Structured Machine Learning: The Next Ten Years
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.
Cite
Text
Dietterich et al. "Structured Machine Learning: The Next Ten Years." Machine Learning, 2008. doi:10.1007/S10994-008-5079-1Markdown
[Dietterich et al. "Structured Machine Learning: The Next Ten Years." Machine Learning, 2008.](https://mlanthology.org/mlj/2008/dietterich2008mlj-structured/) doi:10.1007/S10994-008-5079-1BibTeX
@article{dietterich2008mlj-structured,
title = {{Structured Machine Learning: The Next Ten Years}},
author = {Dietterich, Thomas G. and Domingos, Pedro M. and Getoor, Lise and Muggleton, Stephen H. and Tadepalli, Prasad},
journal = {Machine Learning},
year = {2008},
pages = {3-23},
doi = {10.1007/S10994-008-5079-1},
volume = {73},
url = {https://mlanthology.org/mlj/2008/dietterich2008mlj-structured/}
}