Making Friends on the Fly: Advances in Ad Hoc Teamwork: 603 (Studies in Computational Intelligence, 603) - Image 1

£96.45

Springer Making Friends on the Fly: Advances in Ad Hoc Teamwork: 603 (Studies in Computational Intelligence, 603)

Name: Making Friends on the Fly: Advances in Ad Hoc Teamwork: 603 (Studies in Computational Intelligence, 603)
Brand: Springer
Price: 96.45 GBP
Availability: InStock

AI & Machine Learning

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Description

This book is devoted to the encounter and interaction of agents such as robots with other agents and describes how they cooperate with their previously unknown teammates, forming an Ad Hoc team. It presents a new algorithm, PLASTIC, that allows agents to quickly adapt to new teammates by reusing knowledge learned from previous teammates. PLASTIC is instantiated in both a model-based approach, PLASTIC-Model and a policy-based approach, PLASTIC-Policy. In addition to reusing knowledge learned from previous teammates, PLASTIC also allows users to provide expert-knowledge and can use transfer learning (such as the new Two Stage Transfer algorithm) to quickly create models of new teammates when it has some information about its new teammates. The effectiveness of the algorithm is demonstrated on three domains, ranging from multi-armed bandits to simulated robot soccer games.

Product Specifications

Brand: Springer
Format: hardcover
ASIN: 3319180681
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 30 June 2015
Listed Since: 18 March 2015

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Springer Making Friends on the Fly: Advances in Ad Hoc Teamwork: 603 (Studies in Computational Intelligence, 603)

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