Nakharutai, Nawapon and Troffaes, Matthias C. M. and Caiado, Camila C. S. (2018) 'Improved linear programming methods for checking avoiding sure loss.', International journal of approximate reasoning., 101 . pp. 293-310.
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We review the simplex method and two interior-point methods (the affine scaling and the primal-dual) for solving linear programming problems for checking avoiding sure loss, and propose novel improvements. We exploit the structure of these problems to reduce their size. We also present an extra stopping criterion, and direct ways to calculate feasible starting points in almost all cases. For benchmarking, we present algorithms for generating random sets of desirable gambles that either avoid or do not avoid sure loss. We test our improvements on these linear programming methods by measuring the computational time on these generated sets. We assess the relative performance of the three methods as a function of the number of desirable gambles and the number of outcomes. Overall, the affine scaling and primal-dual methods benefit from the improvements, and they both outperform the simplex method in most scenarios. We conclude that the simplex method is not a good choice for checking avoiding sure loss. If problems are small, then there is no tangible difference in performance between all methods. For large problems, our improved primal-dual method performs at least three times faster than any of the other methods.
|Full text:||(AM) Accepted Manuscript|
Available under License - Creative Commons Attribution Non-commercial No Derivatives.
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|Publisher Web site:||https://doi.org/10.1016/j.ijar.2018.07.013|
|Publisher statement:||© 2018 This manuscript version is made available under the CC-BY-NC-ND 4.0 license http://creativecommons.org/licenses/by-nc-nd/4.0/|
|Date accepted:||28 July 2018|
|Date deposited:||07 August 2018|
|Date of first online publication:||01 August 2018|
|Date first made open access:||01 August 2019|
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- Efficient algorithms for checking avoiding sure loss. (deposited 15 May 2017 09:43)
- Improved linear programming methods for checking avoiding sure loss. (deposited 07 Aug 2018 14:43) [Currently Displayed]