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Machine Learning Techniques for MultiAgent Systems

Yoad Lewenberg
2017 Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence  
Going in the other direction, Datta et al. [2015] showed that solution concepts from cooperative game theory can be used to uniquely characterize the influence measure of classifiers.  ...  Recently, AI techniques have become increasingly robust and complex, and there has been enhanced interest in research at the intersection of seemingly disparate research areas.  ...  In multiagent group decision problems, the agents are usually asked to report their complete ranking over the set of alternatives.  ... 
doi:10.24963/ijcai.2017/752 dblp:conf/ijcai/Lewenberg17 fatcat:3quytmmecvgl7fpt5yhqfwffzi

A New Perspective to Algebraic Characterization on Controllability of Multiagent Systems

Bo Liu, Housheng Su, Licheng Wu, Shengchao He
2020 Complexity  
Recently, algebraic characterization of multiagent controllability through its topology has been widely concerned by the systems and control community.  ...  The controllability of leader-follower networked multiagent systems under the framework of generic linear dynamics is firstly discussed via λ-matrix.  ...  in characterizing the controllability of multiagent networks.  ... 
doi:10.1155/2020/9703972 fatcat:65mvhecgfjb3roibmyby3ki7va

Conflicts in teamwork

M. Tambe, J. P. Pearce, P. Paruchuri, D. Pynadath, P. Scerri, N. Schurr, P. Varakantham, E. Bowring, H. Jung, G. Kaminka, R. Maheswaran, J. Marecki (+3 others)
2005 Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems - AAMAS '05  
In particular, for the past decade, the TEAMCORE research group has focused on building agent teams in complex, dynamic domains.  ...  While there is exciting progress within each approach, there is a lack of cross-cutting research. This paper highlights hybrid approaches for multiagent teamwork.  ...  P-complete P-complete PSPACE- complete Table 3 : 3 Time complexity of COM-MTDPs. nonzero communication cost.  ... 
doi:10.1145/1082473.1082474 dblp:conf/atal/TambeBJKMMMNOPPPSSV05 fatcat:kjvy6vfd2jd3xo4kopie5irlbu

A Simulation Platform for Multiagent Systems in Logistics [chapter]

Heinz Ulrich
1999 Operations Research Proceedings 1998  
A simulation platform for the development of multiagent systems in logistics is presented.  ...  To cope with these requirements there is a need for intelligent adaptive planning and control systems. The multiagent approach offers favorable prospects for adequate solutions.  ...  A graphical representation of reference model for a multiagent system in logistics is shown in figure 1.  ... 
doi:10.1007/978-3-642-58409-1_26 fatcat:frlcq4l4ingafdgp4rrb5e4ttm

Designing Embedded Collective Systems: The DIAMOND Multiagent Method

Jean-Paul Jamont, Michel Occello
2007 19th IEEE International Conference on Tools with Artificial Intelligence(ICTAI 2007)  
Multiagent systems (MAS) are well suited to specify requirements for open physical complex systems. However, up to now, no method allows to actually build software/hardware hybrid MAS.  ...  Finally, at the Implementation Phase, each components are completely specified with a common graphic specification formalism for the hardware part and the software part.  ...  Introduction Complex artificial cooperative physical systems are involved in application domains as pervasive computing, intelligent distributed control or wireless computing.  ... 
doi:10.1109/ictai.2007.34 dblp:conf/ictai/JamontO07 fatcat:nps7bzckyvhxrinrfdgy43txdu

Industrial applications of distributed AI

B. Chaib-draa
1995 Communications of the ACM  
These application areas are also characterized by a natural distribution of sensors and receivers in space.  ...  For example, in air traffic control, a plan for guiding an aircraft must be coordinated with the plans of other nearby aircraft to avoid collisions.  ...  Figure 1 . 1 An steady progress of research in information technology over the past decade, it is now clear that many classes of complex problems cannot be solved in isolation.  ... 
doi:10.1145/219717.219761 fatcat:f26mbbwhs5cd3jbkphsw4jyidy

Spatial Interaction in a Multiuser Immersive Instrument

Graham Wakefield, Tobias Hollerer, JoAnn Kuchera-Morin, Charles Roberts, Matthew Wright
2013 IEEE Computer Graphics and Applications  
Like the musical instruments in an orchestra or ensemble, it aims to facilitate multiuser parametric control of complex information.  ...  The largest, most complex of our multiagent systems is Time of Doubles (developed by Haru [Hyunkyung] Ji and Graham Wakefield).  ... 
doi:10.1109/mcg.2013.99 pmid:24808126 fatcat:6y26ukolwrfghohb3p3gqhyzha

Multiagent-based flexible automation of microproduction systems including mobile transport robots

Holger Voos, Suparchoek Wangmanaopituk
2013 2013 IEEE 18th Conference on Emerging Technologies & Factory Automation (ETFA)  
Besides this distributed flexible system structure, also the overall automation system consisting of the Manufacturing Execution System (MES) and the shop floor control is designed in a distributed form  ...  In microproduction, i.e. in the production and assembly of micro-scale components and products, fully automated systems hardly exist so far.  ...  With the help of a web-based graphical user interface, the simulation data in the log file can be transformed into graphics such as Gantt charts to display the details of the resource allocation or the  ... 
doi:10.1109/etfa.2013.6647959 dblp:conf/etfa/VoosW13 fatcat:ecaoutinpbag3ctfstndmehrcy

Visualization of Agents and Their Interaction within Dynamic Environments [chapter]

Elena García, Virginia Gallego, Sara Rodríguez, Carolina Zato, Javier Bajo
2012 Advances in Intelligent Systems and Computing  
The middleware modules presented in this study allow a complete integration of technologies for the development of Multiagent Systems and Agent Based Simulation, the construction of virtual organizations  ...  This paper describes the results achieved from a multiagent-based middleware for the behavior simulation and visualization of agents.  ...  This work has been supported by the Spanish JCyL project SA225A11-2.  ... 
doi:10.1007/978-3-642-30864-2_2 fatcat:f5sezhr5e5f3po57x5nxqzanxe

Probabilistic Inference Techniques for Scalable Multiagent Decision Making

Akshat Kumar, Shlomo Zilberstein, Marc Toussaint
2015 The Journal of Artificial Intelligence Research  
However, the complexity of these models---NEXP-Complete even for two agents---has limited their scalability.  ...  This planning-as-inference approach paves the way for the application of efficient inference techniques in DBNs to multiagent decision making.  ...  Acknowledgments This work was funded in part by the National Science Foundation under grants IIS-0812149 and IIS-1116917, the Air Force Office of Scientific Research under grant FA9550-08-1-0181, and the  ... 
doi:10.1613/jair.4649 fatcat:yhrn3fcdbnajvhsmitwh6jfurq

Applying Artificial Intelligence and Internet Techniques in Rural Tourism Domain [article]

Cristina Turcu, Cornel Turcu
2017 arXiv   pre-print
This paper deals with the development of a multiagent system aimed at solving the reservation problems encountered in rural tourism.  ...  In multiagent systems, the main goal is to provide fruitful cooperation among agents in order to enrich the support given to all user activities.  ...  graphical interface of the MAS with the user.  ... 
arXiv:1705.09838v1 fatcat:k5kcqsxepjc5rj5vh6g3w673la

A graph-theoretic characterization of structural controllability for multi-agent system with switching topology

Xiaomeng Liu, Hai Lin, Ben M. Chen
2009 Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference  
The main contribution of the paper is a graph-theoretic characterization of the structural controllability for multi-agent systems.  ...  In particular, the structural controllability of multi-agent systems with a single leader under switching topologies is investigated.  ...  The graphic characterization shows a clear relationship between the controllability and interconnection topologies and gives us a foundation to design the optimal control effect for the switched multi-agent  ... 
doi:10.1109/cdc.2009.5399886 dblp:conf/cdc/LiuLC09a fatcat:wv3juozy3jhg7cd557m3u7bcvu

A Review of Platforms for the Development of Agent Systems [article]

Constantin-Valentin Pal, Florin Leon, Marcin Paprzycki, Maria Ganzha
2020 arXiv   pre-print
It aims to serve as a reference point for people interested in developing agent systems.  ...  Agent-based computing is an active field of research with the goal of building autonomous software of hardware entities.  ...  SWARM is a kernel and library for the multiagent simulation of complex systems.  ... 
arXiv:2007.08961v1 fatcat:3ddtajdqv5fftldoqobr2y6y4u

Multiagent approach to control and synchronization of teleeducation in open distributed environment

W. Jacak, K. Proll, J. Rozenblit
1999 1999 IEEE Africon. 5th Africon Conference in Africa (Cat. No.99CH36342)  
where: Multiagent structure of Session Controller port1 E Peer-lnter f ace of an agent Agentk.  ...  Composition of different multimedia documents, which present the contents of a training unit Presentation Units of Education Session create the complex multimedia object.  ... 
doi:10.1109/afrcon.1999.820866 fatcat:tnco74ekujb6bjvcnkktk3nske

AIs 10 to Watch: The Future of AI

2018 IEEE Intelligent Systems  
Lately, I've been working on the dynamics of knowledge in social media, particularly on modeling the diffusion of beliefs in complex social networks.  ...  I've worked on characterizing epidemic spread in a unified fashion for an array of models.  ... 
doi:10.1109/mis.2018.012001549 fatcat:mfx4dnb5lrgjbizilzh2anbcz4
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