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

$27.00
@ Link.springer.com with extra coupon Get Coupon & BUY

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

10% OFF
This deals requires coupon Get Code Here
$27.00
See Site In stock Visit Store

Similar Products

Religious Morality in John Henry Newman

$39.99

Graphs and Charts

$74.99

Asset Management for Infrastructure Systems

$109.00

The Social and Spatial Ecology of Work

$39.99

Leveraging Applications of Formal Methods, Verification and Validation: Discussion, Dissemination, A

$54.99

Civil Rights Text Set: Grade 3

$245.00

Schutz von wirtschaftlich-virtuellen Gesellschaftern

$99.99

Informatik und Ausbildung

$69.99

Die Wrmepumpe in der Verfahrenstechnik

$89.99

Cell Walls and Surfaces, Reproduction, Photosynthesis

$84.99

Writing the Multicultural Experience

$32.99

Against Race- and Class-Based Pedagogy in Early Childhood Education

$54.99

Kinetics of Metallurgical Processes

$109.99

International Criminal Law in Mexico

$84.99

Stammkunden-Management

$59.99

Jahrbuch fr Handlungs- und Entscheidungstheorie

$69.99

Barnes & Noble The Ones Who Come Back Hungry by Amelinda Berube

$11.99

Educational Commons

$59.99

Hochschulweiterbildung zwischen Wissenschaftsinstitution und Weiterbildungsmarkt

$49.99

Society and Politics in the Russian Revolution

$84.99

Neonatal Pain

$109.00

Wahrscheinlichkeitstheorie

$59.99

Das Abzahlungsgeschft in Handel und Industrie und seine Finanzierung

$59.99

Neue therapeutische Wege

$59.99

Games in Management Science

$159.99

Educational Technology Beyond Content

$169.99

Closing the Gap: Enhancing the Implementation of Sustainable Development through International Inves

$44.99

Assessment Reform in Education

$119.00

Mathematik und Physik

$54.99

Nahost

$64.99

Jenseits der ko-Nische

$74.99

konometrie

$39.99

Reading Olympe de Gouges

$54.99

Electronic Voting

$59.99

Interorganisational Standards

$54.99

Financial Networks

$39.99

Elemente des Werkzeugmaschinenbaues

$59.99

Localization in Group Theory and Homotopy Theory and Related Topics

$29.99

50 States, 500 Campgrounds: Where to Go, When to Go, What to See, What to Do by Joe Yogerst

$29.99

Jahresheft 1922 des Phnologischen Reichsdienstes

$59.99