학술논문

JuMP: A Modeling Language for Mathematical Optimization.
Document Type
Article
Source
SIAM Review. 2017, Vol. 59 Issue 2, p295-320. 26p.
Subject
*MATHEMATICAL optimization
*JULIA (Computer program language)
*VISUALIZATION
Language
ISSN
0036-1445
Abstract
JuMP is an open-source modeling language that allows users to express a wide range of optimization problems (linear, mixed-integer, quadratic, conic-quadratic, semidefinite, and nonlinear) in a high-level, algebraic syntax. JuMP takes advantage of advanced features of the Julia programming language to offer unique functionality while achieving performance on par with commercial modeling tools for standard tasks. In this work we will provide benchmarks, present the novel aspects of the implementation, and discuss how JuMP can be extended to new problem classes and composed with state-of-the-art tools for visualization and interactivity. [ABSTRACT FROM AUTHOR]