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  <titleInfo>
    <title>Convex Stochastic Optimization</title>
    <subTitle>Dynamic Programming and Duality in Discrete Time</subTitle>
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    <namePart>Pennanen, Teemu.</namePart>
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    <namePart>Perkkiö, Ari-Pekka.</namePart>
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    <dateIssued encoding="marc">2024</dateIssued>
    <edition>1st ed. 2024.</edition>
    <issuance>monographic</issuance>
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    <extent>XI, 412 p. online resource.</extent>
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  <abstract>This book studies a general class of convex stochastic optimization (CSO) problems that unifies many common problem formulations from operations research, financial mathematics and stochastic optimal control. We extend the theory of dynamic programming and convex duality to allow for a unified and simplified treatment of various special problem classes found in the literature. The extensions allow also for significant generalizations to existing problem formulations. Both dynamic programming and duality have played crucial roles in the development of various optimality conditions and numerical techniques for the solution of convex stochastic optimization problems.</abstract>
  <tableOfContents>- 1. Convex Stochastic Optimization -- 2. Dynamic Programming -- 3. Duality -- 4. Absence of a Duality Gap -- 5. Existence of Dual Solutions.</tableOfContents>
  <note type="statement of responsibility">by Teemu Pennanen, Ari-Pekka Perkkiö.</note>
  <subject authority="lcsh">
    <topic>Mathematical optimization</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Probabilities</topic>
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  <subject authority="lcsh">
    <topic>Social sciences</topic>
    <topic>Mathematics</topic>
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  <subject authority="lcsh">
    <topic>Functional analysis</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Calculus of variations</topic>
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  <subject authority="lcsh">
    <topic>System theory</topic>
  </subject>
  <subject authority="lcsh">
    <topic>Control theory</topic>
  </subject>
  <subject>
    <topic>Continuous Optimization</topic>
  </subject>
  <subject>
    <topic>Probability Theory</topic>
  </subject>
  <subject>
    <topic>Mathematics in Business, Economics and Finance</topic>
  </subject>
  <subject>
    <topic>Functional Analysis</topic>
  </subject>
  <subject>
    <topic>Calculus of Variations and Optimization</topic>
  </subject>
  <subject>
    <topic>Systems Theory, Control</topic>
  </subject>
  <classification authority="lcc">QA402.5-402.6</classification>
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    <titleInfo>
      <title>Probability Theory and Stochastic Modelling, 107</title>
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  <identifier type="isbn">9783031764325</identifier>
  <identifier type="uri">https://doi.org/10.1007/978-3-031-76432-5</identifier>
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