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Structured machine learning: the next ten years

delete2008-08-20
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OA
AI
T
Thomas G. Dietterich
P
Pedro Domingos
L
Lise Getoor
S
Stephen Muggleton
P
Prasad Tadepalli *
DOI:10.1007/s10994-008-5079-1delete
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Abstract

Abstract

En 中文
The field of inductive logic programming (ILP) has made steady progress, since the first ILP workshop in 1991, based on a balance of developments in theory, implementations and applications. More recently there has been an increased emphasis on Probabilistic ILP and the related fields of Statistical Relational Learning (SRL) and Structured Prediction. The goal of the current paper is to consider these emerging trends and chart out the strategic directions and open problems for the broader area of structured machine learning for the next 10 years.
Keywords:
inductive logic programming
relational learning
statistical relational learning
structured machine learning

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Machine Learning cover
Machine Learning
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2.6K
Citations:
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University of Washington
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Oregon State University
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University System of Maryland
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