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» Reasoning from Data Rather than Theory
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CEC
2010
IEEE
13 years 10 months ago
Beyond No Free Lunch: Realistic algorithms for arbitrary problem classes
In this paper we present a simple and general new No Free Lunch-like result that applies to revisiting algorithms searching arbitrary problem sets. We begin by unifying the assumpt...
James A. R. Marshall, Thomas G. Hinton
COLT
1994
Springer
14 years 1 months ago
Bayesian Inductive Logic Programming
Inductive Logic Programming (ILP) involves the construction of first-order definite clause theories from examples and background knowledge. Unlike both traditional Machine Learnin...
Stephen Muggleton
BMCBI
2007
124views more  BMCBI 2007»
13 years 9 months ago
A high-accuracy consensus map of yeast protein complexes reveals modular nature of gene essentiality
Background: Identifying all protein complexes in an organism is a major goal of systems biology. In the past 18 months, the results of two genome-scale tandem affinity purificatio...
G. Traver Hart, Insuk Lee, Edward M. Marcotte
BMCBI
2008
130views more  BMCBI 2008»
13 years 9 months ago
Structural descriptor database: a new tool for sequence-based functional site prediction
Background: The Structural Descriptor Database (SDDB) is a web-based tool that predicts the function of proteins and functional site positions based on the structural properties o...
Juliana S. Bernardes, Jorge H. Fernandez, Ana Tere...
SEMCO
2007
IEEE
14 years 3 months ago
Exploring Concept Selection Strategies for Interactive Video Search
Ranked shot lists from 39 automated LSCOM-Lite concept classifiers are investigated with respect to 24 TRECVID 2006 topics. Selecting the best fitting concept or pair of concepts ...
Michael G. Christel, Alexander G. Hauptmann