{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# (Group) Bayesian Representational Similarity Analysis\n", "\n", "## Overview\n", "Author: Ming Bo Cai ([mingbo.cai@ircn.jp](mailto:mingbo.cai@ircn.jp))\n", "\n", "This demo shows how to use the Bayesian Representational Similarity Analysis (Bayesian RSA, [Cai et al., 2016](https://proceedings.neurips.cc/paper/2016/hash/b06f50d1f89bd8b2a0fb771c1a69c2b0-Abstract.html),[2019](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1006299&rev=2)) with a simulated dataset.\n", "\n", "Bayesian RSA builds a generative model for fMRI data which include a covariance structure as estimation target. The covariance structure specifies the distribution by which the unknown spatial neural response patterns for each task condition follow. In the model, the task-evoked patterns modulated by the design matrix, together with spontaneous activity and noise, constitute the fMRI data. By marginalizing the intermediate unknown variables including voxel-wise response amplitudes to the task conditions, the model computes a log likelihood for any possible covariance structure of condition-evoked response patterns to give rise to the fMRI data. It can then directly infer the most likely covariance structure, and convert it to the similarity structure of the neural representation for the task conditions in a region of interest. This is different from the traditional RSA approach which first estimates neural response patterns from data and then treats the noisy estimated patterns as true patterns to calculate their similarity structure. It was shown ([Cai et al., 2016](https://proceedings.neurips.cc/paper/2016/hash/b06f50d1f89bd8b2a0fb771c1a69c2b0-Abstract.html),[2019](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1006299&rev=2)) that the traditional approach can introduce bias to the estimated similarity structure and BRSA reduces this bias.\n", "\n", "The BrainIAK Bayesian RSA module (brainiak.reprsimil.brsa) includes the following variants of Bayesian RSA:\n", "* (the original) BRSA: a model that estimates representational similarity structure for one subject, and maximum likelihood estimates of SNR and noise parameters for each voxel.\n", "* GBRSA: a model that can either estimate representaitonal similarity structure for one subject, or the shared similarity structure across a group of subjects. It marginalizes voxel-wise SNR and noise parameters and is likely more accurate, but may be slower than BRSA. \"G\" stands for \"Group\".\n", "\n", "This notebook demonstrates the usage of GBRSA on multiple subjects using simulated data. The usage of BRSA method is similar, and readers can refer to this [example](https://github.com/brainiak/brainiak/blob/master/examples/reprsimil/bayesian_rsa_example.ipynb)\n", "\n", "To run GBRSA on single subject, you can provide data to GBRSA in the same format as for a group of subjects shown in this notebook, except that the data is a list of numpy array of one subject's data\n", "\n", "## Annotated Bibliography\n", "1. Cai, M. B., Schuck, N. W., Pillow, J. W., & Niv, Y. (2016). A Bayesian method for reducing bias in neural representational similarity analysis. *Advances in Neural Information Processing Systems* (pp. 4951-4959). [link](https://proceedings.neurips.cc/paper/2016/hash/b06f50d1f89bd8b2a0fb771c1a69c2b0-Abstract.html) *Describes potential biases in computing RSA that could lead to spurious results and introduces a Bayesian approach to reduce bias.*\n", "\n", "2. Cai, M. B., Schuck, N. W., Pillow, J. W., & Niv, Y. (2019). Representational structure or task structure? Bias in neural representational similarity analysis and a Bayesian method for reducing bias. *PLoS Computational Biology*, 15(5), e1006299. [link](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1006299&rev=2) *This paper improves the earlier version of BRSA by additionally modeling the spatial noise correlation and marginalizing voxel-wise noise parameters. The paper also introduces group BRSA and the use of cross-validation to compare an estimated model against a null model, and further extends BRSA to task-signal decoding, using the estimated similarity structure as an empirical prior for estimating neural patterns.*\n", "\n", "## Table of contents\n", "* [](#simulate-data)\n", "* [](#fit-group-bayesian-rsa-to-simulated-data)\n", "* [](#evaluation)\n", "* [](#other-usage-decoding-task-related-signal-from-new-data)\n", "* [](#model-selection-by-cross-validation)\n", "* [](#avoid-false-discovery)\n", "* [](#summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Notes on data preparation\n", "When you apply this tool to real fMRI data, it is required that the data of each participant to be motion corrected. If multiple runs are acquired for each participant, they should be spatially aligned. Slice-timing correction is recommended. \n", "\n", "\n", "You will need to have the mask of the Region of Interest (ROI) ready (typically defined anatomically or by independent tasks). nilearn provides tools to extract signal from mask. You can refer to this [tutorial](http://nilearn.github.io/manipulating_images/manipulating_images.html)\n", "\n", "### Notes on model assumption\n", "Please note that the model assumes that the covariance matrix U which all $\\beta_i$ follow describe a multi-variate Gaussian distribution that is zero-meaned. This assumption does not imply that there must be both positive and negative responses across voxels.