Biomedical Data Mining Using Machine Learning

Name: Biomedical Data Mining Using Machine Learning
Brand: VDM Verlag
SKU: 9783639216448
Price: 1149 CZK
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An Experimental Account

Autor: Ekaterina Shutova

Jazyk:

Vazba: Brožovaná

Vydavatel: VDM Verlag

Dostupnost: Skladem u dodavatele

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Biomedical Data Mining is an ever growing area of Natural Laguage Processing. This book provides an...

Informace o knize

Autor

Ekaterina Shutova

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2009

Stránek

104

EAN

9783639216448

ISBN

363921644X

Enbook ID

06829520

Vydavatel

VDM Verlag

Hmotnost

163

Rozměry

152 x 229 x 6

Kompletní popis

Biomedical Data Mining is an ever growing area of Natural Laguage Processing. This book provides an introduction to this field and its experimental account using machine learning techniques. It describes a novel method of automatic training data production using a biomedical ontology. This is an alternative to the traditional approaches involving labour-expensive manual data annotation. More specifically we address the task of gene name disambiguation. In biomedical literature same gene names tend to be used to refer to a number of entities, e.g. gene itself, RNA sequence, the protein produced, or some other product. Therefore, when performing information extraction tasks identifying gene names is not sufficient and it is necessary to distinguish between all biological entities they refer to. We derive a set of rules from a biomedical ontology, and then apply them to tag the data. This data is then used to train a maximum entropy classifier, that proves to be capable to learn new information and improve over the ontology-based knowledge specified a priori. The machine learning techniques described in this book can be applied to text mining in any domain.

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Biomedical Data Mining Using Machine Learning

An Experimental Account

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také