Advances in Supervised Classification Models

Name: Advances in Supervised Classification Models
Brand: VDM Verlag
SKU: 9783639367164
Price: 23827 HUF
Availability: InStock

Semi-Naive Bayes Classifiers, Classification Trees and Applications to Genomics

Szerző: Andres Masegosa, Andres Cano, Serafin Moral

Nyelv:

Kötés: Puha kötésű

Kiadó: VDM Verlag

Elérhetőség: Kiadói készleten rendelésre

Küldés 17-27 napon belül

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Supervised classification models allow to make predictions about a target random variable, which des...

Információk a könyvről

Szerző

Andres Masegosa, Andres Cano, Serafin Moral

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2011

oldal

192

EAN

9783639367164

ISBN

3639367162

Enbook ID

06843517

Kiadó

VDM Verlag

Súly

290

Méretek

152 x 229 x 11

Teljes leírás

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.

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Advances in Supervised Classification Models

Semi-Naive Bayes Classifiers, Classification Trees and Applications to Genomics

Információk a könyvről

Teljes leírás

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Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták