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review-article

StReBio'09: statistical relational learning and mining in bioinformatics

Published: 27 May 2010 Publication History

Abstract

Bioinformatics is an application domain where information is naturally represented in terms of relations between heterogenous objects. Modern experimentation and data acquisition techniques allow the study of complex interactions in biological systems. This raises interesting challenges for machine learning and data mining researchers, as the amount of data is huge, some information can not be observed, and measurements may be noisy.
This report presents a review on the ACM SIGKDD 2009 Workshop on Statistical Relational Learning and Mining in Bioinformatics (StReBio'09) which was held in Paris on June 28th, 2009. The aim of this workshop was to provide a forum to share challenges, results and ideas at the frontier between the field of statistical relational learning and the field of bioinformatics.

References

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P. Baldi and S. Brunak. Bioinformatics: the machine learning approach. MIT Press, Cambridge, MA, USA, 2001.
[2]
D. J. Balding, M. Bishop, and C. Cannings. Handbook of Statistical Genetics. Wiley, 2007.
[3]
L. De Raedt, P. Frasconi, K. Kersting, and S. Muggleton. Probabilistic Inductive Logic Programming. Springer, 2008.
[4]
L. Getoor and B. Taskar. Introduction to statistical relational learning. MIT press, 2007.
[5]
M. S.Waterman. Introduction to Computational Biology. Chapman & Hall, 1995.
  1. StReBio'09: statistical relational learning and mining in bioinformatics

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      Published In

      cover image ACM SIGKDD Explorations Newsletter
      ACM SIGKDD Explorations Newsletter  Volume 11, Issue 2
      December 2009
      128 pages
      ISSN:1931-0145
      EISSN:1931-0153
      DOI:10.1145/1809400
      Issue’s Table of Contents

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 27 May 2010
      Published in SIGKDD Volume 11, Issue 2

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