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JMLR
2008
100views more  JMLR 2008»
14 years 9 months ago
Hit Miss Networks with Applications to Instance Selection
In supervised learning, a training set consisting of labeled instances is used by a learning algorithm for generating a model (classifier) that is subsequently employed for decidi...
Elena Marchiori
JMLR
2008
129views more  JMLR 2008»
14 years 9 months ago
Finite-Time Bounds for Fitted Value Iteration
In this paper we develop a theoretical analysis of the performance of sampling-based fitted value iteration (FVI) to solve infinite state-space, discounted-reward Markovian decisi...
Rémi Munos, Csaba Szepesvári
JNSM
2008
130views more  JNSM 2008»
14 years 9 months ago
Declarative Infrastructure Configuration Synthesis and Debugging
There is a large conceptual gap between end-to-end infrastructure requirements and detailed component configuration implementing those requirements. Today, this gap is manually br...
Sanjai Narain, Gary Levin, Sharad Malik, Vikram Ka...
JFR
2006
140views more  JFR 2006»
14 years 9 months ago
Improving robot navigation through self-supervised online learning
In mobile robotics, there are often features that, while potentially powerful for improving navigation, prove difficult to profit from as they generalize poorly to novel situations...
Boris Sofman, Ellie Lin, J. Andrew Bagnell, John C...
MANSCI
2006
104views more  MANSCI 2006»
14 years 9 months ago
Procuring Fast Delivery: Sole Sourcing with Information Asymmetry
This paper studies a queuing model in which a buyer sources a good or service from an single supplier chosen from a pool of suppliers. The buyer seeks to minimize the sum of her p...
Gérard P. Cachon, Fuqiang Zhang
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