rc('axes', titlesize=mediumsize)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data\n", "This tutorial will use data from the first run of the Sherlock dataset [(Chen et al. 2017)](https://doi.org/10.1038/nn.4450), masked to only include the Angular Gyrus." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2020-11-10 13:56:28-- https://ndownloader.figshare.com/files/22927253\n", "Resolving ndownloader.figshare.com (ndownloader.figshare.com)... 54.246.227.97, 52.17.195.112, 52.212.255.91, ...\n", "Connecting to ndownloader.figshare.com (ndownloader.figshare.com)|54.246.227.97|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://s3-eu-west-1.amazonaws.com/pfigshare-u-files/22927253/Sherlock_AG_movie.npy [following]\n", "--2020-11-10 13:56:29-- https://s3-eu-west-1.amazonaws.com/pfigshare-u-files/22927253/Sherlock_AG_movie.npy\n", "Resolving s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)... 52.218.112.91\n", "Connecting to s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)|52.218.112.91|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 256101248 (244M) [application/octet-stream]\n", "Saving to: ‘Sherlock_AG_movie.npy’\n", "\n", "Sherlock_AG_movie.n 100%[===================>] 244.24M 9.00MB/s in 36s \n", "\n", "2020-11-10 13:57:05 (6.83 MB/s) - ‘Sherlock_AG_movie.npy’ saved [256101248/256101248]\n", "\n", "--2020-11-10 13:57:05-- https://ndownloader.figshare.com/files/22927256\n", "Resolving ndownloader.figshare.com (ndownloader.figshare.com)... 34.250.14.20, 52.17.195.112, 52.212.255.91, ...\n", "Connecting to ndownloader.figshare.com (ndownloader.figshare.com)|34.250.14.20|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://s3-eu-west-1.amazonaws.com/pfigshare-u-files/22927256/Sherlock_AG_recall.npy [following]\n", "--2020-11-10 13:57:06-- https://s3-eu-west-1.amazonaws.com/pfigshare-u-files/22927256/Sherlock_AG_recall.npy\n", "Resolving s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)... 52.218.24.75\n", "Connecting to s3-eu-west-1.amazonaws.com (s3-eu-west-1.amazonaws.com)|52.218.24.75|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 8240168 (7.9M) [application/octet-stream]\n", "Saving to: ‘Sherlock_AG_recall.npy’\n", "\n", "Sherlock_AG_recall. 100%[===================>] 7.86M 6.44MB/s in 1.2s \n", "\n", "2020-11-10 13:57:07 (6.44 MB/s) - ‘Sherlock_AG_recall.npy’ saved [8240168/8240168]\n", "\n" ] } ], "source": [ "if not os.path.exists('Sherlock_AG_movie.npy'):\n", " !wget https://ndownloader.figshare.com/files/22927253 -O Sherlock_AG_movie.npy\n", "if not os.path.exists('Sherlock_AG_recall.npy'):\n", " !wget https://ndownloader.figshare.com/files/22927256 -O Sherlock_AG_recall.npy\n", "\n", "movie = np.load('Sherlock_AG_movie.npy')\n", "recall = np.load('Sherlock_AG_recall.npy')\n", "movie_group = np.mean(movie, axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding event boundaries during perception" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Warm-up: Event structure in activity patterns\n", "\n", "Before applying any model, a good first step is to plot the correlation between activity patterns for each pair of timepoints during the movie. In this dataset, this shows blocks along the diagonal, which indicates that activity patterns are remaining stable for periods of tens of timepoints. This is the kind of structure that the HMM will be looking for." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "plt.imshow(np.corrcoef(movie_group))\n", "plt.xlabel('Timepoint')\n", "plt.ylabel('Timepoint')\n", "plt.colorbar()\n", "plt.title('Spatial pattern correlation');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting the HMM\n", "\n", "To use an HMM to find both the event timings and the patterns corresponding to each event, we can use the EventSegment class from the brainiak toolbox. We need to specify the number of events, which here we set to 29 (corresponding to the number of boundaries typically annotated by human subjects)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "movie_HMM = EventSegment(n_events = 29)\n", "movie_HMM.fit(movie_group);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This fit produces:\n", "* The log-likelihood (measuring overall model fit) over training. (Note that the log-likelihood on held-out test data is often a better measure of model quality - see below).\n", "* The mean voxel pattern for each event. Here we show only 1% of the voxels since the ROI is large.\n", "* A matrix showing the probability of being in each event at each timepoint. We can use this to derive the most likely timepoints where boundaries occur, and plot these on top of the timepoint similarity matrix for comparison." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Model fitting steps')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the log-likelihood (measuring overall model fit)\n", "plt.figure(figsize = (12, 4))\n", "plt.plot(movie_HMM.ll_)\n", "plt.title('Log likelihood during training')\n", "plt.xlabel('Model fitting steps')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Voxels')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting mean activity in each event for some example voxels\n", "plt.figure(figsize = (12, 4))\n", "example_vox = np.arange(0,movie_HMM.event_pat_.shape[0],100)\n", "plt.imshow(movie_HMM.event_pat_[example_vox,:], aspect='auto')\n", "plt.xlabel('Event number')\n", "plt.ylabel('Voxels')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.05, 'Event probability')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot probability of being in each event at each timepoint\n", "plt.figure(figsize = (12, 6))\n", "plt.matshow(movie_HMM.segments_[0].T, aspect='auto')\n", "plt.gca().xaxis.tick_bottom()\n", "plt.colorbar()\n", "plt.title('Event probability')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Identify event boundaries as timepoints when max probability switches events\n", "event_bounds = np.where(np.diff(np.argmax(movie_HMM.segments_[0], axis = 1)))[0]\n", "nTRs = movie_group.shape[0]\n", "\n", "\n", "# Plot boundaries as boxes on top of timepoint correlation matrix\n", "def plot_tt_similarity_matrix(ax, data_matrix, bounds, n_TRs, title_text):\n", " \n", " ax.imshow(np.corrcoef(data_matrix), cmap = 'viridis')\n", " ax.set_title(title_text)\n", " ax.set_xlabel('TR')\n", " ax.set_ylabel('TR')\n", " \n", " # plot the boundaries \n", " bounds_aug = np.concatenate(([0], bounds, [n_TRs]))\n", " \n", " for i in range(len(bounds_aug) - 1):\n", " rect = patches.Rectangle(\n", " (bounds_aug[i], bounds_aug[i]),\n", " bounds_aug[i+1] - bounds_aug[i],\n", " bounds_aug[i+1] - bounds_aug[i],\n", " linewidth = 2, edgecolor = 'w',facecolor = 'none'\n", " )\n", " ax.add_patch(rect)\n", "\n", "\n", "f, ax = plt.subplots(1,1, figsize = (10,8))\n", "title_text = '''\n", "Overlay the HMM-predicted event boundaries\n", "on top of the TR-TR correlation matrix\n", "'''\n", "plot_tt_similarity_matrix(ax, movie_group, event_bounds, nTRs, title_text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Determining the number of events with the HMM\n", "\n", "What if we don't want to prespecify the number of events, but instead want to determine the number of events from the data? One way to determine the best number of events is to fit the model on a training set and then test the model fit on independent subjects." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trying 20 events\n", " Fitting model on training subjects...\n", " Testing model fit on held-out subjects...\n", "Trying 30 events\n", " Fitting model on training subjects...\n", " Testing model fit on held-out subjects...\n", "Trying 40 events\n", " Fitting model on training subjects...\n", " Testing model fit on held-out subjects...\n", "Trying 50 events\n", " Fitting model on training subjects...\n", " Testing model fit on held-out subjects...\n", "Trying 60 events\n", " Fitting model on training subjects...\n", " Testing model fit on held-out subjects...\n" ] } ], "source": [ "k_array = np.arange(20, 61, 10)\n", "test_ll = np.zeros(len(k_array))\n", "\n", "for i, k in enumerate(k_array):\n", " print('Trying %d events' % k)\n", " \n", " print(' Fitting model on training subjects...')\n", " movie_train = np.mean(movie[:8], axis = 0)\n", " movie_HMM = EventSegment(k)\n", " movie_HMM.fit(movie_train)\n", " \n", " print(' Testing model fit on held-out subjects...')\n", " movie_test = np.mean(movie[8:], axis = 0)\n", " _, test_ll[i] = movie_HMM.find_events(movie_test)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Average event length (sec)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(k_array, test_ll)\n", "plt.xlabel('Number of events')\n", "plt.ylabel('Log-likelihood')\n", "\n", "movie_dur = nTRs * 1.5 # Data acquired every 1.5 seconds\n", "secax = plt.gca().secondary_xaxis('top',\n", " functions=(lambda x: movie_dur / (x + sys.float_info.epsilon),\n", " lambda x: movie_dur / (x + sys.float_info.epsilon)))\n", "secax.set_xlabel('Average event length (sec)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Optimal segmentation with the HMM\n", "Since 40 events maximized the test log-likelihood, we'll generate two versions of HMM boundaries using 40 events. In addition to the \"vanilla\" HMM, we'll run an HMM with more flexibility during fitting (allowing for split-merge operations). This is slower (and so should usually only be used for generating a final segmentation), but can produce better fits if events are very uneven in duration. We will use these segmentations below for comparison with human labeled event boundaries." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting HMM with 40 events...\n", "Fitting split-merge HMM with 40 events...\n" ] } ], "source": [ "print('Fitting HMM with 40 events...')\n", "HMM40 = EventSegment(n_events = 40)\n", "HMM40.fit(movie_group)\n", "HMM40_bounds = np.where(np.diff(np.argmax(HMM40.segments_[0], axis = 1)))[0]\n", "\n", "print('Fitting split-merge HMM with 40 events...')\n", "HMM40_SM = EventSegment(n_events = 40, split_merge = True)\n", "HMM40_SM.fit(movie_group)\n", "HMM40_SM_bounds = np.where(np.diff(np.argmax(HMM40_SM.segments_[0], axis = 1)))[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing model and human-labeled boundaries\n", "\n", "We can also quantitatively compare the event boundaries between different models, or between a model and human-labeled event boundaries. Because there is some ambiguity in both the stimulus and the model about exactly which timepoint the transition occurs at, we will count two boundaries as being a \"match\" if they are within 3 TRs (4.5 seconds) of each other.\n", "\n", "To determine whether the match is statistically significant, we generate permuted versions of the boundaries as a null model for comparison." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Timepoints of event boundaries annotated by human raters\n", "human_bounds = [\n", " 26, 35, 56, 72, 86, 108, 131, 143, 157, 173, 192, 204, \n", " 226, 313, 362, 398, 505, 526, 533, 568, 616, 634, 678,\n", " 696, 747, 780, 870, 890\n", "]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HMM40: z = 2.989227, p = 0.001398\n", "HMM_SM40: z = 3.454808, p = 0.000275\n" ] } ], "source": [ "# Computes fraction of ground truth bounds that are covered by a set of proposed bounds\n", "# Returns z score relative to a null distribution via permutation\n", "def match_z(proposed_bounds, gt_bounds, num_TRs):\n", " nPerm = 1000\n", " threshold = 3\n", " np.random.seed(0)\n", "\n", " gt_lengths = np.diff(np.concatenate(([0],gt_bounds,[num_TRs])))\n", " match = np.zeros(nPerm + 1)\n", " for p in range(nPerm + 1):\n", " gt_bounds = np.cumsum(gt_lengths)[:-1]\n", " for b in gt_bounds:\n", " if np.any(np.abs(proposed_bounds - b) <= threshold):\n", " match[p] += 1\n", " match[p] /= len(gt_bounds)\n", " gt_lengths = np.random.permutation(gt_lengths)\n", " \n", " return (match[0]-np.mean(match[1:]))/np.std(match[1:])\n", "\n", "z = [match_z(HMM40_bounds, human_bounds, nTRs),\n", " match_z(HMM40_SM_bounds, human_bounds, nTRs)]\n", "\n", "print('HMM40: z = %f, p = %f' % (z[0], norm.sf(z[0])))\n", "print('HMM_SM40: z = %f, p = %f' % (z[1], norm.sf(z[1])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aligning movie and recall data\n", "\n", "A simple model of free recall is that a subject will revisit the same sequence of events experienced during perception, but the lengths of the events will not be identical between perception and recall. We use the same fit function as for a single dataset, but now we pass in both the movie and recall datasets in a list. We assume the two datasets have shared event transitions." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "movie_recall_HMM = EventSegment(40)\n", "movie_recall_HMM.fit([movie_group, recall]);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(movie_recall_HMM.segments_[0] @ movie_recall_HMM.segments_[1].T)\n", "plt.xlabel('Timepoints during recall')\n", "plt.ylabel('Timepoints during movie')\n", "plt.colorbar()\n", "plt.title('Prob of being in the same event');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "Using the HMM, we first captured neural states corresponding with the naturalistic segmentation of events. Then, to verify that these states aligned with subjective event perception, we aligned their boundaries with event boundary annotations from an independent group of subjects. Finally, we showed that processes such as free recall, which feature similar transition structures but may be compressed or expanded in time, can be aligned to this perceptual HMM \"template\", broadening the scope of future research questions that can be addressed with this technique." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }