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ICMAS
2000
14 years 1 months ago
A Multiagent Variant of Dyna-Q
This paper describes a multiagent variant of Dyna-Q called M-Dyna-Q. Dyna-Q is an integrated single-agent framework for planning, reacting, and learning. Like DynaQ, M-Dyna-Q empl...
Gerhard Weiß
AAAI
1997
14 years 1 months ago
Bayes Networks for Estimating the Number of Solutions to a CSP
The problem of counting the number of solutions to a constraint satisfaction problem (CSP) is rephrased in terms of probability updating in Bayes networks. Approximating the proba...
Amnon Meisels, Solomon Eyal Shimony, Gadi Solotore...
ICMAS
2000
14 years 1 months ago
Surplus Equivalence of Leveled Commitment Contracts
In automated negotiation systems consisting of self-interested agents, contracts have traditionally been binding. Leveled commitment contracts--i.e., contracts where each party ca...
Tuomas Sandholm, Yunhong Zhou
ICMAS
2000
14 years 1 months ago
Safe Exchange Planner
Safe exchange is a key issue in multiagent systems, especially in electronic transactions where nondelivery is a major problem. In this paper we present a unified framework for mo...
Tuomas Sandholm, Vincent Ferrandon
AAAI
1997
14 years 1 months ago
Modularity Assumptions in Situated Agency
Thisresearchfocusesona specific class of agentscalled "situated agents", which use minimalcommunication and rely mostlyon changesin the environmentas their cue for actio...
Amol Dattatraya Mali, Amitabha Mukerjee
AAAI
1997
14 years 1 months ago
Evidence for Invariants in Local Search
It is well known that the performance of a stochastic local search procedure depends upon the setting of its noise parameter, and that the optimal setting varies with the problem ...
David A. McAllester, Bart Selman, Henry A. Kautz
ICMAS
2000
14 years 1 months ago
Distributed Case-Based Learning
Multi-agent systems exploiting case based reasoning techniques have to deal with the problem of retrieving episodes that are themselves distributed across a set of agents. From a ...
M. V. Nagendra Prasad
AAAI
1997
14 years 1 months ago
Tabu Search for SAT
In this paper, tabu search for SAT is investigated from an experimental point of view. To this end, TSAT, a basic tabu search algorithm for SAT, is introduced and compared with Se...
Bertrand Mazure, Lakhdar Sais, Éric Gr&eacu...
AAAI
1997
14 years 1 months ago
An Empirical Evaluation of Bagging and Boosting
Richard Maclin, David W. Opitz