Work

Linear regression over the max-plus semiring: algorithms and applications

Year: 2017
Type: preprint
Abstract: In this paper we present theory, algorithms and applications for regression over the max- plus semiring. We show how max-plus 2-norm regression can be used to obtain maximum likelihood estimates for three different inverse problems. Namely inferring a max-plus linear dynamical systems model from a noisy time series recording, inferring the edge lengths of a network from shortest path information and fitting a max-plus polynomial function to data.
Author: Hook, James
Language: English
Open Access status: green
OpenAlex ID: W2772326006
Cites: 14
Cited by: 4
Related to: 20