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AROBOTS
2000
109views more  AROBOTS 2000»
15 years 6 months ago
Multiagent Systems: A Survey from a Machine Learning Perspective
Distributed Artificial Intelligence (DAI) has existed as a subfield of AI for less than two decades. DAI is concerned with systems that consist of multiple independent entities th...
Peter Stone, Manuela M. Veloso
KDD
2004
ACM
139views Data Mining» more  KDD 2004»
16 years 7 months ago
Machine learning for online query relaxation
In this paper we provide a fast, data-driven solution to the failing query problem: given a query that returns an empty answer, how can one relax the query's constraints so t...
Ion Muslea
AIPS
2008
15 years 9 months ago
Learning Relational Decision Trees for Guiding Heuristic Planning
The current evaluation functions for heuristic planning are expensive to compute. In numerous domains these functions give good guidance on the solution, so it worths the computat...
Tomás de la Rosa, Sergio Jiménez, Da...
LREC
2010
122views Education» more  LREC 2010»
15 years 8 months ago
Using Linear Interpolation and Weighted Reordering Hypotheses in the Moses System
This paper proposes to introduce a novel reordering model in the open-source Moses toolkit. The main idea is to provide weighted reordering hypotheses to the SMT decoder. These hy...
Marta R. Costa-Jussà, José A. R. Fon...
GECCO
2008
Springer
182views Optimization» more  GECCO 2008»
15 years 8 months ago
Scaling ant colony optimization with hierarchical reinforcement learning partitioning
This paper merges hierarchical reinforcement learning (HRL) with ant colony optimization (ACO) to produce a HRL ACO algorithm capable of generating solutions for large domains. Th...
Erik J. Dries, Gilbert L. Peterson