{ "cells": [ { "cell_type": "markdown", "id": "442ef7e2-9591-40be-aae1-0160131b4bfb", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "(example_2)=\n", "# Example 2: Estimating the mean and precision of a time-varying Gaussian distributions" ] }, { "cell_type": "markdown", "id": "a433e73e-e20e-459e-9744-6193ae31898c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ilabcode/pyhgf/blob/master/docs/source/notebooks/Example_2_Input_node_volatility_coupling.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "id": "bc2f0d67-9f24-4e44-ad7b-c04c22cff638", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:03.479223Z", "iopub.status.busy": "2024-09-27T12:31:03.478886Z", "iopub.status.idle": "2024-09-27T12:31:03.496729Z", "shell.execute_reply": "2024-09-27T12:31:03.495136Z" }, "slideshow": { "slide_type": "" }, "tags": [ "hide-cell" ] }, "outputs": [], "source": [ "import sys\n", "\n", "from IPython.utils import io\n", "\n", "if 'google.colab' in sys.modules:\n", "\n", " with io.capture_output() as captured:\n", " ! pip install pyhgf watermark" ] }, { "cell_type": "code", "execution_count": 2, "id": "edfee021-57f2-434a-9841-990ddeb4ee00", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:03.500368Z", "iopub.status.busy": "2024-09-27T12:31:03.500128Z", "iopub.status.idle": "2024-09-27T12:31:06.365908Z", "shell.execute_reply": "2024-09-27T12:31:06.365109Z" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "from scipy.stats import norm\n", "\n", "from pyhgf.model import Network" ] }, { "cell_type": "markdown", "id": "56e7df28-7d15-4add-99fe-c322cde28353", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Where the standard continuous HGF assumes a known precision in the input node (usually set to something high), this assumption can be relaxed and the filter can also try to estimate this quantity from the data. In this notebook, we demonstrate how we can infer the value of the mean, of the precision, or both value at the same time, using the appropriate value and volatility coupling parents." ] }, { "cell_type": "markdown", "id": "34dff83a-1035-43c6-b89b-85ddd2acdebe", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Unkown mean, known precision" ] }, { "cell_type": "markdown", "id": "9d82a1e1-8956-4884-a5e7-fa003629b596", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "```{hint}\n", "The {ref}`continuous_hgf` is an example of a model assuming a continuous input with known precision and unknown mean. It is further assumed that the mean is changing overtime, and we want the model to track this rate of change by adding a volatility node on the top of the value parent (two-level continuous HGF), and event track the rate of change of this rate of change by adding another volatility parent (three-level continuous HGF).\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "id": "ea041ab8-e945-47a6-9791-91267b39a1ba", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:06.368923Z", "iopub.status.busy": "2024-09-27T12:31:06.368201Z", "iopub.status.idle": "2024-09-27T12:31:06.372963Z", "shell.execute_reply": "2024-09-27T12:31:06.372361Z" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "np.random.seed(123)\n", "dist_mean, dist_std = 5, 1\n", "input_data = np.random.normal(loc=dist_mean, scale=dist_std, size=1000)" ] }, { "cell_type": "code", "execution_count": 4, "id": "0ec605f8-b95e-48a8-856d-d8e1b04f4852", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:06.375075Z", "iopub.status.busy": "2024-09-27T12:31:06.374735Z", "iopub.status.idle": "2024-09-27T12:31:06.601651Z", "shell.execute_reply": "2024-09-27T12:31:06.600609Z" }, "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "mean_hgf = (\n", " Network()\n", " .add_nodes(precision=1.0, autoconnection_strength=0)\n", " .add_nodes(value_children=0, tonic_volatility=-8.0)\n", " .input_data(input_data)\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "46448a61-2ba1-4b2c-a629-716469c5bda2", "metadata": { "execution": { "iopub.execute_input": "2024-09-27T12:31:06.604302Z", "iopub.status.busy": "2024-09-27T12:31:06.604096Z", "iopub.status.idle": "2024-09-27T12:31:06.748566Z", "shell.execute_reply": "2024-09-27T12:31:06.748008Z" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "hgf-nodes\n", "\n", "\n", "\n", "x_0\n", "\n", "0\n", "\n", "\n", "\n", "x_1\n", "\n", "1\n", "\n", "\n", "\n", "x_1->x_0\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_hgf.plot_network()" ] }, { "cell_type": "markdown", "id": "567d21ef-e37a-4f74-bea5-e52db864429b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "```{note}\n", "We are setting the tonic volatility to something low for visualization purposes, but changing this value can make the model learn in fewer iterations.