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» Interpreting distributed ontologies
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ECML
2007
Springer
15 years 7 months ago
Seeing the Forest Through the Trees: Learning a Comprehensible Model from an Ensemble
Abstract. Ensemble methods are popular learning methods that usually increase the predictive accuracy of a classifier though at the cost of interpretability and insight in the deci...
Anneleen Van Assche, Hendrik Blockeel
149
Voted
ICAC
2009
IEEE
15 years 7 months ago
A decentralized, architecture-based framework for self-growing applications
In large-scale, distributed software systems, an important management undertaking concerns the creation and runtime modification of application instances. This short paper propose...
Ada Diaconescu, Philippe Lalanda
113
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ATAL
2006
Springer
15 years 7 months ago
TANDEM - a design method for integrating web services into multi-agent systems
This paper introduces a new design method for multi-agent systems (MAS) that incorporate logic programming. The DigitalFriend is an example of a MAS with a built-in logic language...
Steve Goschnick, Sandrine Balbo, Leon Sterling, Ch...
123
Voted
GECCO
2006
Springer
168views Optimization» more  GECCO 2006»
15 years 7 months ago
A Bayesian approach to learning classifier systems in uncertain environments
In this paper we propose a Bayesian framework for XCS [9], called BXCS. Following [4], we use probability distributions to represent the uncertainty over the classifier estimates ...
Davide Aliprandi, Alex Mancastroppa, Matteo Matteu...
115
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KES
2000
Springer
15 years 7 months ago
Effects of antecedent pruning in fuzzy classification systems
Fuzzy classification rules are widely considered a well-suited representation of classification knowledge, as they allow readable and interpretable rule bases. The goal of this pa...
Andreas Nürnberger, Aljoscha Klose, Rudolf Kr...