OREGON STATE UNIVERSITY

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Structured machine learning: the next ten years

TitleStructured machine learning: the next ten years
Publication TypeJournal Article
Year of Publication2008
AuthorsDietterich, T. G., P. Domingos, L. Getoor, S. Muggleton, and P. Tadepalli
JournalMachine Learning
Volume73
Issue1
Pagination3 - 23
Date Published10/2008
ISSN1573-0565
Abstract

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.

DOI10.1007/s10994-008-5079-1
Short TitleMach Learn