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Boosting Statistical Relational Learning in Action

Authors :
Sriraam Natarajan
Tushar Khot
Kristian Kersting
Jude W. Shavlik
Source :
Boosted Statistical Relational Learners ISBN: 9783319136431
Publication Year :
2014
Publisher :
Springer International Publishing, 2014.

Abstract

In the previous chapters, we discussed the structure learning algorithms for two SRL models and extended them to learn with missing data. In this chapter, we discuss how this algorithm can be adapted to learn to act in sequential domains. We then present three of our most successful applications in real health care data—two cardiovascular prediction problems and the third is prediction of onset of Alzheimer’s disease. We then conclude the chapter with a few NLP applications.

Details

ISBN :
978-3-319-13643-1
ISBNs :
9783319136431
Database :
OpenAIRE
Journal :
Boosted Statistical Relational Learners ISBN: 9783319136431
Accession number :
edsair.doi...........ad886f4dfa1b2c9cdb644e5102af47d2