{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: GPFA (Gaussian Process Factor Analysis)\n", "\n", "Gaussian-process factor analysis (GPFA) is a dimensionality reduction method\n", "[1] for neural trajectory visualization of parallel spike trains. GPFA applies\n", "factor analysis (FA) to time-binned spike count data to reduce the\n", "dimensionality and at the same time smoothes the resulting low-dimensional\n", "trajectories by fitting a Gaussian process (GP) model to them.\n", "\n", "The input consists of a set of trials ($Y$), each containing a list of spike\n", "trains (N neurons). The output is the projection ($X$) of the data in a space\n", "of pre-chosen dimensionality $x_{dim} < N$.\n", "\n", "Under the assumption of a linear relation (transform matrix $C$) between the\n", "latent variable $X$ following a Gaussian process and the spike train data $Y$ with\n", "a bias $d$ and a noise term of zero mean and (co)variance $R$ (i.e.,\n", "$Y = C X + d + \\mathcal{N}(0,R)$), the projection corresponds to the\n", "conditional probability $E[X|Y]$.\n", "The parameters $(C, d, R)$ as well as the time scales and variances of the\n", "Gaussian process are estimated from the data using an expectation-maximization\n", "(EM) algorithm.\n", "\n", "Internally, the analysis consists of the following steps:\n", "\n", "0. bin the spike train data to get a sequence of $N$ dimensional vectors of spike counts in respective time bins, and choose the reduced dimensionality $x_{dim}$\n", "\n", "1. expectation-maximization for fitting of the parameters $C, d, R$ and the time-scales and variances of the Gaussian process, using all the trials provided as input (c.f., `gpfa_core.em()`)\n", "\n", "2. projection of single trials in the low dimensional space (c.f., `gpfa_core.exact_inference_with_ll()`)\n", "\n", "3. orthonormalization of the matrix $C$ and the corresponding subspace, for visualization purposes: (c.f., `gpfa_core.orthonormalize()`)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Idea of This Tutorial\n", "\n", "This tutorial illustrates the usage of the `gpfa.GPFA()` class implemented in elephant, through its applications to synthetic spike train data, of which the ground truth low-dimensional structure is known.\n", "\n", "The examples were inspired by the supplementary material of [2]\n", "\n", "### 1.1. Generation of synthetic spike trains\n", "\n", "A set of spike trains are generated as follows.\n", "First, a time series of either a 2-dimensional harmonic oscillator (Section 2) or a 3-dimensional Lorentz system (Section 3; the \"standard\" parameter values as seen in https://en.wikipedia.org/wiki/Lorenz_system are used) is projected into a high-dimensional space (as high dimension as the desired number of parallel spike trains) via a random projection.\n", "Then the resulting high-dimensional time series serves as time-dependent rates for an inhomogeneous multivariate Poisson process.\n", "Finally, multiple realizations of this Poisson process, which mimic spike trains from multiple trials, serve as input data to the GPFA.\n", "\n", "Below are the functions used for spike train generation:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "code_folding": [ 12, 40, 73, 104, 133 ] }, "outputs": [], "source": [ "import numpy as np\n", "from scipy.integrate import odeint\n", "import quantities as pq\n", "import neo\n", "from elephant.spike_train_generation import inhomogeneous_poisson_process\n", "\n", "\n", "def integrated_oscillator(dt, num_steps, x0=0, y0=1, angular_frequency=2*np.pi*1e-3):\n", " \"\"\" \n", " Parameters\n", " ----------\n", " dt : float\n", " Integration time step in ms.\n", " num_steps : int\n", " Number of integration steps -> max_time = dt*(num_steps-1).\n", " x0, y0 : float \n", " Initial values in three dimensional space.\n", " angular_frequency : float \n", " Angular frequency in 1/ms.