Predicting the cardinality and maximum degree of a reduced Gröbner basis

Shahrzad Jamshidi, Eric Kang, Sonja Petrović

We construct neural network regression models to predict key metrics of complexity for Gröbner bases of binomial ideals. This work illustrates why predictions with neural networks…