\n", "However, it means that (Group) Bayesian RSA treats the task-evoked activity against baseline BOLD level as signal, while in other RSA tools the deviation of task-evoked activity in each voxel from the average task-evoked activity level across voxels may be considered as signal of interest.\n", "Due to this assumption in (G)BRSA, relatively high degree of similarity may be expected when the activity patterns of two task conditions share a strong sensory driven components. When two task conditions elicit exactly the same activity pattern but only differ in their global magnitudes, under the assumption in (G)BRSA, their similarity is 1. However, if one take the assumption that only deviation of pattern from average patterns is signal of interest (which is currently not supported by (G)BRSA), their similarity would be -1 because the deviations of the two patterns from their average pattern are exactly opposite." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load some package which we will use in this demo.\n", "If you see error related to loading any package, you can install that package. For example, if you use Anaconda, you can use \"conda install matplotlib\" to install matplotlib." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import scipy.spatial.distance as spdist\n", "from scipy import stats\n", "import numpy as np\n", "from brainiak.reprsimil.brsa import GBRSA\n", "import brainiak.utils.utils as utils\n", "import matplotlib.pyplot as plt\n", "import logging\n", "np.random.seed(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You might want to keep a log of the output." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "logging.basicConfig(\n", " level=logging.DEBUG,\n", " filename='gbrsa_example.log',\n", " format='%(relativeCreated)6d %(threadName)s %(message)s')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate data\n", "We want to simulate some data in which each voxel responds to different task conditions differently, but following a common covariance structure.\n", "\n", "This example simulate 5 subjects. If you find the whole notebook runs for too long on your computer, you can reduce the number of simulated subjects by changing `n_subj` below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load an example design matrix.\n", "To use BRSA, you need to prepare design matrix for the task with your favorate software, such as using `3ddeconvolve` of AFNI, or using SPM or FSL.\n", "\n", "The design matrix reflects your belief of how fMRI signal should respond to a task (if a voxel does respond).\n", "The common assumption is that a neural event that you are interested in will elicit a slow hemodynamic response in some voxels. The response peaks around 4-6 seconds after the event onset and dissipatess ~12 seconds after the event. Therefore, typically you convolve a time series A, composed of delta (stem) functions reflecting the time of each neural event belonging to the same category (e.g. all trials in which a participant sees a face), with a hemodynamic response function B, to form the hypothetic response of any voxel to such type of neural event.\n", "One convoluted time course can be generated this way for each type of event. The time courses corresponding to all events, put together, are called design matrix.\n", "Our goal is to figure out how the (spatial) response patterns of a population of voxels (in an Region of Interest, ROI) to different types of tasks (e.g., watching different categories of animals, different conditions of a cognitive task) are similar or disimilar. So we need the design matrix in order to estimate the similarity matrix we are interested in.\n", "\n", "Basically, (G)BRSA just needs a numpy array which is in size of {time points} * {condition}.\n", "We can use the utility called `ReadDesign` from `brainiak.utils` to read a design matrix generated from AFNI. For design matrix saved as Matlab data file by SPM or or other toolbox, you can use `scipy.io.loadmat('YOURFILENAME')` and extract the design matrix from the dictionary returned. \n", "You can also generate design matrix using the function `gen_design` in `brainiak.utils`. It takes in (names of) event timing files in AFNI or FSL format (denoting onsets, duration, and weight for each event belonging to the same condition) and outputs the design matrix as numpy array.\n", "\n", "#### details about design matrix\n", "In this simulation, we use a design matrix of a task consisting of 16 different conditions, which by design cannot be fully counter-balanced in their orders. For simplicity, we repeat the design matrix of one run by 2 to 3 times, mimicking 2 to 3 fMRI runs with identical timing.\n", "Note that different subjects do not have to have the same number of voxels or time points. The timing of the task conditions can also differ across subjects. The simulation below reflects this.\n", "\n", "In typical fMRI analysis, some nuisance regressors such as head motion, baseline time series and slow drift are also entered into regression. **In using (G)BRSA, you should not include such nuisance regressors into the design matrix, because the spatial spread of such nuisance regressors might be quite different from the spatial spread of task related signal.