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Biomedical Data Mining Using Machine Learning

An Experimental Account

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Biomedical Data Mining Using Machine Learning Ekaterina Shutova
Libristo kod: 06829520
Nakladnici VDM Verlag, prosinac 2009
Biomedical Data Mining is an ever growing area of Natural Laguage Processing. This book provides an... Cijeli opis
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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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Informacije o knjizi

Puni naziv Biomedical Data Mining Using Machine Learning
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2009
Broj stranica 104
EAN 9783639216448
ISBN 363921644X
Libristo kod 06829520
Nakladnici VDM Verlag
Težina 163
Dimenzije 152 x 229 x 6
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