| 书目名称 | Making Friends on the Fly: Advances in Ad Hoc Teamwork |
| 编辑 | Samuel Barrett |
| 视频video | |
| 概述 | Presents advances in Ad Hoc Teamwork and Cooperation with Unknown Agents.Devoted to the area of ad hoc teamwork in which an agent may potentially cooperate with a variety of teammates in order to achi |
| 丛书名称 | Studies in Computational Intelligence |
| 图书封面 |  |
| 描述 | .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. . |
| 出版日期 | Book 2015 |
| 关键词 | Ad Hoc Teamwork; Computational Intelligence; Cooperating with Unknown Agents; Multiagent Algorithms; Mul |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-319-18069-4 |
| isbn_softcover | 978-3-319-36921-1 |
| isbn_ebook | 978-3-319-18069-4Series ISSN 1860-949X Series E-ISSN 1860-9503 |
| issn_series | 1860-949X |
| copyright | Springer International Publishing Switzerland 2015 |
发表于 2025-3-21 19:11:57
