ISBN-10:
3319041371
ISBN-13:
9783319041377
Pub. Date:
01/10/2014
Publisher:
Springer International Publishing
Information-Theoretic Evaluation for Computational Biomedical Ontologies

Information-Theoretic Evaluation for Computational Biomedical Ontologies

by Wyatt Travis Clark

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Overview

The development of effective methods for the prediction of ontological annotations is an important goal in computational biology, yet evaluating their performance is difficult due to problems caused by the structure of biomedical ontologies and incomplete annotations of genes. This work proposes an information-theoretic framework to evaluate the performance of computational protein function prediction. A Bayesian network is used, structured according to the underlying ontology, to model the prior probability of a protein's function. The concepts of misinformation and remaining uncertainty are then defined, that can be seen as analogs of precision and recall. Finally, semantic distance is proposed as a single statistic for ranking classification models. The approach is evaluated by analyzing three protein function predictors of gene ontology terms. The work addresses several weaknesses of current metrics, and provides valuable insights into the performance of protein function prediction tools.

Product Details

ISBN-13: 9783319041377
Publisher: Springer International Publishing
Publication date: 01/10/2014
Series: SpringerBriefs in Computer Science
Edition description: 2014
Pages: 46
Product dimensions: 6.10(w) x 9.25(h) x 0.01(d)

Table of Contents

Introduction

Methods

Experiments and Results

Discussion

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