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JuMP: A Modeling Language for Mathematical Optimization

delete2017-01-01
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D
Dunning, Iain *
J
Joey Huchette
L
Lubin, Miles
DOI:10.1137/15M1020575delete
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摘要

摘要

En 中文
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.
Keyword:
algebraic modeling languages
automatic differentiation
scientific computing
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SIAM Review 封面图
SIAM Review
IF:
6.1
论文数:
888
被引数:
1.2W

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