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Multi-agent system

About: Multi-agent system is a research topic. Over the lifetime, 27978 publications have been published within this topic receiving 465191 citations. The topic is also known as: multi-agent systems & multiagent system.


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Journal ArticleDOI
TL;DR: Six component technologies that have been developed for making automated negotiation and coalition formation among self-interested agents less manipulable and more efficient in terms of the computational processes and the outcomes are reviewed.
Abstract: Automated negotiation and coalition formation among self-interested agents are playing an increasingly important role in electronic commerce. Such agents cannot be coordinated by externally imposing their strategies. Instead the interaction protocols have to be designed so that each agent is motivated to follow the strategy that the protocol designer wants it to follow. This paper reviews six component technologies that we have developed for making such interactions less manipulable and more efficient in terms of the computational processes and the outcomes: 1. OCSM-contracts in marginal cost based contracting, 2. leveled commitment contracts, 3. anytime coalition structure generation with worst case guarantees, 4. trading off computation cost against optimization quality within each coalition, 5. distributing search among insincere agents, and 6. unenforced contract execution. Each of these technologies represents a different way of battling self-interest and combinatorial complexity simultaneously. This is a key battle when multi-agent systems move into large-scale open settings.

130 citations

Journal ArticleDOI
TL;DR: The process of negotiation may be of many different forms, such as auctions, protocols in the style of the contract net, and argumentation, but it is unclear how sophisticated the agents or the protocols for interaction must be for successful negotiation in different contexts.
Abstract: In systems composed of multiple autonomous agents, negotiation is a key form of interaction that enables groups of agents to arrive at a mutual agreement regarding some belief, goal or plan, for example. Particularly because the agents are autonomous and cannot be assumed to be benevolent, agents must influence others to convince them to act in certain ways, and negotiation is thus critical for managing such inter-agent dependencies. The process of negotiation may be of many different forms, such as auctions, protocols in the style of the contract net, and argumentation, but it is unclear just how sophisticated the agents or the protocols for interaction must be for successful negotiation in different contexts. All these issues were raised in the panel session on negotiation.

130 citations

Journal ArticleDOI
01 May 2002
TL;DR: The assumption that inter–agent communication is best handled through the explicit use of an agent communication language (ACL) underlies each of the articles in this special issue.
Abstract: Agent technology is an exciting and important new way to create complex software systems. Agents blend many of the traditional properties of AI programs—knowledge–level reasoning, flexibility, proactiveness, goal–directedness, and so forth—with insights gained from distributed software engineering, machine learning, negotiation and teamwork theory, and the social sciences. An important part of the agent approach is the principle that agents (like humans) can function more effectively in groups that are characterized by cooperation and division of labor. Agent programs are designed to autonomously collaborate with each other in order to satisfy both their internal goals and the shared external demands generated by virtue of their participation in agent societies. This type of collaboration depends on a sophisticated system of inter–agent communication. The assumption that inter–agent communication is best handled through the explicit use of an agent communication language (ACL) underlies each of the articles in this special issue. In this introductory article, we will supply a brief background and introduction to the main topics in agent communication.

129 citations

Journal ArticleDOI
TL;DR: The state of the art in multiagent systems is surveyed, through examples of projects and techniques, and then several questions that elicit the requirements and goals of a proposed multiagent design application are presented.
Abstract: Knowledge based design integrates a broad range of highly specialized knowledge from expert sources to synthesize or refine a design. Knowledge-based design systems automate at least some of these knowledge sources. However, the constant evolution of standards, technologies, and a dynamic marketplace demands a high degree of adaptability in both design expertise and in the process of applying that expertise. The need for diverse, highly sophisticated, and rapidly changing skills and knowledge makes the multiagent paradigm particularly appropriate for knowledge-based design. As researchers apply multiagent technologies to design domains, challenges include supporting interoperability among heterogeneous agents on diverse platforms, coordinating the design process, and managing conflict. This article surveys the state of the art in multiagent systems, through examples of projects and techniques, and then presents several questions that elicit the requirements and goals of a proposed multiagent design application.

129 citations

Journal ArticleDOI
TL;DR: The main characteristics of the FIPA model for MAS are presented and an analysis of design, design choices and features of the model are presented, along with a discussion of the current status of FipA and future directions.
Abstract: Multi-Agent-Systems or MAS represent a powerful distributed computing model, enabling agents to cooperate and complete with each other and to exchange both semantic content and a semantic context to more automatically and accurately interpret the content. Many types of individual agent and MAS models have been proposed since the mid-1980s, but the majority of these have led to single developer homogeneous MAS systems. For over a decade, the FIPA standards activity has worked to produce public MAS specifications, acting as a key enabler to support interoperability, open service interaction, and to support heterogeneous development. The main characteristics of the FIPA model for MAS and an analysis of design, design choices and features of the model is presented. In addition, a comparison of the FIPA model for system interoperability versus those of other standards bodies is presented, along with a discussion of the current status of FIPA and future directions.

129 citations


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Performance
Metrics
No. of papers in the topic in previous years
YearPapers
2023536
20221,212
2021849
20201,098
20191,079
20181,105