\n", " \n", " Returns\n", " -------\n", " t : (num_steps) np.ndarray\n", " Array of timepoints\n", " (2, num_steps) np.ndarray\n", " Integrated two-dimensional trajectory (x, y, z) of the harmonic oscillator\n", " \"\"\" \n", " \n", " assert isinstance(num_steps, int), \"num_steps has to be integer\"\n", " t = dt*np.arange(num_steps)\n", " x = x0*np.cos(angular_frequency*t) + y0*np.sin(angular_frequency*t)\n", " y = -x0*np.sin(angular_frequency*t) + y0*np.cos(angular_frequency*t)\n", " return t, np.array((x, y))\n", "\n", "\n", "def integrated_lorenz(dt, num_steps, x0=0, y0=1, z0=1.05,\n", " sigma=10, rho=28, beta=2.667, tau=1e3):\n", " \"\"\"\n", " \n", " Parameters\n", " ----------\n", " dt : \n", " Integration time step in ms.\n", " num_steps : int\n", " Number of integration steps -> max_time = dt*(num_steps-1).\n", " x0, y0, z0 : float \n", " Initial values in three dimensional space\n", " sigma, rho, beta : float \n", " Parameters defining the lorenz attractor\n", " tau : characteristic timescale in ms\n", " \n", " Returns\n", " -------\n", " t : (num_steps) np.ndarray\n", " Array of timepoints\n", " (3, num_steps) np.ndarray\n", " Integrated three-dimensional trajectory (x, y, z) of the Lorenz attractor\n", " \"\"\"\n", " def _lorenz_ode(point_of_interest, timepoint, sigma, rho, beta, tau):\n", " \"\"\"\n", " Fit the model with `spiketrains` data and apply the dimensionality\n", " reduction on `spiketrains`.\n", "\n", " Parameters\n", " ----------\n", " point_of_interest : tuple\n", " Tupel containing coordinates (x,y,z) in three dimensional space. \n", " timepoint : a point of interest in time\n", " dt : \n", " Integration time step in ms.\n", " num_steps : int\n", " Number of integration steps -> max_time = dt*(num_steps-1).\n", " sigma, rho, beta : float \n", " Parameters defining the lorenz attractor\n", " tau : characteristic timescale in ms\n", "\n", " Returns\n", " -------\n", " x_dot, y_dot, z_dot : float \n", " Values of the lorenz attractor's partial derivatives\n", " at the point x, y, z.\n", " \"\"\"\n", "\n", " x, y, z = point_of_interest\n", "\n", " x_dot = (sigma*(y - x)) / tau\n", " y_dot = (rho*x - y - x*z) / tau\n", " z_dot = (x*y - beta*z) / tau\n", " return x_dot, y_dot, z_dot\n", "\n", " assert isinstance(num_steps, int), \"num_steps has to be integer\"\n", " \n", " t = dt*np.arange(num_steps)\n", " poi = (x0, y0, z0)\n", " return t, odeint(_lorenz_ode, poi, t, args=(sigma, rho, beta, tau)).T\n", "\n", "\n", "def random_projection(data, embedding_dimension, loc=0, scale=None):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " data : np.ndarray\n", " Data to embed, shape=(M, N)\n", " embedding_dimension : int\n", " Embedding dimension, dimensionality of the space to project to.\n", " loc : float or array_like of floats\n", " Mean (“centre”) of the distribution.\n", " scale : float or array_like of floats\n", " Standard deviation (spread or “width”) of the distribution.\n", "\n", " Returns\n", " -------\n", " np.ndarray \n", " Random (normal) projection of input data, shape=(dim, N)\n", " \n", " See Also\n", " --------\n", " np.random.normal()\n", " \n", " \"\"\"\n", " if scale is None:\n", " scale = 1 / np.sqrt(data.shape[0])\n", " projection_matrix = np.random.normal(loc, scale, (embedding_dimension, data.shape[0]))\n", " return np.dot(projection_matrix, data)\n", "\n", "\n", "def generate_spiketrains(instantaneous_rates, num_trials, timestep):\n", " \"\"\" \n", " Parameters\n", " ----------\n", " instantaneous_rates : np.ndarray\n", " Array containing time series.\n", " timestep : \n", " Sample period.\n", " num_steps : int\n", " Number of timesteps -> max_time = timestep*(num_steps-1).\n", " \n", " Returns\n", " -------\n", " spiketrains : list of neo.SpikeTrains\n", " List containing spiketrains of inhomogeneous Poisson\n", " processes based on given instantaneous rates.