Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Planning with Markov Decision Processes

Planning with Markov Decision Processes

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031004315
Condition
New
Product Description

Markov Decision Processes (MDPs) are widely popular in Artificial Intelligence for modeling sequential decision-making scenarios with probabilistic dynamics. They are the framework of choice when designing an intelligent agent that needs to act for long periods of time in an environment where its actions could have uncertain outcomes. MDPs are actively researched in two related subareas of AI, probabilistic planning and reinforcement learning. Probabilistic planning assumes known models for the agent's goals and domain dynamics, and focuses on determining how the agent should behave to achieve its objectives. On the other hand, reinforcement learning additionally learns these models based on the feedback the agent gets from the environment. This book provides a concise introduction to the use of MDPs for solving probabilistic planning problems, with an emphasis on the algorithmic perspective. It covers the whole spectrum of the field, from the basics to state-of-the-art optimal and approximation algorithms. We first describe the theoretical foundations of MDPs and the fundamental solution techniques for them. We then discuss modern optimal algorithms based on heuristic search and the use of structured representations. A major focus of the book is on the numerous approximation schemes for MDPs that have been developed in the AI literature. These include determinization-based approaches, sampling techniques, heuristic functions, dimensionality reduction, and hierarchical representations. Finally, we briefly introduce several extensions of the standard MDP classes that model and solve even more complex planning problems. Table of Contents: Introduction / MDPs / Fundamental Algorithms / Heuristic Search Algorithms / Symbolic Algorithms / Approximation Algorithms / Advanced Notes.

Available Colors
Available Sizes
2 Offers Price Range: $29.99 - $45.00
BEST PRICE

Single Product Purchase

$29.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$29.99 $29.99

$29.99
See Site In stock Visit Store

Similar Products

Fachwrterbuch Kraftfahrzeugtechnik

$149.99

Transcription Factor Regulatory Networks

$169.99

Biology of Aging and Development

$84.99

Theory of Operator Algebras III

$199.99

Alternative Fuels for Compression Ignition Engines

$39.99

Peppa's Halloween Party

$4.49

Spatial Statistics for Remote Sensing

$129.00

Leben mit der Bombe

$9.99

Infinite Dimensional Dynamical Systems

$84.99

Dynamic Substructures, Volume 4

$279.99

Nanomaterials and Nanocomposites Exposures to Plants

$199.99

GIS and Remote Sensing Applications in Biogeography and Ecology

$129.00

Die Stadt in der Sozialen Arbeit

$89.99

Proceedings of 2021 International Conference on Autonomous Unmanned Systems (ICAUS 2021)

$549.00

Squatters and the Politics of Marginality in Uruguay

$109.99

Physics and Technology of Semiconductor Quantum Devices

$39.99

Ocean Acoustics

$139.99

Measure and Integral

$49.99

Hygiene in Krankenhaus und Praxis

$59.99

Numerical Methods for Inverse Scattering Problems

$169.99

Women in the English Novel, 18001900

$84.99

Plant Phosphoproteomics

$109.99

Effective Software Development for the Enterprise

$44.99

Handbuch der Serodiagnose der Syphilis

$59.99

Impact of Littoral Environmental Variability on Acoustic Predictions and Sonar Performance

$39.99

Atrial Fibrillation, a Treatable Disease?

$39.99

GeNeDis 2020

$279.99

The Puppy Place: Princess (#12)

$4.49

Modelling Rock Fracturing Processes

$49.99

Volkstmliche Namen der Arzneimittel, Drogen, Heilkruter und Chemikalien

$59.99

Advances in Manufacturing III

$149.00

Trends in Parsing Technology

$84.99

Optimization and Design of Geodetic Networks

$149.00

The Vanishing Girl (Daphne and Velma YA Novel #1)

$7.49

An Anthology of Theories and Models of Design

$169.99

Politische Streitfragen

$39.99

Sozialhilfe in Schweden und Deutschland

$99.99

Beitrag zur quantitativen Phasenanalyse von Mischgipsen des Systems CaSO4 H2O

$59.99

Electronic Waste and Printed Circuit Board Recycling Technologies

$119.99

Food and Human Responses

$84.99