This repository stores code for my symbolic regression system. Symbolic regression is a technique for evolving a mathematical function that models a certain dataset. For more information on symbolic regression see wikipedia
usage: symreg [-h] [--suggest {linear,exponential,quadratic,poly3,poly4,log}] [--psize PSIZE] [--updatefreq UPDATEFREQ] [--sizepenalty SIZEPENALTY] path
Use symbolic regression to fit a curve to data
positional arguments:
path the path to the data (csv format)
options:
-h, --help show this help message and exit
--suggest {linear,exponential,quadratic,poly3,poly4,log}
suggest a class of functions as the starting point for evolution
--psize PSIZE the population size to use (30 by default)
--updatefreq UPDATEFREQ
how often to update the display (every 10 generations by default)
--sizepenalty SIZEPENALTY
how much to penalize large trees (0.001 by default)
matplotlib
sympy
graphviz