\n", " \n", " \"\"\"\n", " \n", " spiketrains = []\n", " for _ in range(num_trials):\n", " spiketrains_per_trial = []\n", " for inst_rate in instantaneous_rates:\n", " anasig_inst_rate = neo.AnalogSignal(inst_rate, sampling_rate=1/timestep, units=pq.Hz)\n", " spiketrains_per_trial.append(inhomogeneous_poisson_process(anasig_inst_rate))\n", " spiketrains.append(spiketrains_per_trial)\n", " \n", " return spiketrains" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Harmonic Oscillator Example\n", "\n", "In this first example we apply the GPFA to spike train data derived from dynamics of a harmonic oscillator defined in a 2-dimensional latent variable space. The aim is to extract these 2-dimensional latent dynamics from the spike train data.\n", "\n", "### 2.1. Generate synthetic spike train data\n", "Here we generate 50-dimensional synthetic spike train data based on a trajectory of a 2-dimensional harmonic oscillator, as described in Section 1.1." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# set parameters for the integration of the harmonic oscillator\n", "timestep = 1 * pq.ms\n", "trial_duration = 2 * pq.s\n", "num_steps = int((trial_duration.rescale('ms')/timestep).magnitude)\n", "\n", "# set parameters for spike train generation\n", "max_rate = 70 * pq.Hz\n", "np.random.seed(42) # for visualization purposes, we want to get identical spike trains at any run\n", "\n", "# specify data size\n", "num_trials = 20\n", "num_spiketrains = 50\n", "\n", "# generate a low-dimensional trajectory\n", "times_oscillator, oscillator_trajectory_2dim = integrated_oscillator(\n", " timestep.magnitude, num_steps=num_steps, x0=0, y0=1)\n", "times_oscillator = (times_oscillator*timestep.units).rescale('s')\n", "\n", "# random projection to high-dimensional space\n", "oscillator_trajectory_Ndim = random_projection(\n", " oscillator_trajectory_2dim, embedding_dimension=num_spiketrains)\n", "\n", "# convert to instantaneous rate for Poisson process\n", "normed_traj = oscillator_trajectory_Ndim / oscillator_trajectory_Ndim.max()\n", "instantaneous_rates_oscillator = np.power(max_rate.magnitude, normed_traj)\n", "\n", "# generate spike trains\n", "spiketrains_oscillator = generate_spiketrains(\n", " instantaneous_rates_oscillator, num_trials, timestep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the trajectory and the spike trains look like." ] }, { "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": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 10))\n", "\n", "ax1.set_title('2-dim Harmonic Oscillator')\n", "ax1.set_xlabel('time [s]')\n", "for i, y in enumerate(oscillator_trajectory_2dim):\n", " ax1.plot(times_oscillator, y, label=f'dimension {i}')\n", "ax1.legend()\n", "\n", "ax2.set_title('Trajectory in 2-dim space')\n", "ax2.set_xlabel('Dim 1')\n", "ax2.set_ylabel('Dim 2')\n", "ax2.set_aspect(1)\n", "ax2.plot(oscillator_trajectory_2dim[0], oscillator_trajectory_2dim[1])\n", "\n", "ax3.set_title(f'Projection to {num_spiketrains}-dim space')\n", "ax3.set_xlabel('time [s]')\n", "y_offset = oscillator_trajectory_Ndim.std() * 3\n", "for i, y in enumerate(oscillator_trajectory_Ndim):\n", " ax3.plot(times_oscillator, y + i*y_offset)\n", "\n", "trial_to_plot = 0\n", "ax4.set_title(f'Raster plot of trial {trial_to_plot}')\n", "ax4.set_xlabel('Time (s)')\n", "ax4.set_ylabel('Spike train index')\n", "for i, spiketrain in enumerate(spiketrains_oscillator[trial_to_plot]):\n", " ax4.plot(spiketrain, np.ones_like(spiketrain) * i, ls='', marker='|')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, we have generated 50-dimensional spike train data, derived from 2-dimensional latent dynamics, i.e., two cycles of circular rotation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Apply GPFA to the generated data\n", "Now we try to extract the original latent dynamics from the generated spike train data, by means of GPFA.\n", "\n", "We first initialize an instance of the `gpfa.GPFA()` class.\n", "One can specify some parameters for model fitting at this timing.\n", "Here we set the size of the bin for spike train binning to 20 ms, and the dimensionality of latent variables to 2." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from elephant.gpfa import GPFA\n", "\n", "\n", "# specify fitting parameters\n", "bin_size = 20 * pq.ms\n", "latent_dimensionality = 2\n", "\n", "gpfa_2dim = GPFA(bin_size=bin_size, x_dim=latent_dimensionality)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we call the `fit()` method of the class, with the generated spike train data as input.\n", "This fits a GPFA model to the given data, yielding estimates of the model parameters that best explain the data, which are stored in the `params_estimated` attribute of the class.\n", "Here we use the first half of the trials for fitting." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing parameters using factor analysis...\n", "\n", "Fitting GPFA model...\n", "dict_keys(['covType', 'gamma', 'eps', 'd', 'C', 'R', 'notes'])\n" ] } ], "source": [ "gpfa_2dim.fit(spiketrains_oscillator[:num_trials//2])\n", "print(gpfa_2dim.params_estimated.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we transform the spike trains from the remaining half of the trials into tranjectories in the latent variable space, using the `transform()` method." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "trajectories = gpfa_2dim.transform(spiketrains_oscillator[num_trials//2:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the extracted trajectories look like." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "linewidth_single_trial = 0.5\n", "color_single_trial = 'C0'\n", "alpha_single_trial = 0.5\n", "\n", "linewidth_trial_average = 2\n", "color_trial_average = 'C1'\n", "\n", "ax1.set_title('Original latent dynamics')\n", "ax1.set_xlabel('Dim 1')\n", "ax1.set_ylabel('Dim 2')\n", "ax1.set_aspect(1)\n", "ax1.plot(oscillator_trajectory_2dim[0], oscillator_trajectory_2dim[1])\n", "\n", "ax2.set_title('Latent dynamics extracted by GPFA')\n", "ax2.set_xlabel('Dim 1')\n", "ax2.set_ylabel('Dim 2')\n", "ax2.set_aspect(1)\n", "# single trial trajectories\n", "for single_trial_trajectory in trajectories:\n", " ax2.plot(single_trial_trajectory[0], single_trial_trajectory[1], '-', lw=linewidth_single_trial, c=color_single_trial, alpha=alpha_single_trial)\n", "# trial averaged trajectory\n", "average_trajectory = np.mean(trajectories, axis=0)\n", "ax2.plot(average_trajectory[0], average_trajectory[1], '-', lw=linewidth_trial_average, c=color_trial_average, label='Trial averaged trajectory')\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "GPFA successfuly exatracted, as the trial averaged trajectory, the two cycles of rotation in 2-dimensional latent space from the 50-dimensional spike train data.\n", "\n", "In the above application we split the trials into two halves and performed fitting and transforming separately on these two sets of trials.\n", "One can also simply perform fitting and transforming on the whole dataset to obtain latent trajectories for all trials.\n", "In such a senario, the `fit_transform()` method can be used to perform the fitting and transforming at once, as shown in the example below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing parameters using factor analysis...\n", "\n", "Fitting GPFA model...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# here we just reuse the existing instance of the GPFA() class as we use the same fitting parameters as before\n", "trajectories_all = gpfa_2dim.fit_transform(spiketrains_oscillator)\n", "\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "ax1.set_title('Latent dynamics extracted by GPFA')\n", "ax1.set_xlabel('Dim 1')\n", "ax1.set_ylabel('Dim 2')\n", "ax1.set_aspect(1)\n", "for single_trial_trajectory in trajectories_all:\n", " ax1.plot(single_trial_trajectory[0], single_trial_trajectory[1], '-', lw=linewidth_single_trial, c=color_single_trial, alpha=alpha_single_trial)\n", "average_trajectory = np.mean(trajectories_all, axis=0)\n", "ax1.plot(average_trajectory[0], average_trajectory[1], '-', lw=linewidth_trial_average, c=color_trial_average, label='Trial averaged trajectory')\n", "ax1.legend()\n", "\n", "trial_to_plot = 0\n", "ax2.set_title(f'Trajectory for