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Stochastic Linear Programming Algorithms - A Comparison Based on a Model Management System (Hardcover)
Loot Price: R2,663
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Stochastic Linear Programming Algorithms - A Comparison Based on a Model Management System (Hardcover)
Series: Optimization Theory and Applications
Expected to ship within 9 - 17 working days
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A computationally oriented comparison of solution algorithms for
two stage and jointly chance constrained stochastic linear
programming problems, this is the first book to present comparative
computational results with several major stochastic programming
solution approaches.
The following methods are considered: regularized decomposition,
stochastic decomposition and successive discrete approximation
methods for two stage problems; cutting plane methods, and a
reduced gradient method for jointly chance constrained problems.
The first part of the book introduces the algorithms, including a
unified approach to decomposition methods and their regularized
counterparts. The second part addresses computer implementation of
the methods, describes a testing environment based on a model
management system, and presents comparative computational results
with the various algorithms. Emphasis is on the computational
behavior of the algorithms.
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