FUZZY MUTUAL INFORMATION FOR REVERSE ENGINEERING OF GENE REGULATORY NETWORKS

Silvana Badaloni; Marco Falda; Paolo Massignan; Francesco Sambo

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Paper

FUZZY MUTUAL INFORMATION FOR REVERSE ENGINEERING OF GENE REGULATORY NETWORKS

Topics: Fuzzy Information Processing, Fusion, Text Mining; Fuzzy Information Retrieval and Data Mining

In Proceedings of the International Joint Conference on Computational Intelligence - Volume 0IJCCI, 25-30, 2009 , Funchal - Madeira, Portugal

Authors: Silvana Badaloni ; Marco Falda ; Paolo Massignan and Francesco Sambo

Affiliation: University of Padova, Italy

Keyword(s): Fuzzy Mutual Information, Conditional Uncertainty, Reverse Engineering.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Fuzzy Information Processing, Fusion, Text Mining ; Fuzzy Information Retrieval and Data Mining ; Fuzzy Systems ; Soft Computing

Abstract: The aim of this work is to provide a new definition of Mutual Information using concepts from Fuzzy Sets theory. With this approach, we extended the model on which the well-known REVEAL algorithm for Reverse Engineering of gene regulatory networks is based and we designed a new flexible version of it, called FuzzyReveal. The predictive power of our new version of the algorithm is promising, being comparable with a state-of-the-art algorithm on a set of simulated problems.

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Paper citation in several formats:

Badaloni, S.; Falda, M.; Massignan, P. and Sambo, F. (2009). FUZZY MUTUAL INFORMATION FOR REVERSE ENGINEERING OF GENE REGULATORY NETWORKS. In Proceedings of the International Joint Conference on Computational Intelligence (IJCCI 2009) - ICFC; ISBN 978-989-674-014-6; ISSN 2184-3236, SciTePress, pages 25-30. DOI: 10.5220/0002318800250030

@conference{icfc09,
author={Silvana Badaloni. and Marco Falda. and Paolo Massignan. and Francesco Sambo.},
title={FUZZY MUTUAL INFORMATION FOR REVERSE ENGINEERING OF GENE REGULATORY NETWORKS},
booktitle={Proceedings of the International Joint Conference on Computational Intelligence (IJCCI 2009) - ICFC},
year={2009},
pages={25-30},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002318800250030},
isbn={978-989-674-014-6},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the International Joint Conference on Computational Intelligence (IJCCI 2009) - ICFC
TI - FUZZY MUTUAL INFORMATION FOR REVERSE ENGINEERING OF GENE REGULATORY NETWORKS
SN - 978-989-674-014-6
IS - 2184-3236
AU - Badaloni, S.
AU - Falda, M.
AU - Massignan, P.
AU - Sambo, F.
PY - 2009
SP - 25
EP - 30
DO - 10.5220/0002318800250030
PB - SciTePress