** Including such nuisance regressors in design matrix might influence the pseudo-SNR map, which in turn influences the estimation of the shared covariance matrix. But you may include motion time course in the nuisance parameter.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_subj = 5\n", "n_run = np.random.randint(2, 4, n_subj)\n", "ROI_edge = np.random.randint(20, 40, n_subj)\n", "# We simulate \"ROIs\" of a square shape\n", "design = [None] * n_subj\n", "for subj in range(n_subj):\n", " design[subj] = utils.ReadDesign(fname=\"example_design.1D\")\n", " design[subj].n_TR = design[subj].n_TR * n_run[subj]\n", " design[subj].design_task = np.tile(design[subj].design_task[:,:-1],\n", " [n_run[subj], 1])\n", " # The last \"condition\" in design matrix\n", " # codes for trials subjects made an error.\n", " # We ignore it here.\n", "n_C = np.size(design[0].design_task, axis=1)\n", "# The total number of conditions.\n", "n_V = [int(roi_e**2) for roi_e in ROI_edge]\n", "# The total number of simulated voxels\n", "n_T = [d.n_TR for d in design]\n", "# The total number of time points,\n", "# after concatenating all fMRI runs\n", "fig = plt.figure(num=None, figsize=(12, 3),\n", " dpi=150, facecolor='w', edgecolor='k')\n", "plt.plot(design[0].design_task)\n", "plt.ylim([-0.2, 0.4])\n", "plt.title('hypothetic fMRI response time courses '\n", " 'of all conditions for one subject\\n'\n", " '(design matrix)')\n", "plt.xlabel('time')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### simulate noise\n", "We simulate noise which is Gaussian Process (mimicking smooth noise in fMRI) in space and AR(1) in time" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "noise_bot = 0.5\n", "noise_top = 1.5\n", "noise_level = [None] * n_subj\n", "noise = [None] * n_subj\n", "rho1 = [None] * n_subj\n", "white_noise_magnitude = 0.4\n", "for subj in range(n_subj):\n", " # each subject may have different noise level\n", " noise_level[subj] = np.random.rand(n_V[subj]) * \\\n", " (noise_top - noise_bot) + noise_bot\n", " # The standard deviation of the noise is in the range of [noise_bot, noise_top]\n", " # In fact, we simulate autocorrelated noise with AR(1) model. So the noise_level reflects\n", " # the independent additive noise at each time point (the \"fresh\" noise)\n", "\n", "# AR(1) coefficient\n", "rho1_top = 0.8\n", "rho1_bot = -0.1\n", "for subj in range(n_subj):\n", " rho1[subj] = np.random.rand(n_V[subj]) \\\n", " * (rho1_top - rho1_bot) + rho1_bot\n", "\n", "noise_smooth_width = 10.0\n", "dist2 = [None] * n_subj\n", "for subj in range(n_subj):\n", " coords = np.mgrid[0:ROI_edge[subj], 0:ROI_edge[subj], 0:1]\n", " coords_flat = np.reshape(coords,[3, n_V[subj]]).T\n", " dist2[subj] = spdist.squareform(spdist.pdist(coords_flat, 'sqeuclidean'))\n", "\n", " # generating noise\n", " K_noise = noise_level[subj][:, np.newaxis] \\\n", " * (np.exp(-dist2[subj] / noise_smooth_width**2 / 2.0) \\\n", " + np.eye(n_V[subj]) * white_noise_magnitude ** 2) * noise_level[subj]\n", " # We make spatially correlated noise by generating\n", " # noise at each time point from a Gaussian Process\n", " # defined over the coordinates.\n", " L_noise = np.linalg.cholesky(K_noise)\n", " noise[subj] = np.zeros([n_T[subj], n_V[subj]])\n", " noise[subj][0, :] = np.dot(L_noise, np.random.randn(n_V[subj]))\\\n", " / np.sqrt(1 - rho1[subj]**2)\n", " for i_t in range(1, n_T[subj]):\n", " noise[subj][i_t, :] = noise[subj][i_t - 1, :] * rho1[subj] \\\n", " + np.dot(L_noise,np.random.randn(n_V[subj]))\n", " # For each voxel, the noise follows AR(1) process:\n", " # fresh noise plus a dampened version of noise at\n", " # the previous time point.\n", " # In this simulation, we also introduced spatial smoothness resembling a Gaussian Process.\n", " # Notice that we simulated in this way only to introduce spatial noise correlation.\n", " # Gaussian Process is not the assumption of the form of spatial noise correlation in the model.\n", " noise[subj] += np.random.randn()\n", "plt.pcolor(K_noise)\n", "plt.colorbar()\n", "plt.xlim([0, ROI_edge[-1] * ROI_edge[-1]])\n", "plt.ylim([0, ROI_edge[-1] * ROI_edge[-1]])\n", "plt.title('Spatial covariance matrix of noise\\n of one participant in a simulated square \"ROI\"')\n", "plt.xlabel('x coordinates of voxels')\n", "plt.ylabel('y coordinates of voxels')\n", "plt.show()\n", "\n", "fig = plt.figure(num=None, figsize=(12, 2), dpi=150,\n", " facecolor='w', edgecolor='k')\n", "plt.plot(noise[-1][:, 0])\n", "plt.title('noise in an example voxel')\n", "plt.xlabel('TR')\n", "plt.ylabel('demeaned signal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### specify simulated similarity matrix\n", "We assume the magnitude of response to each condition follows a common covariance matrix, underlying a similarity structure displayed below, for easy visualization of the effectiveness of different RSA approaches. \n", "\n", "Let's keep the pattern of the ideal covariance / correlation below in mind and see how well BRSA can recover their patterns." