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Robust Optimization
monograph
Author(s):
Aharon Ben-Tal
,
Laurent El Ghaoui
,
Arkadi Nemirovski
Publication date:
December 31 2009
Publisher:
Princeton University Press
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Book
ISBN (Electronic):
9781400831050
Publication date:
December 31 2009
DOI:
10.1515/9781400831050
SO-VID:
6054b154-6409-4b26-bd18-2a2d2e67b0d6
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Book chapters
pp. i
Frontmatter
pp. ix
Preface
pp. v
Contents
pp. 3
Chapter One. Uncertain Linear Optimization Problems and their Robust Counterparts
pp. 27
Chapter Two. Robust Counterpart Approximations of Scalar Chance Constraints
pp. 67
Chapter Three. Globalized Robust Counterparts of Uncertain LO Problems
pp. 81
Chapter Four. More on Safe Tractable Approximations of Scalar Chance Constraints
pp. 149
Chapter Five. Uncertain Conic Optimization: The Concepts
pp. 159
Chapter Six. Uncertain Conic Quadratic Problems with Tractable RCs
pp. 179
Chapter Seven. Approximating RCs of Uncertain Conic Quadratic Problems
pp. 203
Chapter Eight. Uncertain Semidefinite Problems with Tractable RCs
pp. 225
Chapter Nine. Approximating RCs of Uncertain Semidefinite Problems
pp. 235
Chapter Ten. Approximating Chance Constrained CQIs and LMIs
pp. 279
Chapter Eleven. Globalized Robust Counterparts of Uncertain Conic Problems
pp. 301
Chapter Twelve. Robust Classi¯cation and Estimation
pp. 341
Chapter Thirteen. Robust Markov Decision Processes
pp. 355
Chapter Fourteen. Robust Adjustable Multistage Optimization
pp. 417
Chapter Fifteen. Selected Applications
pp. 447
Appendix A: Notation and Prerequisites
pp. 469
Appendix B: Some Auxiliary Proofs
pp. 511
Appendix C: Solutions to Selected Exercises
pp. 531
Bibliography
pp. 539
Index
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