\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "id": "3cd8a2e6-6df5-48f2-9873-1715d3823eb0", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:06.750797Z", "iopub.status.busy": "2024-09-27T12:31:06.750607Z", "iopub.status.idle": "2024-09-27T12:31:06.960418Z", "shell.execute_reply": "2024-09-27T12:31:06.959647Z" }, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get the nodes trajectories\n", "fig, ax = plt.subplots(figsize=(12, 5))\n", "\n", "x = np.linspace(-10, 10, 1000)\n", "for i, color in zip([0, 2, 5, 10, 50, 500], plt.cm.Greys(np.linspace(0.2, 1, 6))):\n", "\n", " # extract the sufficient statistics from the input node (and parents)\n", " mean = mean_hgf.node_trajectories[0][\"expected_mean\"][i]\n", " std = np.sqrt(1 / (mean_hgf.attributes[0][\"expected_precision\"]))\n", "\n", " # the model expectations\n", " ax.plot(x, norm(mean, std).pdf(x), color=color, label=i)\n", "\n", "# the sampling distribution\n", "ax.fill_between(x, norm(dist_mean, dist_std).pdf(x), color=\"#582766\", alpha=0.2)\n", "\n", "ax.legend(title=\"Iterations\")\n", "ax.set_xlabel(\"Input (u)\")\n", "ax.set_ylabel(\"Density\")\n", "plt.grid(linestyle=\":\")\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "3efcf2a3-72fb-4706-b412-1366a781b234", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Kown mean, unknown precision" ] }, { "cell_type": "markdown", "id": "97141a28-777e-4adc-9ca7-60d565579e54", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Unkown mean, unknown precision" ] }, { "cell_type": "code", "execution_count": 7, "id": "7442662d-a760-4f89-baed-9bcd4cc5162a", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:06.962877Z", "iopub.status.busy": "2024-09-27T12:31:06.962656Z", "iopub.status.idle": "2024-09-27T12:31:06.967117Z", "shell.execute_reply": "2024-09-27T12:31:06.965869Z" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "np.random.seed(123)\n", "dist_mean, dist_std = 5, 1\n", "input_data = np.random.normal(loc=dist_mean, scale=dist_std, size=1000)" ] }, { "cell_type": "code", "execution_count": 8, "id": "ae086ae0-fa93-4511-9a07-e190f72ee680", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:06.969851Z", "iopub.status.busy": "2024-09-27T12:31:06.969656Z", "iopub.status.idle": "2024-09-27T12:31:07.353646Z", "shell.execute_reply": "2024-09-27T12:31:07.352715Z" }, "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "hgf-nodes\n", "\n", "\n", "\n", "x_0\n", "\n", "0\n", "\n", "\n", "\n", "x_1\n", "\n", "1\n", "\n", "\n", "\n", "x_1->x_0\n", "\n", "\n", "\n", "\n", "\n", "x_2\n", "\n", "2\n", "\n", "\n", "\n", "x_2->x_0\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_precision_hgf = (\n", " Network()\n", " .add_nodes(precision=1e4)\n", " .add_nodes(value_children=0, tonic_volatility=-6.0)\n", " .add_nodes(volatility_children=0, mean=6.0, tonic_volatility=-8.0)\n", ").input_data(input_data)\n", "mean_precision_hgf.plot_network()" ] }, { "cell_type": "code", "execution_count": 9, "id": "b502f49e-f78d-44f4-8f7a-a715e3bf611f", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:07.356227Z", "iopub.status.busy": "2024-09-27T12:31:07.356000Z", "iopub.status.idle": "2024-09-27T12:31:07.569442Z", "shell.execute_reply": "2024-09-27T12:31:07.568592Z" }, "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 5))\n", "\n", "x = np.linspace(-10, 10, 1000)\n", "for i, color in zip(range(0, 250, 25), plt.cm.Greys(np.linspace(0.2, 1, 10))):\n", "\n", " # extract the sufficient statistics from the input node (and parents)\n", " mean = mean_precision_hgf.node_trajectories[0][\"expected_mean\"][i]\n", " std = np.sqrt(1 / mean_precision_hgf.node_trajectories[0][\"expected_precision\"][i])\n", "\n", " # the model expectations\n", " ax.plot(x, norm(mean, std).pdf(x), color=color, label=i)\n", "\n", "# the sampling distribution\n", "ax.fill_between(x, norm(dist_mean, dist_std).pdf(x), color=\"#582766\", alpha=0.2)\n", "\n", "ax.legend(title=\"Iterations\")\n", "ax.set_xlabel(\"Input (u)\")\n", "ax.set_ylabel(\"Density\")\n", "plt.grid(linestyle=\":\")\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "6da1aaa4-5bbe-4579-ad79-1601d79dd09b", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## System configuration" ] }, { "cell_type": "code", "execution_count": 10, "id": "3738137f-7eaf-49b3-a87a-c542ad949b7c", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2024-09-27T12:31:07.572760Z", "iopub.status.busy": "2024-09-27T12:31:07.571590Z", "iopub.status.idle": "2024-09-27T12:31:07.592725Z", "shell.execute_reply": "2024-09-27T12:31:07.591783Z" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Sep 27 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.3\n", "IPython version : 8.23.0\n", "\n", "pyhgf : 0.1.4\n", "jax : 0.4.31\n", "jaxlib: 0.4.31\n", "\n", "sys : 3.12.3 | packaged by conda-forge | (main, Apr 15 2024, 18:38:13) [GCC 12.3.0]\n", "numpy : 1.26.0\n", "matplotlib: 3.8.4\n", "seaborn : 0.13.2\n", "IPython : 8.23.0\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pyhgf,jax,jaxlib" ] }, { "cell_type": "code", "execution_count": null, "id": "0d0ad867-dee9-4221-bb45-5b286231983b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }