{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# How meaningful are Gaussian ODE filter uncertainties?\n",
"\n",
"We investigate whether the uncertaintes returned by Gaussian ODE Filters are meaningful as actual error estimates---or even better?\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Make inline plots vector graphics instead of raster graphics\n",
"%matplotlib inline\n",
"from IPython.display import set_matplotlib_formats\n",
"set_matplotlib_formats('pdf', 'svg')\n",
"\n",
"# Plotting\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('../../probnum.mplstyle')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"import probnum.diffeq as diffeq\n",
"from probnum.diffeq import IVP\n",
"from probnum.diffeq import lotkavolterra\n",
"from probnum import random_variables as rvs\n",
"from probnum.diffeq import logistic, probsolve_ivp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start with the Lotka-Volterra equations."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"initdist = rvs.Constant(np.array([20.0, 20.0]))\n",
"\n",
"lv = lotkavolterra([0.0, 50.0], initdist)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Kalman ODE filter is quite fast and flexible, but does not yield accurate uncertainty estimates. We see below that the uncertainty increases monotonously, independent on the actual peaks and valleys of the ODE solution.\n",
"\n",
"It is not surprising that the Kalman solution is agnostic of the trajectory. In fact, the covariance of the Kalman filter is independent of the data and as such, we cannot expect it to return useful uncertainty."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"sol = probsolve_ivp(lv, method=\"ekf0\", which_prior=\"ibm1\", step=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/pdf": "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\n",
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
"