trial {trial_to_plot}')\n", "ax2.set_xlabel('Time [s]')\n", "times_trajectory = np.arange(len(trajectories_all[trial_to_plot][0])) * bin_size.rescale('s')\n", "ax2.plot(times_trajectory, trajectories_all[0][0], c='C0', label=\"Dim 1, fitting with all trials\")\n", "ax2.plot(times_trajectory, trajectories[0][0], c='C0', alpha=0.2, label=\"Dim 1, fitting with a half of trials\")\n", "ax2.plot(times_trajectory, trajectories_all[0][1], c='C1', label=\"Dim 2, fitting with all trials\")\n", "ax2.plot(times_trajectory, trajectories[0][1], c='C1', alpha=0.2, label=\"Dim 2, fitting with a half of trials\")\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We obtain almost the same latent dynamics, but single trial trajectories are slightly modified owing to an increased amount of the data used for fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Lorentz System Example\n", "\n", "### 3.1. Generate sysnthetic spike train data\n", "Now we move on to the next example.\n", "Here we generate 50-dimensional synthetic spike train data based on a trajectory of a 3-dimensional Lorentz system.\n", "Note that, as we want to adopt a part of the trajectory where the double-wing structure of the attractor is fully developed as \"trial\", we drop off an initial part of the trajectory as \"transient\"." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# set parameters for the integration of the Lorentz attractor\n", "timestep = 1 * pq.ms\n", "transient_duration = 10 * pq.s\n", "trial_duration = 30 * pq.s\n", "num_steps_transient = int((transient_duration.rescale('ms')/timestep).magnitude)\n", "num_steps = int((trial_duration.rescale('ms')/timestep).magnitude)\n", "\n", "# set parameters for spike train generation\n", "max_rate = 70 * pq.Hz\n", "np.random.seed(42) # for visualization purposes, we want to get identical spike trains at any run\n", "\n", "# specify data\n", "num_trials = 20\n", "num_spiketrains = 50\n", "\n", "# calculate the oscillator\n", "times, lorentz_trajectory_3dim = integrated_lorenz(\n", " timestep, num_steps=num_steps_transient+num_steps, x0=0, y0=1, z0=1.25)\n", "times = (times - transient_duration).rescale('s').magnitude\n", "times_trial = times[num_steps_transient:]\n", "\n", "# random projection\n", "lorentz_trajectory_Ndim = random_projection(\n", " lorentz_trajectory_3dim[:, num_steps_transient:], embedding_dimension=num_spiketrains)\n", "\n", "# calculate instantaneous rate\n", "normed_traj = lorentz_trajectory_Ndim / lorentz_trajectory_Ndim.max()\n", "instantaneous_rates_lorentz = np.power(max_rate.magnitude, normed_traj)\n", "\n", "# generate spiketrains\n", "spiketrains_lorentz = generate_spiketrains(\n", " instantaneous_rates_lorentz, num_trials, timestep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the obtained trajectory and the spike trains." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "\n", "f = plt.figure(figsize=(15, 10))\n", "ax1 = f.add_subplot(2, 2, 1)\n", "ax2 = f.add_subplot(2, 2, 2, projection='3d')\n", "ax3 = f.add_subplot(2, 2, 3)\n", "ax4 = f.add_subplot(2, 2, 4)\n", "\n", "ax1.set_title('Lorentz system')\n", "ax1.set_xlabel('Time [s]')\n", "labels = ['x', 'y', 'z']\n", "for i, x in enumerate(lorentz_trajectory_3dim):\n", " ax1.plot(times, x, label=labels[i])\n", "ax1.axvspan(-transient_duration.rescale('s').magnitude, 0, color='gray', alpha=0.1)\n", "ax1.text(-5, -20, 'Initial transient', ha='center')\n", "ax1.legend()\n", "\n", "ax2.set_title(f'Trajectory in 3-dim space')\n", "ax2.set_xlabel('x')\n", "ax2.set_ylabel('y')\n", "ax2.set_ylabel('z')\n", "ax2.plot(lorentz_trajectory_3dim[0, :num_steps_transient],\n", " lorentz_trajectory_3dim[1, :num_steps_transient],\n", " lorentz_trajectory_3dim[2, :num_steps_transient], c='C0', alpha=0.3)\n", "ax2.plot(lorentz_trajectory_3dim[0, num_steps_transient:],\n", " lorentz_trajectory_3dim[1, num_steps_transient:],\n", " lorentz_trajectory_3dim[2, num_steps_transient:], c='C0')\n", "\n", "ax3.set_title(f'Projection to {num_spiketrains}-dim