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Advances in Supervised Classification Models

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Advances in Supervised Classification Models Andres Masegosa
Libristo kod: 06843517
Nakladnici VDM Verlag, srpanj 2011
Supervised classification models allow to make predictions about a target random variable, which des... Cijeli opis
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Supervised classification models allow to make predictions about a target random variable, which describes a feature of interest of some object, using the evidence provided by a set of descriptives variables about this object. For example, predict if an email is spam or not using the words it contains. The first part of this book presents two new contributions to the state of the art of these models. Firstly, a new semi-Naive Bayes classifier is presented which provides competitive predictions while requires very low memory resources. These properties make this model attractive for integration into devices with limited memory resources (e.g. mobile phones). The second contribution was a new Bayesian approach to the problem of learning classification trees. In the second part of this book, new supervised classification models based on the selection of small sets of predictive features were proposed and applied to the analysis of genomic data sets. More precisely, the classification in molecular subtypes of tumor samples which had a variant of lymphoma cancer ("Diffuse Large-B Cell Lymphoma") was approached.

Informacije o knjizi

Puni naziv Advances in Supervised Classification Models
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2011
Broj stranica 192
EAN 9783639367164
ISBN 3639367162
Libristo kod 06843517
Nakladnici VDM Verlag
Težina 290
Dimenzije 152 x 229 x 11
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