Symbolic Expression Transformer: A Computer Vision Approach for Symbolic Regression. (arXiv:2205.11798v2 [cs.CV] UPDATED)

Web: http://arxiv.org/abs/2205.11798

Symbolic Regression (SR) is a type of regression analysis to automatically
find the mathematical expression that best fits the data. Currently, SR still
basically relies on various searching strategies so that a sample-specific
model is required to be optimized for every expression, which significantly
limits the model's generalization and efficiency. Inspired by the fact that
human beings can infer a mathematical expression based on the curve of it, we
propose Symbolic Expression Transformer (SET), a sample-agnostic model from the
perspective …

arxiv computer computer vision cv regression transformer vision