space')\n", "ax3.set_xlabel('Time [s]')\n", "y_offset = lorentz_trajectory_Ndim.std() * 3\n", "for i, y in enumerate(lorentz_trajectory_Ndim):\n", " ax3.plot(times_trial, y + i*y_offset)\n", "\n", "trial_to_plot = 0\n", "ax4.set_title(f'Raster plot of trial {trial_to_plot}')\n", "ax4.set_xlabel('Time (s)')\n", "ax4.set_ylabel('Neuron id')\n", "for i, spiketrain in enumerate(spiketrains_lorentz[trial_to_plot]):\n", " ax4.plot(spiketrain, np.ones(len(spiketrain)) * i, ls='', marker='|')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 3-dimensional latent trajectory exhibit a charactistic structure of the Lorentz attractor: intermittent switching between rotations around two foci, which is difficult to recognize in the spike train data derived from it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2. Apply GPFA to the generated data\n", "Now we apply the GPFA to the data, with the same bin size as before but with a latent dimensionality of 3 this time. We fit and transform all trials at once using the `fit_transform()` method." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing parameters using factor analysis...\n", "\n", "Fitting GPFA model...\n" ] } ], "source": [ "# specify fitting parameters\n", "bin_size = 20 * pq.ms\n", "latent_dimensionality = 3\n", "\n", "gpfa_3dim = GPFA(bin_size=bin_size, x_dim=latent_dimensionality)\n", "trajectories = gpfa_3dim.fit_transform(spiketrains_lorentz)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how well the method worked in this case." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 5))\n", "ax1 = f.add_subplot(1, 2, 1, projection='3d')\n", "ax2 = f.add_subplot(1, 2, 2, projection='3d')\n", "\n", "linewidth_single_trial = 0.5\n", "color_single_trial = 'C0'\n", "alpha_single_trial = 0.5\n", "\n", "linewidth_trial_average = 2\n", "color_trial_average = 'C1'\n", "\n", "ax1.set_title('Original latent dynamics')\n", "ax1.set_xlabel('x')\n", "ax1.set_ylabel('y')\n", "ax1.set_zlabel('z')\n", "ax1.plot(lorentz_trajectory_3dim[0, num_steps_transient:],\n", " lorentz_trajectory_3dim[1, num_steps_transient:],\n", " lorentz_trajectory_3dim[2, num_steps_transient:])\n", "\n", "ax2.set_title('Latent dynamics extracted by GPFA')\n", "ax2.set_xlabel('Dim 1')\n", "ax2.set_ylabel('Dim 2')\n", "ax2.set_zlabel('Dim 3')\n", "# single trial trajectories\n", "for single_trial_trajectory in trajectories:\n", " ax2.plot(single_trial_trajectory[0], single_trial_trajectory[1], single_trial_trajectory[2],\n", " lw=linewidth_single_trial, c=color_single_trial, alpha=alpha_single_trial)\n", "# trial averaged trajectory\n", "average_trajectory = np.mean(trajectories, axis=0)\n", "ax2.plot(average_trajectory[0], average_trajectory[1], average_trajectory[2], lw=linewidth_trial_average, c=color_trial_average, label='Trial averaged trajectory')\n", "ax2.legend()\n", "ax2.view_init(azim=-5, elev=60) # an optimal viewing angle for the trajectory extracted from our fixed spike trains\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the characteristic structure of the original latent dynamics was successfully extracted by GPFA.\n", "\n", "Let's take a closer look into the time series of the extracted latent variables, and compare them with the x, y, and z time series of the original Lorentz system." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "ax1.set_title('Original latent dynamics')\n", "ax1.set_xlabel('Time [s]')\n", "labels = ['x', 'y', 'z']\n", "for i, x in enumerate(lorentz_trajectory_3dim[:, num_steps_transient:]):\n", " ax1.plot(times_trial, x, label=labels[i])\n", "ax1.legend()\n", "\n", "ax2.set_title('Latent dynamics extracted by GPFA')\n", "ax2.set_xlabel('Time [s]')\n", "for i, x in enumerate(average_trajectory):\n", " ax2.plot(np.arange(len(x))*0.02, x, label=f'Dim {i+1}')\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any of the extracted dimension does not correspond solely to a single dimension of the original latent dynamics. In addition, the amplitude of Dim 3 is much smaller than the other two, reflecting the fact that the dimensionality of the original latent dynamics is close to 2, evident from the very similar time series of $x$ and $y$ of the original latent dynamics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Cross-validation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `gpfa.GPFA()` class is compatible to the cross-validation functions of `sklearn.model_selection`, such that users can perform cross-validation to search for a set of parameters yielding best performance using these functions.