Biological Ontologies and Semantic Biology

Biological Ontologies and Semantic Biology
Title Biological Ontologies and Semantic Biology PDF eBook
Author John Hancock
Publisher Frontiers Media SA
Pages 107
Release 2014-10-03
Genre Biotechnology
ISBN 2889192776

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As the amount of biological information and its diversity accumulates massively there is a critical need to facilitate the integration of this data to allow new and unexpected conclusions to be drawn from it. The Semantic Web is a new wave of web- based technologies that allows the linking of data between diverse data sets via standardised data formats (“big data”). Semantic Biology is the application of semantic web technology in the biological domain (including medical and health informatics). The Special Topic encompasses papers in this very broad area, including not only ontologies (development and applications), but also text mining, data integration and data analysis making use of the technologies of the Semantic Web. Ontologies are a critical requirement for such integration as they allow conclusions drawn about biological experiments, or descriptions of biological entities, to be understandable and integratable despite being contained in different databases and analysed by different software systems. Ontologies are the standard structures used in biology, and more broadly in computer science, to hold standardized terminologies for particular domains of knowledge. Ontologies consist of sets of standard terms, which are defined and may have synonyms for ease of searching and to accommodate different usages by different communities. These terms are linked by standard relationships, such as “is_a” (an eye “is_a” sense organ) or “part_of” (an eye is “part_of” a head). By linking terms in this way, more detailed, or granular, terms can be linked to broader terms, allowing computation to be carried out that takes these relationships into account.

Introduction to Bio-Ontologies

Introduction to Bio-Ontologies
Title Introduction to Bio-Ontologies PDF eBook
Author Peter N. Robinson
Publisher CRC Press
Pages 514
Release 2011-06-22
Genre Computers
ISBN 1439836663

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Introduction to Bio-Ontologies explores the computational background of ontologies. Emphasizing computational and algorithmic issues surrounding bio-ontologies, this self-contained text helps readers understand ontological algorithms and their applications.The first part of the book defines ontology and bio-ontologies. It also explains the importan

Semantic Web

Semantic Web
Title Semantic Web PDF eBook
Author Christopher J. O. Baker
Publisher Springer Science & Business Media
Pages 449
Release 2007-04-14
Genre Science
ISBN 0387484388

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This book introduces advanced semantic web technologies, illustrating their utility and highlighting their implementation in biological, medical, and clinical scenarios. It covers topics ranging from database, ontology, and visualization to semantic web services and workflows. The volume also details the factors impacting on the establishment of the semantic web in life science and the legal challenges that will impact on its proliferation.

Anatomy Ontologies for Bioinformatics

Anatomy Ontologies for Bioinformatics
Title Anatomy Ontologies for Bioinformatics PDF eBook
Author Albert Burger
Publisher Springer Science & Business Media
Pages 356
Release 2007-12-20
Genre Technology & Engineering
ISBN 1846288851

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This book provides a timely and first-of-its-kind collection of papers on anatomy ontologies. It is interdisciplinary in its approach, bringing together the relevant expertise from computing and biomedical studies. The book aims to provide readers with a comprehensive understanding of the foundations of anatomical ontologies and the-state-of-the-art in terms of existing tools and applications. It also highlights challenges that remain today.

Bio-Ontologies

Bio-Ontologies
Title Bio-Ontologies PDF eBook
Author Bijan Parsia
Publisher Wiley
Pages 400
Release 2013-03-25
Genre Medical
ISBN 9780470504963

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This invaluable book covers the opportunities and challenges in building HCLS ontologies and looks at state of the art and future opportunities. Primarily focused on OWL2, the most popular ontology language, it utilizes case studies to help illustrate lessons learned through concrete examples. The definitive guide for the design and use of expressive bio-ontologies compatible with the rapidly evolving Semantic Web, this book will be the go-to resource for practicing professionals and researchers in the field.

Data Mining in Biomedicine Using Ontologies

Data Mining in Biomedicine Using Ontologies
Title Data Mining in Biomedicine Using Ontologies PDF eBook
Author Mihail Popescu
Publisher Artech House
Pages 279
Release 2009
Genre Medical
ISBN 1596933712

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Presently, a growing number of ontologies are being built and used for annotating data in biomedical research. Thanks to the tremendous amount of data being generated, ontologies are now being used in numerous ways, including connecting different databases, refining search capabilities, interpreting experimental/clinical data, and inferring knowledge. This cutting-edge resource introduces you to latest developments in bio-ontologies. The book provides you with the theoretical foundations and examples of ontologies, as well as applications of ontologies in biomedicine, from molecular levels to clinical levels. You also find details on technological infrastructure for bio-ontologies. This comprehensive, one-stop volume presents a wide range of practical bio-ontology information, offering you detailed guidance in the clustering of biological data, protein classification, gene and pathway prediction, and text mining. More than 160 illustrations support key topics throughout the book.

Information-Theoretic Evaluation for Computational Biomedical Ontologies

Information-Theoretic Evaluation for Computational Biomedical Ontologies
Title Information-Theoretic Evaluation for Computational Biomedical Ontologies PDF eBook
Author Wyatt Travis Clark
Publisher Springer Science & Business Media
Pages 50
Release 2014-01-09
Genre Computers
ISBN 331904138X

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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.