Convex and stochastic optimization /
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Author / Creator: | Bonnans, J. F. (Joseph Frédéric), 1957- author. |
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Imprint: | Cham, Switzerland : Springer, [2019] |
Description: | 1 online resource |
Language: | English |
Series: | Universitext Universitext. |
Subject: | |
Format: | E-Resource Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/11873890 |
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100 | 1 | |a Bonnans, J. F. |q (Joseph Frédéric), |d 1957- |e author. |0 http://id.loc.gov/authorities/names/n92067269 | |
245 | 1 | 0 | |a Convex and stochastic optimization / |c J. Frédéric Bonnans. |
264 | 1 | |a Cham, Switzerland : |b Springer, |c [2019] | |
300 | |a 1 online resource | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a computer |b c |2 rdamedia | ||
338 | |a online resource |b cr |2 rdacarrier | ||
347 | |a text file | ||
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490 | 1 | |a Universitext | |
504 | |a Includes bibliographical references and index. | ||
588 | 0 | |a Online resource; title from digital title page (viewed on May 23, 2019). | |
505 | 0 | |a 1 A convex optimization toolbox -- 2 Semidefinite and semiinfinite programming -- 3 An integration toolbox -- 4 Risk measures -- 5 Sampling and optimizing -- 6 Dynamic stochastic optimization -- 7 Markov decision processes -- 8 Algorithms -- 9 Generalized convexity and transportation theory -- References -- Index. . | |
520 | |a This textbook provides an introduction to convex duality for optimization problems in Banach spaces, integration theory, and their application to stochastic programming problems in a static or dynamic setting. It introduces and analyses the main algorithms for stochastic programs, while the theoretical aspects are carefully dealt with. The reader is shown how these tools can be applied to various fields, including approximation theory, semidefinite and second-order cone programming and linear decision rules. This textbook is recommended for students, engineers and researchers who are willing to take a rigorous approach to the mathematics involved in the application of duality theory to optimization with uncertainty. | ||
650 | 0 | |a Mathematical optimization. |0 http://id.loc.gov/authorities/subjects/sh85082127 | |
650 | 0 | |a Stochastic processes. |0 http://id.loc.gov/authorities/subjects/sh85128181 | |
650 | 0 | |a Convex functions. |0 http://id.loc.gov/authorities/subjects/sh85031728 | |
650 | 7 | |a Convex functions. |2 fast |0 (OCoLC)fst00877260 | |
650 | 7 | |a Mathematical optimization. |2 fast |0 (OCoLC)fst01012099 | |
650 | 7 | |a Stochastic processes. |2 fast |0 (OCoLC)fst01133519 | |
655 | 4 | |a Electronic books. | |
655 | 7 | |a Textbooks. |2 fast |0 (OCoLC)fst01423863 | |
655 | 7 | |a Textbooks. |2 lcgft |0 http://id.loc.gov/authorities/genreForms/gf2014026191 | |
776 | 0 | 8 | |i Print version: |a Bonnans, J.F. (Joseph Frédéric), 1957- |t Convex and stochastic optimization. |d Cham, Switzerland : Springer, [2019] |z 3030149765 |z 9783030149765 |w (OCoLC)1085227148 |
830 | 0 | |a Universitext. |0 http://id.loc.gov/authorities/names/n42025686 | |
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928 | |t Library of Congress classification |a QA402.5 .B66 2019 |l Online |c UC-FullText |u https://link.springer.com/10.1007/978-3-030-14977-2 |z Springer Nature |g ebooks |i 12561746 |