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ideal covariance matrix\n", "ideal_cov = np.zeros([n_C, n_C])\n", "ideal_cov = np.eye(n_C) * 0.6\n", "ideal_cov[8:12, 8:12] = 0.6\n", "for cond in range(8, 12):\n", " ideal_cov[cond,cond] = 1\n", "\n", "fig = plt.figure(num=None, figsize=(4, 4), dpi=100)\n", "plt.pcolor(ideal_cov)\n", "plt.colorbar()\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('ideal covariance matrix')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()\n", "\n", "std_diag = np.diag(ideal_cov)**0.5\n", "ideal_corr = ideal_cov / std_diag / std_diag[:, None]\n", "fig = plt.figure(num=None, figsize=(4, 4), dpi=100)\n", "plt.pcolor(ideal_corr)\n", "plt.colorbar()\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.xticks([])\n", "plt.yticks([])\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.title('ideal correlation matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulate task-related signals\n", "We make a realistic assumption that signal-to-noise ratio (SNR) is not constant across voxels. In the following, the map of pseudo-SNR (proportional to real SNR) is generated from a Gaussian Process defined on a \"square\" ROI, just for simplicity of code. Task-evoked response amplitudes are then simulated as samples drawn from multi-variate Gaussian distributions with covariance matrix equaling the ideal covariance matrix above, times the pseudo-SNR of each voxel. \n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "L_full = np.linalg.cholesky(ideal_cov) \n", "\n", "# generating signal\n", "snr_level = np.random.rand(n_subj) * 0.6 + 0.4\n", "# Notice that accurately speaking this is not SNR.\n", "# The magnitude of signal depends not only on beta but also on x.\n", "# (noise_level*snr_level)**2 is the factor multiplied\n", "# with ideal_cov to form the covariance matrix from which\n", "# the response amplitudes (beta) of a voxel are drawn from.\n", "\n", "tau = np.random.rand(n_subj) * 0.8 + 0.2\n", "# magnitude of Gaussian Process from which the log(SNR) is drawn\n", "smooth_width = np.random.rand(n_subj) * 5.0 + 3.0\n", "# spatial length scale of the Gaussian Process, unit: voxel\n", "\n", "\n", "\n", "snr = [None] * n_subj\n", "signal = [None] * n_subj\n", "betas_simulated = [None] * n_subj\n", "\n", "for subj in range(n_subj):\n", "\n", " K = np.exp(-dist2[subj] / smooth_width[subj]**2 / 2.0) * tau[subj]**2 \\\n", " + np.eye(n_V[subj]) * tau[subj]**2 * 0.01\n", " # K is the spatial covariance of SNR.\n", " # A tiny amount is added to the diagonal of\n", " # the GP covariance matrix to make sure it can be inverted\n", " L = np.linalg.cholesky(K)\n", " snr[subj] = np.exp(np.dot(L, np.random.randn(n_V[subj]))) * snr_level[subj]\n", " sqrt_v = noise_level[subj] * snr[subj]\n", " betas_simulated[subj] = np.dot(L_full, np.random.randn(n_C, n_V[subj])) * sqrt_v\n", " # Simulated activation pattern (beta)\n", " signal[subj] = np.dot(design[subj].design_task, betas_simulated[subj])\n", "\n", "\n", "fig = plt.figure(num=None, figsize=(4, 4), dpi=100)\n", "plt.pcolor(np.reshape(snr[0], [ROI_edge[0], ROI_edge[0]]))\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('pseudo-SNR in a square \"ROI\" \\nof participant 0')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.show() \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synthesize data by adding signal with noise" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "Y = [None] * n_subj\n", "for subj in range(n_subj):\n", " Y[subj] = signal[subj] + noise[subj]\n", " # The data to be fed to the program.\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we take a look at the voxels with the lowest SNR and highest SNR for the participant with median level of overall SNR\n", "\n", "The reason that the pseudo-SNRs in the example voxels are not too small, while the signal looks much smaller is because we happen to have low amplitudes in our design matrix. The true SNR depends on both the amplitudes in design matrix and the pseudo-SNR. Therefore, be aware that pseudo-SNR does not directly reflects how much signal the data have, but rather a map indicating the relative strength of signal in differerent voxels." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "snr_all = np.concatenate(snr)\n", "idx = np.argmin(np.abs(snr_all - np.median(snr_all)))\n", "median_subj = np.min(np.where(idx - np.cumsum(n_V) < 0))\n", "\n", "idx = idx - np.cumsum(np.concatenate([[0], n_V]))[median_subj]\n", "# choose a voxel of medium level SNR.\n", "fig = plt.figure(num=None, figsize=(12, 3), dpi=150,\n", " facecolor='w', edgecolor='k')\n", "noise_plot, = plt.plot(noise[median_subj][:,idx],'g')\n", "signal_plot, = plt.plot(signal[median_subj][:,idx],'b')\n", "plt.legend([noise_plot, signal_plot], ['noise', 'signal'])\n", "plt.title('simulated data in an example voxel'\n", " ' with pseudo-SNR of {:.3f} in participant {}'.format(snr[median_subj][idx], median_subj))\n", "plt.xlabel('TR')\n", "plt.show()\n", "\n", "fig = plt.figure(num=None, figsize=(12, 3), dpi=150,\n", " facecolor='w', edgecolor='k')\n", "data_plot, = plt.plot(Y[median_subj][:,idx],'r')\n", "plt.title('observed data of the voxel (signal+noise)')\n", "plt.xlabel('TR')\n", "plt.show()\n", "\n", "idx = np.argmin(np.abs(snr_all - np.max(snr_all)))\n", "highest_subj = np.min(np.where(idx - np.cumsum(n_V) < 0))\n", "idx = idx - np.cumsum(np.concatenate([[0], n_V]))[highest_subj]\n", "# display the voxel of the highest level SNR.