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Data Analysis

A Bayesian Tutorial

Parametre

  • 200 stránok
  • 7 hodin čítania

Viac o knihe

This is the first book on the maximum entropy and Bayesian methods aimed at senior undergraduates in science and engineering. It takes the mystery out of statistics by showing how a few fundamental rules can be used to tackle a wide variety of problems in data analysis. After explaining thebasic principles of Bayesian probability theory, their use is illustrated with a variety of examples ranging from elementary parameter estimation to image processing. Other topics covered include reliability analysis, multivariate optimization, least squares and maximum likelihood,error-propagation, hypothesis testing, maximum entropy, and experimental design. As a logical and unified approach to the subject of data analysis, with a self-contained tutorial approach, this work will be valued by instructors and students alike.

Nákup knihy

Data Analysis, Devinderjit Singh Sivia

Jazyk
Rok vydania
1996
Väzba
(mäkká),
Stav knihy
Dobrá
Cena
5,99 €

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Titul
Data Analysis
Podtitul
A Bayesian Tutorial
Jazyk
anglicky
Rok vydania
1996
Väzba
mäkká
Počet strán
200
ISBN10
0198518897
ISBN13
9780198518891
Série
Anotácia
This is the first book on the maximum entropy and Bayesian methods aimed at senior undergraduates in science and engineering. It takes the mystery out of statistics by showing how a few fundamental rules can be used to tackle a wide variety of problems in data analysis. After explaining thebasic principles of Bayesian probability theory, their use is illustrated with a variety of examples ranging from elementary parameter estimation to image processing. Other topics covered include reliability analysis, multivariate optimization, least squares and maximum likelihood,error-propagation, hypothesis testing, maximum entropy, and experimental design. As a logical and unified approach to the subject of data analysis, with a self-contained tutorial approach, this work will be valued by instructors and students alike.