New PDF release: Adaptive and Learning Agents: International Workshop, ALA

By Edward Robinson, Peter McBurney, Xin Yao (auth.), Peter Vrancx, Matthew Knudson, Marek Grześ (eds.)

ISBN-10: 3642284981

ISBN-13: 9783642284984

ISBN-10: 364228499X

ISBN-13: 9783642284991

This quantity constitutes the completely refereed post-conference complaints of the overseas Workshop on Adaptive and studying brokers, ALA 2011, held on the tenth foreign convention on self sufficient brokers and Multiagent structures, AAMAS 2011, in Taipei, Taiwan, in may perhaps 2011. The 7 revised complete papers provided including 1 invited speak have been conscientiously reviewed and chosen from a number of submissions. The papers are geared up in topical sections on unmarried and multi-agent reinforcement studying, supervised multiagent studying, edition and studying in dynamic environments, studying belief and recognition, minority video games and agent coordination.

Show description

Read Online or Download Adaptive and Learning Agents: International Workshop, ALA 2011, Held at AAMAS 2011, Taipei, Taiwan, May 2, 2011, Revised Selected Papers PDF

Best international books

Advances In Scalable Web Information Integration And by Yoshifumi Masunaga, Xiaofeng Meng, Guoren Wang, Seog Park PDF

The publication covers the new advances in net applied sciences and functions resembling internet info administration, internet info integration, internet companies, net information warehousing and net information mining, which speedily replaced our existence in quite a few methods.

Get Multimedia Communications, Services and Security: 4th PDF

This publication constitutes the refereed complaints of the 4th foreign convention on Multimedia Communications, companies and safeguard, MCSS 2011, held in Krakow, Poland, in June 2011. The forty two revised complete papers provided have been conscientiously reviewed and chosen from various submissions. issues addresses are reminiscent of audio-visual structures, provider orientated architectures, multimedia in networks, multimedia content material, caliber administration, multimedia companies, watermarking, community dimension and function overview, reliability, availability, serviceability of multimedia companies, looking, multimedia surveillance and compound defense, semantics of multimedia info and metadata info platforms, authentication of multimedia content material, interactive multimedia purposes, statement structures, cybercrime-threats and counteracting, legislation elements, cryptography and knowledge defense, quantum cryptography, item monitoring, video processing via cloud computing, multi-core parallel processing of audio and video, clever looking of multimedia content material, biometric purposes, and transcoding of video.

Achieving Quality in Software: Proceedings of the third by V. R. Basili (auth.), Sandro Bologna, Giacomo Bucci (eds.) PDF

Software program caliber is a generalised assertion tough to agree or disagree with till an actual definition of the idea that of "Software caliber" is reached by way of measurable amounts. regrettably, for the software program expertise the elemental query of: • what to degree; • tips to degree; • while to degree; • tips to care for the information acquired are nonetheless unanswered and also are heavily dependant at the box of software.

Read e-book online Neural Information Processing: 19th International PDF

The 5 quantity set LNCS 7663, LNCS 7664, LNCS 7665, LNCS 7666 and LNCS 7667 constitutes the court cases of the nineteenth overseas convention on Neural info Processing, ICONIP 2012, held in Doha, Qatar, in November 2012. The 423 normal consultation papers provided have been rigorously reviewed and chosen from a number of submissions.

Additional info for Adaptive and Learning Agents: International Workshop, ALA 2011, Held at AAMAS 2011, Taipei, Taiwan, May 2, 2011, Revised Selected Papers

Example text

For attaining such an inter-State mapping a supervised learning algorithm should be used. The major problem for any function approximator is the missing correspondence between the inputs, being states in S2 to the outputs being states in S1 . We approach this problem by finding this correspondence between the inputs and the labels in a common task-subspace as described in Section 4. 1). 2 The framework is not limiting to having an optimal policy — we believe suboptimal policies could also be used successfully — but we focus on optimal policies for clarity of exposition.

Lauer and Riedmiller [8] prove that DQL converges to optimal joint policies for any cooperative multiagent Markov Decision Process (MAMDP) given that each state-action pair is visited infinitely often. Since cooperative stage games are a special variant of cooperative MAMDPs with an empty state set, this result obviously also holds for cooperative stage games. e. repeatedly played cooperative common static games (cf. Def. 4). This gives us Corollary 1: Corollary 1. Distributed Q-Learning converges to optimal joint policies for cooperative common stage games given that each action is performed infinitely often.

Knudson, and M. ): ALA 2011, LNCS 7113, pp. 37–53, 2012. c Springer-Verlag Berlin Heidelberg 2012 38 T. K. B¨ uning each particular state-action pair as well as a strategy for each state of a game. Clearly, this becomes problematic in complex and large systems and is known as curse of dimensionality [2]. In general, MARL algorithms can be classified along several dimensions [2], including the amount of information exchange, agent knowledge, or task type to name a few. Agents can be classified into joint-action learners, independent learners or into a class in between [2].

Download PDF sample

Adaptive and Learning Agents: International Workshop, ALA 2011, Held at AAMAS 2011, Taipei, Taiwan, May 2, 2011, Revised Selected Papers by Edward Robinson, Peter McBurney, Xin Yao (auth.), Peter Vrancx, Matthew Knudson, Marek Grześ (eds.)


by Jeff
4.2

Rated 4.30 of 5 – based on 26 votes