{
"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": {
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},
"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"
],
"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": {
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",
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