{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(log-gaussian-cox-process)=\n",
"# Modeling spatial point patterns with a marked log-Gaussian Cox process\n",
"\n",
":::{post} May 31, 2022\n",
":tags: cox process, latent gaussian process, nonparametric, spatial, count data\n",
":category: intermediate\n",
":author: Chrisopher Krapu, Chris Fonnesbeck\n",
":::"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The log-Gaussian Cox process (LGCP) is a probabilistic model of point patterns typically observed in space or time. It has two main components. First, an underlying *intensity* field $\\lambda(s)$ of positive real values is modeled over the entire domain $X$ using an exponentially-transformed Gaussian process which constrains $\\lambda$ to be positive. Then, this intensity field is used to parameterize a [Poisson point process](https://en.wikipedia.org/wiki/Poisson_point_process) which represents a stochastic mechanism for placing points in space. Some phenomena amenable to this representation include the incidence of cancer cases across a county, or the spatiotemporal locations of crime events in a city. Both spatial and temporal dimensions can be handled equivalently within this framework, though this tutorial only addresses data in two spatial dimensions.\n",
"\n",
"In more formal terms, if we have a space $X$ and $A\\subseteq X$, the distribution over the number of points $Y_A$ occurring within subset $A$ is given by\n",
"$$Y_A \\sim Poisson\\left(\\int_A \\lambda(s) ds\\right)$$\n",
"and the intensity field is defined as\n",
"$$\\log \\lambda(s) \\sim GP(\\mu(s), K(s,s'))$$\n",
"where $GP(\\mu(s), K(s,s'))$ denotes a Gaussian process with mean function $\\mu(s)$ and covariance kernel $K(s,s')$ for a location $s \\in X$. This is one of the simplest models of point patterns of $n$ events recorded as locations $s_1,...,s_n$ in an arbitrary metric space. In conjunction with a Bayesian analysis, this model can be used to answering questions of interest such as:\n",
"* Does an observed point pattern imply a statistically significant shift in spatial intensities?\n",
"* What would randomly sampled patterns with the same statistical properties look like?\n",
"* Is there a statistical correlation between the *frequency* and *magnitude* of point events?\n",
"\n",
"In this notebook, we'll use a grid-based approximation to the full LGCP with PyMC to fit a model and analyze its posterior summaries. We will also explore the usage of a marked Poisson process, an extension of this model to account for the distribution of *marks* associated with each data point."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our observational data concerns 231 sea anemones whose sizes and locations on the French coast were recorded. This data was taken from the [`spatstat` spatial modeling package in R](https://github.com/spatstat/spatstat) which is designed to address models like the LGCP and its subsequent refinements. The original source of this data is the textbook *Spatial data analysis by example* by Upton and Fingleton (1985) and a longer description of the data can be found there."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"from itertools import product\n",
"\n",
"import arviz as az\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pymc as pm\n",
"\n",
"from matplotlib import MatplotlibDeprecationWarning\n",
"from numpy.random import default_rng\n",
"\n",
"warnings.filterwarnings(action=\"ignore\", category=MatplotlibDeprecationWarning)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'\n",
"az.style.use(\"arviz-darkgrid\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(pm.get_data(\"anemones.csv\"))\n",
"n = data.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This dataset has coordinates and discrete mark values for each anemone. While these marks are integers, for the sake of simplicity we will model these values as continuous in a later step."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
x
\n",
"
y
\n",
"
marks
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
27
\n",
"
7
\n",
"
6
\n",
"
\n",
"
\n",
"
1
\n",
"
197
\n",
"
5
\n",
"
4
\n",
"
\n",
"
\n",
"
2
\n",
"
74
\n",
"
15
\n",
"
4
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x y marks\n",
"0 27 7 6\n",
"1 197 5 4\n",
"2 74 15 4"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look at this data in 2D space:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 491,
"width": 729
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data[\"x\"], data[\"y\"], c=data[\"marks\"])\n",
"plt.colorbar(label=\"Anemone size\")\n",
"plt.axis(\"equal\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 'marks' column indicates the size of each anemone. If we were to model both the marks and the spatial distribution of points, we would be modeling a *marked Poisson point process*. Extending the basic point pattern model to include this feature is the second portion of this notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While there are multiple ways to conduct inference, perhaps the simplest way is to slice up our domain $X$ into many small pieces $A_1, A_2,...,A_M$ and fix the intensity field to be constant within each subset. Then, we will treat the number of points within each $A_j$ as a Poisson random variable such that $Y_j \\sim Poisson(\\lambda_j)$. and we also consider the $\\log{\\lambda_1}...,\\log{\\lambda_M}$ variables as a single draw from a Gaussian process."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The code below splits up the domain into grid cells, counts the number of points within each cell and also identifies its centroid."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"xy = data[[\"x\", \"y\"]].values\n",
"\n",
"# Jitter the data slightly so that none of the points fall exactly\n",
"# on cell boundaries\n",
"eps = 1e-3\n",
"rng = default_rng()\n",
"xy = xy.astype(\"float\") + rng.standard_normal(xy.shape) * eps\n",
"\n",
"resolution = 20\n",
"\n",
"# Rescaling the unit of area so that our parameter estimates\n",
"# are easier to read\n",
"area_per_cell = resolution**2 / 100\n",
"\n",
"cells_x = int(280 / resolution)\n",
"cells_y = int(180 / resolution)\n",
"\n",
"# Creating bin edges for a 2D histogram\n",
"quadrat_x = np.linspace(0, 280, cells_x + 1)\n",
"quadrat_y = np.linspace(0, 180, cells_y + 1)\n",
"\n",
"# Identifying the midpoints of each grid cell\n",
"centroids = np.asarray(list(product(quadrat_x[:-1] + 10, quadrat_y[:-1] + 10)))\n",
"\n",
"cell_counts, _, _ = np.histogram2d(xy[:, 0], xy[:, 1], [quadrat_x, quadrat_y])\n",
"cell_counts = cell_counts.ravel().astype(int)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the points split into different cells and the cell centroids computed, we can plot our new gridded dataset as shown below."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 461,
"width": 610
}
},
"output_type": "display_data"
}
],
"source": [
"line_kwargs = {\"color\": \"k\", \"linewidth\": 1, \"alpha\": 0.5}\n",
"\n",
"plt.figure(figsize=(6, 4.5))\n",
"[plt.axhline(y, **line_kwargs) for y in quadrat_y]\n",
"[plt.axvline(x, **line_kwargs) for x in quadrat_x]\n",
"plt.scatter(data[\"x\"], data[\"y\"], c=data[\"marks\"], s=6)\n",
"\n",
"for i, row in enumerate(centroids):\n",
" shifted_row = row - 2\n",
" plt.annotate(cell_counts[i], shifted_row, alpha=0.75)\n",
"\n",
"plt.title(\"Anemone counts per grid cell\"), plt.colorbar(label=\"Anemone size\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that all of the counts are fairly low and range from zero to five. With all of our data prepared, we can go ahead and start writing out our probabilistic model in PyMC. We are going to treat each of the per-cell counts $Y_1,...Y_M$ above as a Poisson random variable."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Inference"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our first step is to place prior distributions over the high-level parameters for the Gaussian process. This includes the length scale $\\rho$ for the covariance function and a constant mean $\\mu$ for the GP."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as lgcp_model:\n",
" mu = pm.Normal(\"mu\", sigma=3)\n",
" rho = pm.Uniform(\"rho\", lower=25, upper=300)\n",
" variance = pm.InverseGamma(\"variance\", alpha=1, beta=1)\n",
" cov_func = variance * pm.gp.cov.Matern52(2, ls=rho)\n",
" mean_func = pm.gp.mean.Constant(mu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we transform the Gaussian process into a positive-valued process via `pm.math.exp` and use the area per cell to transform the intensity function $\\lambda(s)$ into rates $\\lambda_i$ parameterizing the Poisson likelihood for the counts within cell $i$."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"with lgcp_model:\n",
" gp = pm.gp.Latent(mean_func=mean_func, cov_func=cov_func)\n",
"\n",
" log_intensity = gp.prior(\"log_intensity\", X=centroids)\n",
" intensity = pm.math.exp(log_intensity)\n",
"\n",
" rates = intensity * area_per_cell\n",
" counts = pm.Poisson(\"counts\", mu=rates, observed=cell_counts)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the model fully specified, we can start sampling from the posterior using the default NUTS sampler. I'll also tweak the target acceptance rate to reduce the number of divergences."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [mu, rho, variance, log_intensity_rotated_]\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 8125 seconds.\n",
"There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n"
]
}
],
"source": [
"with lgcp_model:\n",
" trace = pm.sample(1000, tune=2000, target_accept=0.95)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Interpreting the results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Posterior inference on the length_scale parameter is useful for understanding whether or not there are long-range correlations in the data. We can also examine the mean of the log-intensity field, but since it is on the log scale it is hard to directly interpret."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
mean
\n",
"
sd
\n",
"
hdi_3%
\n",
"
hdi_97%
\n",
"
mcse_mean
\n",
"
mcse_sd
\n",
"
ess_bulk
\n",
"
ess_tail
\n",
"
r_hat
\n",
"
\n",
" \n",
" \n",
"
\n",
"
mu
\n",
"
-0.929
\n",
"
0.642
\n",
"
-2.186
\n",
"
0.293
\n",
"
0.012
\n",
"
0.009
\n",
"
2825.0
\n",
"
2025.0
\n",
"
1.0
\n",
"
\n",
"
\n",
"
rho
\n",
"
243.612
\n",
"
44.685
\n",
"
161.203
\n",
"
299.971
\n",
"
0.658
\n",
"
0.470
\n",
"
4083.0
\n",
"
2785.0
\n",
"
1.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"mu -0.929 0.642 -2.186 0.293 0.012 0.009 2825.0 \n",
"rho 243.612 44.685 161.203 299.971 0.658 0.470 4083.0 \n",
"\n",
" ess_tail r_hat \n",
"mu 2025.0 1.0 \n",
"rho 2785.0 1.0 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(trace, var_names=[\"mu\", \"rho\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are also interested in looking at the value of the intensity field at a large number of new points in space. We can accommodate this within our model by including a new random variable for the latent Gaussian process evaluated at a denser set of points. Using `sample_posterior_predictive`, we generate posterior predictions on new data points contained in the variable `intensity_new`."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"