\n", "fig = plt.figure(num=None, figsize=(12, 3), dpi=150,\n", " facecolor='w', edgecolor='k')\n", "noise_plot, = plt.plot(noise[highest_subj][:,idx],'g--')\n", "signal_plot, = plt.plot(signal[highest_subj][:,idx],'b--')\n", "plt.legend([noise_plot, signal_plot], ['noise', 'signal'])\n", "plt.title('simulated data in the voxel with the highest'\n", " ' pseudo-SNR of {:.3f} in subject {}'.format(snr[highest_subj][idx], highest_subj))\n", "plt.xlabel('TR')\n", "plt.show()\n", "\n", "fig = plt.figure(num=None, figsize=(12, 3), dpi=150,\n", " facecolor='w', edgecolor='k')\n", "data_plot, = plt.plot(Y[highest_subj][:,idx],'r')\n", "plt.title('observed data of the voxel (signal+noise)')\n", "plt.xlabel('TR')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit Group Bayesian RSA to simulated data\n", "\n", "\n", "In BRSA and GBRSA, the nuisance regressors in typical fMRI analysis (such as head motion signal) are replaced by principal components estimated from residuals after subtracting mean posterior estimation of task-related response. `n_nureg` tells the model how many principal components to keep from the residual as nuisance regressors, in order to account for spatial correlation in noise. When it is set to None and `auto_nuisance=True`, this number will be estimated automatically by an algorithm of [Gavish & Dohono 2014](https://ieeexplore.ieee.org/document/6846297). If you prefer not using this approach based on principal components of residuals, you can set `auto_nuisance=False`, and optionally provide your own nuisance regressors as a list (one numpy array per subject) as nuisance argument to `GBRSA.fit()`. In practice, we find that the result is much better with `auto_nuisance=True`.\n", "\n", "Apparently one can imagine that the choice of the number of principal components used as nuisance regressors can influence the result. If you just choose 1 or 2, perhaps only the global drift would be captured. But including too many nuisance regressors would slow the fitting speed and might have risk of overfitting. Among all the algorithms we have tested with simulation data, the Gavish & Donoho algorithm appears the most robust and the estimate is closest to the true simulated number. But it does have a tendency to under-estimate the number of components, which is one limitation in (G)BRSA module." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Prepare onset information for model fitting\n", "When you have multiple runs, the noise won't be correlated between runs. Therefore, you should tell BRSA when is the onset of each scan. \n", "\n", "Note that the data (variable Y above) you feed to BRSA is the concatenation of data from all runs along the time dimension, as a 2-D matrix of time x space" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scan onsets: [array([ 0, 186, 372], dtype=int32), array([ 0, 186, 372], dtype=int32), array([ 0, 186], dtype=int32), array([ 0, 186, 372], dtype=int32), array([ 0, 186], dtype=int32)]\n" ] } ], "source": [ "scan_onsets = [np.int32(np.linspace(0, design[i].n_TR,num=n_run[i] + 1)[: -1]) for i in range(n_subj)]\n", "print('scan onsets: {}'.format(scan_onsets))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Instantiate a GBRSA object\n", "To reduce the running time at a cost of inaccuracy, you may specify `SNR_prior='equal'` and a smaller `rho_bins` parameter, as the code commented out below. There are multiple other parameters, we take the defaults in this example." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "gbrsa = GBRSA()\n", "\n", "# gbrsa = GBRSA(SNR_prior='equal', rho_bins=11)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit model to the data\n", "This may take a while." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GBRSA(nureg_method=. at 0x7f3d0bc79b90>)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "gbrsa.fit(X=Y, design=[d.design_task for d in design],scan_onsets=scan_onsets)\n", "# The data to fit should be given to the argument X.\n", "# Design matrix goes to design. And so on.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation\n", "\n", "### Result of GBRSA\n", "We can have a look at the estimated similarity in matrix `gbrsa.C_`. \n", "\n", "We can also compare the ideal covariance above with the one recovered, `gbrsa.U_`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(num=None, figsize=(4, 4), dpi=100)\n", "plt.pcolor(gbrsa.C_, vmin=-0.1, vmax=1)\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('Estimated correlation structure\\n shared between voxels\\n'\n", " 'This constitutes the output of Bayesian RSA\\n')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()\n", "\n", "fig = plt.figure(num=None, figsize=(4, 4), dpi=100)\n", "plt.pcolor(gbrsa.U_)\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('Estimated covariance structure\\n shared between voxels\\n')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare with result of traditional RSA\n", "\n", "In this approach, estimated activation patterns of each task condition ($\\beta$) are obtained by regressing data against design matrix.\n", "And then Pearson correlation or other (dis)similarity metric is calculated between the noisy estimates of $\\beta$s of different conditions." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Example result from one participant (traditional RSA)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Group average result of traditional RSA\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Compare with the result of Group Bayesian RSA\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sum_point_corr = np.zeros((n_C, n_C))\n", "sum_point_cov = np.zeros((n_C, n_C))\n", "betas_point = [None] * n_subj\n", "print('Example result from one participant (traditional RSA)')\n", "for subj in range(n_subj):\n", " regressor = np.insert(design[subj].design_task,\n", " 0, 1, axis=1)\n", " betas_point[subj] = np.linalg.lstsq(regressor, Y[subj], rcond=None)[0]\n", " point_corr = np.corrcoef(betas_point[subj][1:, :])\n", " point_cov = np.cov(betas_point[subj][1:, :])\n", " sum_point_corr += point_corr\n", " sum_point_cov += point_cov\n", " if subj == 0:\n", " fig = plt.figure(num=None, figsize=(10, 4), dpi=100)\n", " plt.subplot(1,2,1)\n", " plt.pcolor(point_corr, vmin=-0.1, vmax=1)\n", " plt.xlim([0, 16])\n", " plt.ylim([0, 16])\n", " plt.colorbar()\n", " ax = plt.gca()\n", " ax.set_aspect(1)\n", " plt.title('Correlation structure estimated\\n'\n", " 'based on point estimates of betas\\n'\n", " 'for subject {}'.format(subj))\n", " plt.xlabel('conditions')\n", " plt.ylabel('conditions')\n", " plt.xticks([])\n", " plt.yticks([])\n", "\n", " plt.subplot(1,2,2)\n", " plt.pcolor(point_cov)\n", " plt.xlim([0, 16])\n", " plt.ylim([0, 16])\n", " plt.colorbar()\n", " ax = plt.gca()\n", " ax.set_aspect(1)\n", " plt.title('Covariance structure of\\n'\n", " 'point estimates of betas\\n'\n", " 'for subject {}'.format(subj))\n", " plt.xlabel('conditions')\n", " plt.ylabel('conditions')\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.show()\n", "print('Group average result of traditional RSA')\n", "fig = plt.figure(num=None, figsize=(10, 4), dpi=100)\n", "plt.subplot(1,2,1)\n", "plt.pcolor(sum_point_corr / n_subj, vmin=-0.1, vmax=1)\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('Correlation structure estimated\\n'\n", " 'based on point estimates of betas\\n'\n", " 'averaged over subjects (traditional RSA)\\n')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "\n", "plt.subplot(1,2,2)\n", "plt.pcolor(sum_point_cov / n_subj)\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('Covariance structure of\\n'\n", " 'point estimates of betas\\n'\n", " 'averaged over subjects (traditional RSA)\\n')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()\n", "\n", "print('Compare with the result of Group Bayesian RSA')\n", "fig = plt.figure(num=None, figsize=(10, 4), dpi=100)\n", "plt.subplot(1,2,1)\n", "plt.pcolor(gbrsa.C_, vmin=-0.1, vmax=1)\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('Estimated correlation structure\\n'\n", " 'shared between voxels (Bayesian RSA)\\n')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "\n", "\n", "plt.subplot(1,2,2)\n", "plt.pcolor(gbrsa.U_)\n", "plt.xlim([0, 16])\n", "plt.ylim([0, 16])\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('Estimated covariance structure\\n'\n", " 'shared between voxels (Bayesian RSA)\\n')\n", "plt.xlabel('conditions')\n", "plt.ylabel('conditions')\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the root mean squared error between the estimated similarity and simulated similarity structures" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMS error of group Bayesian RSA: 0.08086539168945868\n", "RMS error of standard RSA: 0.34747836290315093\n" ] } ], "source": [ "RMS_GBRSA = np.mean((gbrsa.C_ - ideal_corr)**2)**0.5\n", "RMS_RSA = np.mean((point_corr - ideal_corr)**2)**0.5\n", "print('RMS error of group Bayesian RSA: {}'.format(RMS_GBRSA))\n", "print('RMS error of standard RSA: {}'.format(RMS_RSA))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating estimated pseudo-SNR map against the simulated SNR map\n", "If you have chosen `SNR_prior='equal'`, the estimated pseudo-SNR map will be flat" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "subj = highest_subj\n", "\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=n_subj, figsize=(25, 5))\n", "\n", "\n", "vmax = np.max([np.max(gbrsa.nSNR_[s]) for s in range(n_subj)])\n", "for s in range(n_subj):\n", " im = axes[s].pcolor(np.reshape(gbrsa.nSNR_[s], [ROI_edge[s], ROI_edge[s]]),\n", " vmin=0,vmax=vmax)\n", " axes[s].set_aspect(1)\n", " \n", "fig.colorbar(im, ax=axes.ravel().tolist(), shrink=0.75)\n", "\n", "plt.suptitle('estimated pseudo-SNR',fontsize=\"xx-large\" )\n", "plt.show()\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=n_subj, figsize=(25, 5))\n", "vmax = np.max([np.max(snr[s]) for s in range(n_subj)])\n", "for s in range(n_subj):\n", " im = axes[s].pcolor(np.reshape(snr[s], [ROI_edge[s], ROI_edge[s]]),\n", " vmin=0,vmax=vmax)\n", " axes[s].set_aspect(1)\n", "fig.colorbar(im, ax=axes.ravel().tolist(), shrink=0.75)\n", "plt.suptitle('simulated pseudo-SNR',fontsize=\"xx-large\" )\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Examine the recovery of activation pattern\n", "Scatter plot of the recovered $\\beta$s and true $\\beta$s. Each column is result from one subject. The closer the dots are close to the diagnal line, the better the recovery is.\n", "Top: result by GBRSA. Bottom: result by standard regression analysis" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=n_subj, figsize=(25, 5))\n", "for s in range(n_subj):\n", " im = axes[s].scatter(betas_simulated[s] , gbrsa.beta_[s])\n", " if s == 0:\n", " axes[s].set_ylabel('recovered betas by GBRSA',fontsize='xx-large')\n", " if s == int(n_subj/2):\n", " axes[s].set_xlabel('true betas',fontsize='xx-large')\n", " axes[s].set_aspect(1)\n", " axes[s].set_title('r={:0.3f}'.format(\n", " stats.pearsonr(betas_simulated[s].ravel(), gbrsa.beta_[s].ravel())[0]))\n", "plt.suptitle('estimated vs. simulated betas, \\nby GBRSA',fontsize=\"xx-large\" )\n", "plt.show()\n", "\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=n_subj, figsize=(25, 5))\n", "for s in range(n_subj):\n", " im = axes[s].scatter(betas_simulated[s] , betas_point[s][1:, :])\n", " if s == 0:\n", " axes[s].set_ylabel('recovered betas by simple regression',fontsize='xx-large')\n", " if s == int(n_subj/2):\n", " axes[s].set_xlabel('true betas',fontsize='xx-large')\n", " axes[s].set_aspect(0.5)\n", " axes[s].set_title('r={:0.3f}'.format(\n", " stats.pearsonr(betas_simulated[s].ravel(), betas_point[s][1:, :].ravel())[0]))\n", "plt.suptitle('estimated vs. simulated betas, \\nby simple regression',fontsize=\"xx-large\" )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other usage: \"decoding\" task-related signal from new data\n", "\n", "Now we generate a new data set.\n", "We keep the signal the same as in training data, but generate new noise.\n", "\n", "We can use the `transform()` function of gbrsa to estimate the \"design matrix\" in this new dataset.\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "average SNR level: [0.46520476 0.59677297 0.51632359 0.41470869 0.69860492]\n", "Apparently how much the recovered time course resembles the true design matrix depends on SNR\n" ] } ], "source": [ "noise_new = [None] * n_subj\n", "Y_new = [None] * n_subj\n", "for subj in range(n_subj):\n", " \n", " # generating noise\n", " K_noise = noise_level[subj][:, np.newaxis] \\\n", " * (np.exp(-dist2[subj] / noise_smooth_width**2 / 2.0) \\\n", " + np.eye(n_V[subj]) * white_noise_magnitude ** 2) * noise_level[subj]\n", " # We make spatially correlated noise by generating\n", " # noise at each time point from a Gaussian Process\n", " # defined over the coordinates.\n", " L_noise = np.linalg.cholesky(K_noise)\n", " noise_new[subj] = np.zeros([n_T[subj], n_V[subj]])\n", " noise_new[subj][0, :] = np.dot(L_noise, np.random.randn(n_V[subj]))\\\n", " / np.sqrt(1 - rho1[subj]**2)\n", " for i_t in range(1, n_T[subj]):\n", " noise_new[subj][i_t, :] = noise_new[subj][i_t - 1, :] * rho1[subj] \\\n", " + np.dot(L_noise,np.random.randn(n_V[subj]))\n", " Y_new[subj] = signal[subj] + noise_new[subj] \n", "\n", "\n", "\n", "ts, ts0 = gbrsa.transform(Y_new,scan_onsets=scan_onsets)\n", "# ts is the estimated task-related time course, with each column corresponding to the task condition of the same\n", "# column in design matrix.\n", "# ts0 is the estimated time courses that have the same spatial spread as those in the training data (X0).\n", "# It is possible some task related signal is still in X0 or ts0, but not captured by the design matrix.\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=n_subj, figsize=(25, 5))\n", "for s in range(n_subj):\n", " recovered_plot, = axes[s].plot(ts[s][:200, 8], 'b')\n", " design_plot, = axes[s].plot(design[s].design_task[:200, 8], 'g')\n", " if s == int(n_subj/2):\n", " axes[s].set_xlabel('time',fontsize='xx-large')\n", " \n", "fig.legend([design_plot, recovered_plot],\n", " ['design matrix for one condition', 'recovered time course for the condition'],\n", " fontsize='xx-large')\n", "\n", "plt.show()\n", "\n", "# We did not plot the whole time series for the purpose of seeing closely how much the two\n", "# time series overlap\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=n_subj, figsize=(25, 5))\n", "for s in range(n_subj):\n", " c = np.corrcoef(design[s].design_task.T, ts[s].T)\n", " im = axes[s].pcolor(c[0:16, 16:],vmin=-0.5,vmax=1)\n", " axes[s].set_aspect(1)\n", " if s == int(n_subj/2):\n", " axes[s].set_xlabel('recovered time course',fontsize='xx-large')\n", " if s == 0:\n", " axes[s].set_ylabel('true design matrix',fontsize='xx-large')\n", "fig.suptitle('correlation between true design matrix \\nand the recovered task-related activity')\n", "fig.colorbar(im, ax=axes.ravel().tolist(), shrink=0.75)\n", "plt.show()\n", "\n", "\n", "print('average SNR level:', snr_level)\n", "print('Apparently how much the recovered time course resembles the true design matrix depends on SNR')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model selection by cross-validation\n", "\n", "Both BRSA and GBRSA can compare full model against a null model (without task-related responses) by cross-validating the parameters of one model learnt from some training data on some testing data. GBRSA provides a `score()` function, which returns a pair of cross-validated log likelihood for the testing data. \n", "\n", "The first returned item is a numpy array of the cross-validated log likelihood of the model you have specified, for the testing data of all the subjects.\n", "The second is a numpy arrary of those of a null model which assumes everything else the same except that there is no task-related activity.\n", "\n", "Notice that comparing the score of your model of interest against its corresponding null model is not the only way to compare models. You might also want to compare against a model using the same set of design matrix, but a different rank (especially rank 1, which means all task conditions have the same response pattern, only differing in their magnitude).\n", "\n", "In general, in the context of GBRSA, a model means the timing of each event and the way these events are grouped, together with other trivial parameters such as the rank of the covariance matrix and the number of nuisance regressors. All these parameters can influence model performance.\n", "In future, we may provide interface to evaluate the predictive power for the data by different predefined similarity matrix or covariance matrix." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "When cross-validating on new data that have the same property of signal and noise with training data., full model should be better than null model\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "When cross-validating on pure noise, full model should not be better than null model\n" ] } ], "source": [ "\n", "width = 0.35\n", "[score, score_null] = gbrsa.score(X=Y_new, design=[d.design_task for d in design], scan_onsets=scan_onsets)\n", "\n", "plt.bar(np.arange(n_subj),np.asarray(score)-np.asarray(score_null), width=width)\n", "# plt.ylim(0, np.max([np.asarray(score)-np.asarray(score_null)])+100)\n", "plt.ylabel('cross-validated log likelihood')\n", "plt.xlabel('partipants')\n", "plt.title('Difference between cross-validated log likelihoods\\n of full model and null model\\non new data containing signal')\n", "plt.show()\n", "print('When cross-validating on new data that have the same property of signal and noise with training data., full model should be better than null model')\n", "\n", "Y_nosignal = [noise_new[s] for s in range(n_subj)]\n", "[score_noise, score_null_noise] = gbrsa.score(X=Y_nosignal, design=[d.design_task for d in design], scan_onsets=scan_onsets)\n", "\n", "plt.bar(np.arange(n_subj),np.asarray(score_noise)-np.asarray(score_null_noise), width=width)\n", "# plt.ylim(np.min([np.asarray(score_noise)-np.asarray(score_null_noise)])-100,\n", "# 0)\n", "plt.ylabel('cross-validated log likelihood')\n", "plt.xlabel('partipants')\n", "plt.title('Difference between cross-validated log likelihoods\\n of full model and null model\\non pure noise')\n", "plt.show()\n", "print('When cross-validating on pure noise, full model should not be better than null model')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Avoid false discovery\n", "\n", "If a model is fit to pure noise, some result of similarity structure can still be returned. How do we know if the result is valid?\n", "\n", "One approach is to examine the cross-validation score on left-out scans acquired with the same task.\n", "\n", "Below, we fit the model to data containing only noise and cross-validate it on another set of noise.\n", "\n", "When fitted to noise, the result should be meaningless. Ideally the cross-validated log likelihood of the full model should be smaller than that of the null model." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gbrsa_noise = GBRSA(n_iter=40)\n", "gbrsa_noise.fit(X=[noise[s] for s in range(n_subj)],\n", " design=[d.design_task for d in design],scan_onsets=scan_onsets)\n", "Y_nosignal = [noise_new[s] for s in range(n_subj)]\n", "[score_noise, score_null_noise] = gbrsa_noise.score(X=Y_nosignal,\n", " design=[d.design_task for d in design], scan_onsets=scan_onsets)\n", "\n", "plt.bar(np.arange(n_subj),np.asarray(score_noise)-np.asarray(score_null_noise), width=width)\n", "plt.ylim(np.min([np.asarray(score_noise)-np.asarray(score_null_noise)])-100,\n", " np.max([np.asarray(score_noise)-np.asarray(score_null_noise)])+100)\n", "plt.ylabel('cross-validated log likelihood')\n", "plt.xlabel('partipants')\n", "plt.title('Difference between cross-validated log likelihoods\\n of full model and null model\\ntrained on pure noise')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the difference is smaller but full model generally performs slightly worse, because of overfitting. This is expected.\n", "\n", "So, after fitting a model to your data, you should also check cross-validated log likelihood on separate runs from the same group of participants, and make sure your model is at least better than a null model before you trust your similarity matrix. \n", "\n", "Another diagnostic of bad model to your data is very small diagonal values in the shared covariance structure `U_` as shown below:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'covariance matrix of task conditions estimated from pure noise')" ] }, "execution_count": 20, "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.pcolor(gbrsa_noise.U_)\n", "plt.colorbar()\n", "ax = plt.gca()\n", "ax.set_aspect(1)\n", "plt.title('covariance matrix of task conditions estimated from pure noise')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "(Group) Bayesian RSA models the covariance structure of the task-related activation patterns, and how the activation patterns and task-unrelated fluctuations together contribute to the temporal correlation in the fMRI data. By simulating fMRI data containing both task-related activation and spatio-temporally correlated noise, we show that (Group) Bayesian RSA recovers the similarity structure of activation patterns better than traditional RSA and suffers less from spurious correlation structure. GBRSA can additionally be used to decode task-related signals from new data. GBRSA also provides the ability to cross-validate the full model containing task-related signals against a null model assuming only spatiotemporally correlated noise, to prevent false discoveries." ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 1 }