Menu
Află starea comenzii
Contactați-ne
Carte Partially Observed Markov Decision Processes Vikram Krishnamurthy

Partially Observed Markov Decision Processes

From Filtering to Controlled Sensing

Autor: Vikram Krishnamurthy
Limbă: engleză
Legare: Copertă tare
Editura: Cambridge University Press
Disponibilitate: Retipărire preconizată
Termenul este necunoscut
640.39 lei
Covering formulation, algorithms, and structural results, and linking theory to real-world applicati...

Informații despre carte

Autor
Vikram Krishnamurthy
Limbă
engleză
Legare
Carte - Copertă tare
Publicat
2016
Pagini
488
EAN
9781107134607
ISBN
1107134609
Enbook ID
02832865
Editura
Cambridge University Press
Greutate
1106
Dimensiuni
256 x 184 x 26

Descriere completă

Covering formulation, algorithms, and structural results, and linking theory to real-world applications in controlled sensing (including social learning, adaptive radars and sequential detection), this book focuses on the conceptual foundations of partially observed Markov decision processes (POMDPs). It emphasizes structural results in stochastic dynamic programming, enabling graduate students and researchers in engineering, operations research, and economics to understand the underlying unifying themes without getting weighed down by mathematical technicalities. Bringing together research from across the literature, the book provides an introduction to nonlinear filtering followed by a systematic development of stochastic dynamic programming, lattice programming and reinforcement learning for POMDPs. Questions addressed in the book include: when does a POMDP have a threshold optimal policy? When are myopic policies optimal? How do local and global decision makers interact in adaptive decision making in multi-agent social learning where there is herding and data incest? And how can sophisticated radars and sensors adapt their sensing in real time?

S-ar putea să te intereseze

Prayer, Praise & Promises - A Daily Walk Through the Psalms

Warren W. Wiersbe
103.27 lei

Clienții care au cumpărat această carte au mai cumpărat și

Seelen-Medizin

Lisa Biritz
47.24 lei