Statistical Analysis Techniques in Particle Physics - Fits, Density Estimation and Supervised Learning

Name: Statistical Analysis Techniques in Particle Physics - Fits, Density Estimation and Supervised Learning
Brand: Wiley-VCH Verlag GmbH
SKU: 9783527410866
Price: 601.7 RON
Availability: InStock

Autor: Ilya Narsky

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Legare: Carte broșată

Editura: Wiley-VCH Verlag GmbH

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601.70 lei

The first book written specifically with physicists in mind on analysis techniques in particle physi...

Informații despre carte

Autor

Ilya Narsky

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2013

Pagini

459

EAN

9783527410866

ISBN

3527410864

Enbook ID

02086281

Editura

Wiley-VCH Verlag GmbH

Greutate

866

Dimensiuni

165 x 247 x 26

Descriere completă

The first book written specifically with physicists in mind on analysis techniques in particle physics with an emphasis on machine learning techniques.§Based on lectures given by the authors at Stanford and Caltech, this practical approach shows by means of analysis examples how observables are extracted from data, how signal and background are estimated, and how accurate error estimates are obtained exploiting uni- and multivariate analysis techniques, such as non-parametric density estimation, likelihood fits, neural networks, support vector machines, decision trees, and ensembles of classifiers. It includes simple code snippets that run on popular software suites such as Root and Matlab, and either include the codes for generating data or make use of publically available data that can be downloaded from the Web.§Primarily aimed at master and very advanced undergraduate students, this text is also intended for study and research.

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Statistical Analysis Techniques in Particle Physics - Fits, Density Estimation and Supervised Learning

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Descriere completă

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