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Handbook of learning and approximate dynamic programming

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Handbook of learning and approximate dynamic programming/ [edited by] Jennie Si ... [et al.].
other author:	Si, Jennie.
Published:	Hoboken, NJ :IEEE Press : : c2004.,
Description:	1 online resource (xxi, 644 p.) :ill. :
Subject:	Dynamic programming. -
Online resource:	http://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=5273582
ISBN:	9780470544785

Handbook of learning and approximate dynamic programming
Handbook of learning and approximate dynamic programming[electronic resource] /[edited by] Jennie Si ... [et al.]. - Hoboken, NJ :IEEE Press :c2004. - 1 online resource (xxi, 644 p.) :ill.

Includes bibliographical references and index.

Front Matter -- Foreword / Shankar Sastry -- ADP: Goals, Opportunities and Principles / Paul Werbos -- Overview. Reinforcement Learning and Its Relationship to Supervised Learning / Andrew G Barto, Thomas G Dietterich -- Model-Based Adaptive Critic Designs / Silvia Ferrari, Robert F Stengel -- Guidance in the Use of Adaptive Critics for Control / George G Lendaris, James C Neidhoefer -- Direct Neural Dynamic Programming / Jennie Si, Lei Yang, Derong Liu -- The Linear Programming Approach to Approximate Dynamic Programming / Daniela Pucci de Farias -- Reinforcement Learning in Large, High-Dimensional State Spaces / Greg Grudic, Lyle Ungar -- Hierarchical Decision Making / Malcolm Ryan -- Technical Advances. Improved Temporal Difference Methods with Linear Function Approximation / Dimitri P Bertsekas, Vivek S Borkar, Angelia Nedich -- Approximate Dynamic Programming for High-Dimensional Resource Allocation Problems / Warren B Powell, Benjamin Van Roy -- Hierarchical Approaches to Concurrency, Multiagency, and Partial Observability / Sridhar Mahadevan, Mohammad Ghavamzadeh, Khashayar Rohanimanesh, Georgias Theocharous -- Learning and Optimization b7 s From a System Theoretic Perspective / Xi-Ren Cao -- Robust Reinforcement Learning Using Integral-Quadratic Constraints / Charles W Anderson, Matt Kretchmar, Peter Young, Douglas Hittle -- Supervised Actor-Critic Reinforcement Learning / Michael T Rosenstein, Andrew G Barto -- BPTT and DAC b7 s A Common Framework for Comparison / Danil V Prokhorov -- Applications. Near-Optimal Control Via Reinforcement Learning and Hybridization / Augustine O Esogbue, Warren E Hearnes -- Multiobjective Control Problems by Reinforcement Learning / Dong-Oh Kang, Zeungnam Bien -- Adaptive Critic Based Neural Network for Control-Constrained Agile Missile / S N Balakrishnan, Dongchen Han -- Applications of Approximate Dynamic Programming in Power Systems Control / Ganesh K Venayagamoorthy, Donald C Wunsch, Ronald G Harley -- Robust Reinforcement Learning for Heating, Ventilation, and Air Conditioning Control of Buildings / Charles W Anderson, Douglas Hittle, Matt Kretchmar, Peter Young -- Helicopter Flight Control Using Direct Neural Dynamic Programming / Russell Enns, Jennie Si -- Toward Dynamic Stochastic Optimal Power Flow / James A Momoh -- Control, Optimization, Security, and Self-healing of Benchmark Power Systems / James A Momoh, Edwin Zivi -- Bibliography -- Index.

ISBN: 9780470544785

Source: 9780470544785IEEEhttp://ieeexplore.ieee.orgSubjects--Topical Terms:

528343
Dynamic programming.
Index Terms--Genre/Form:

554714
Electronic books.

LC Class. No.: T57.83 / .H36 2004

Dewey Class. No.: 519.7/03

Handbook of learning and approximate dynamic programming
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245 0 0 $a Handbook of learning and approximate dynamic programming $h [electronic resource] / $c [edited by] Jennie Si ... [et al.].
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300 $a 1 online resource (xxi, 644 p.) : $b ill.
504 $a Includes bibliographical references and index.
505 0 $a Front Matter -- Foreword / Shankar Sastry -- ADP: Goals, Opportunities and Principles / Paul Werbos -- Overview. Reinforcement Learning and Its Relationship to Supervised Learning / Andrew G Barto, Thomas G Dietterich -- Model-Based Adaptive Critic Designs / Silvia Ferrari, Robert F Stengel -- Guidance in the Use of Adaptive Critics for Control / George G Lendaris, James C Neidhoefer -- Direct Neural Dynamic Programming / Jennie Si, Lei Yang, Derong Liu -- The Linear Programming Approach to Approximate Dynamic Programming / Daniela Pucci de Farias -- Reinforcement Learning in Large, High-Dimensional State Spaces / Greg Grudic, Lyle Ungar -- Hierarchical Decision Making / Malcolm Ryan -- Technical Advances. Improved Temporal Difference Methods with Linear Function Approximation / Dimitri P Bertsekas, Vivek S Borkar, Angelia Nedich -- Approximate Dynamic Programming for High-Dimensional Resource Allocation Problems / Warren B Powell, Benjamin Van Roy -- Hierarchical Approaches to Concurrency, Multiagency, and Partial Observability / Sridhar Mahadevan, Mohammad Ghavamzadeh, Khashayar Rohanimanesh, Georgias Theocharous -- Learning and Optimization b7 s From a System Theoretic Perspective / Xi-Ren Cao -- Robust Reinforcement Learning Using Integral-Quadratic Constraints / Charles W Anderson, Matt Kretchmar, Peter Young, Douglas Hittle -- Supervised Actor-Critic Reinforcement Learning / Michael T Rosenstein, Andrew G Barto -- BPTT and DAC b7 s A Common Framework for Comparison / Danil V Prokhorov -- Applications. Near-Optimal Control Via Reinforcement Learning and Hybridization / Augustine O Esogbue, Warren E Hearnes -- Multiobjective Control Problems by Reinforcement Learning / Dong-Oh Kang, Zeungnam Bien -- Adaptive Critic Based Neural Network for Control-Constrained Agile Missile / S N Balakrishnan, Dongchen Han -- Applications of Approximate Dynamic Programming in Power Systems Control / Ganesh K Venayagamoorthy, Donald C Wunsch, Ronald G Harley -- Robust Reinforcement Learning for Heating, Ventilation, and Air Conditioning Control of Buildings / Charles W Anderson, Douglas Hittle, Matt Kretchmar, Peter Young -- Helicopter Flight Control Using Direct Neural Dynamic Programming / Russell Enns, Jennie Si -- Toward Dynamic Stochastic Optimal Power Flow / James A Momoh -- Control, Optimization, Security, and Self-healing of Benchmark Power Systems / James A Momoh, Edwin Zivi -- Bibliography -- Index.
588 $a Description based on print version record.
650 0 $a Dynamic programming. $3 528343
650 0 $a Automatic programming (Computer science) $3 683260
650 0 $a Machine learning. $3 561253
650 0 $a Control theory. $3 527674
650 0 $a Systems engineering. $3 561164
650 1 7 $a Dynamische programmering. $2 gtt $3 881055
650 1 7 $a Kunstmatige intelligentie. $2 gtt $3 579493
650 7 $a Ordinateurs $x Programmation. $2 ram $3 881056
650 7 $a Programmation automatique. $2 ram $3 881057
650 7 $a Programmation dynamique. $3 528344
650 0 7 $a Lernendes System. $2 swd $3 881058
650 0 7 $a Optimale Kontrolle. $2 swd $3 881059
655 4 $a Electronic books. $2 local $3 554714
700 1 $a Si, Jennie. $3 772190
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994 $a 92 $b TWHIS