\n", "\n", "Here we demonstrate a use of the `sklearn.model_selection.cross_val_score()` function to search for an optimal dimension of the latent variables for the spike train data derived from the Lorentz system.\n", "We vary the dimensionality between 1 and 5, and perform 3-fold cross-varidation for each dimensionality value, to obtain an estimate the log-likelihood of the data under the GPFA model with the given dimensionality.\n", "\n", "_Note: The following step is time consuming._" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=3)]: Using backend LokyBackend with 3 concurrent workers.\n", "[Parallel(n_jobs=3)]: Done 3 out of 3 | elapsed: 25.6s finished\n", "[Parallel(n_jobs=3)]: Using backend LokyBackend with 3 concurrent workers.\n", "[Parallel(n_jobs=3)]: Done 3 out of 3 | elapsed: 54.0s finished\n", "[Parallel(n_jobs=3)]: Using backend LokyBackend with 3 concurrent workers.\n", "[Parallel(n_jobs=3)]: Done 3 out of 3 | elapsed: 1.1min finished\n", "[Parallel(n_jobs=3)]: Using backend LokyBackend with 3 concurrent workers.\n", "[Parallel(n_jobs=3)]: Done 3 out of 3 | elapsed: 1.4min finished\n", "[Parallel(n_jobs=3)]: Using backend LokyBackend with 3 concurrent workers.\n", "[Parallel(n_jobs=3)]: Done 3 out of 3 | elapsed: 1.8min finished\n" ] } ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "x_dims = [1, 2, 3, 4, 5]\n", "log_likelihoods = []\n", "for x_dim in x_dims:\n", " gpfa_cv = GPFA(x_dim=x_dim)\n", " # estimate the log-likelihood for the given dimensionality as the mean of the log-likelihoods from 3 cross-vailidation folds\n", " cv_log_likelihoods = cross_val_score(gpfa_cv, spiketrains_lorentz, cv=3, n_jobs=3, verbose=True)\n", " log_likelihoods.append(np.mean(cv_log_likelihoods)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the obtained log-likeliyhood as a function of the dimensionality." ] }, { "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": [ "f = plt.figure(figsize=(7, 5))\n", "plt.xlabel('Dimensionality of latent variables')\n", "plt.ylabel('Log-likelihood')\n", "plt.plot(x_dims, log_likelihoods, '.-')\n", "plt.plot(x_dims[np.argmax(log_likelihoods)], np.max(log_likelihoods), 'x', markersize=10, color='r')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The red cross denotes the maximum log-likelihood, which is taken at the dimensionality of 2.\n", "This means that the best-fitting GPFA model is the one with a latent dimensionality of 2, which does not match the ground-truth dimensionality of 3 in this example.\n", "This \"underestimate\" of dimensionality would possibly be becouse the dimensionality of the Lorentz attractor is very close to 2 (to be precise, its Hausdorff dimension is estimated to be 2.06... [3]), and the stochastic \"encoding\" of the trajectory by spike trains would not allow for reprsenting such a subtle excess of dimensionality above 2." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "\n", "[1] Yu MB, Cunningham JP, Santhanam G, Ryu SI, Shenoy K V, Sahani M (2009) Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity. J. Neurophysiol. 102:614-635.\n", "\n", "[2] Pandarinath, C. et al. (2018) Inferring single-trial neural population dynamics using sequential auto-encoders. Nat. Methods 15:805–815.\n", "\n", "[3] Viswanath, D (2004) The fractal property of the Lorenz attractor. Physica D 190(1-2):115-128." ] } ], "metadata": { "nbsphinx": { "execute": "never" }, "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }