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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: 02086281
Price: 110.88 EUR
Availability: InStock
Author: Ilya Narsky
ISBN: 9783527410866

Ilya Narsky

Language

English

Book Paperback

Libristo code: 02086281

Publishers Wiley-VCH Verlag GmbH, November 2013

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

Libristo code: 02086281

270 b

110.88 €

216.87 лв

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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.