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Robust correlation : theory and applications /
This bookpresents material on both the analysis of the classical concepts of correlation and on the development of their robust versions, as well as discussing the related concepts of correlation matrices, partial correlation, canonical correlation, rank correlations, with the corresponding robust a...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Otros Autores: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Chichester, West Sussex, United Kingdom :
Wiley,
2016.
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| Colección: | Wiley series in probability and statistics
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| Temas: | |
| Acceso en línea: | Texto completo |
MARC
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| 049 | |a UAMI | ||
| 100 | 1 | |a Shevlyakov, Georgy L. | |
| 245 | 1 | 0 | |a Robust correlation : |b theory and applications / |c Georgy L. Shevlyakov, Peter The Great Saint-Petersburg Polytechnic University, Russia, Hannu Oja, University Of Turku, Finland. |
| 264 | 1 | |a Chichester, West Sussex, United Kingdom : |b Wiley, |c 2016. | |
| 300 | |a 1 online resource | ||
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| 337 | |a computer |b c |2 rdamedia | ||
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| 490 | 0 | |a Wiley series in probability and statistics | |
| 504 | |a Includes bibliographical references and index. | ||
| 505 | 0 | |a Classical Measures of Correlation -- Robust Estimation of Location -- Robust Estimation of Scale -- Robust Estimation of Correlation Coefficients -- Classical Measures of Multivariate Correlation -- Robust Estimation of Scatter and Correlation Matrices -- Nonparametric Measures of Multivariate Correlation -- Applications to Exploratory Data Analysis: Detection of Outliers -- Applications to Time Series Analysis: Robust Spectrum Estimation -- Applications to Signal Processing: Robust Detection. | |
| 588 | 0 | |a Print version record and CIP data provided by publisher. | |
| 520 | |a This bookpresents material on both the analysis of the classical concepts of correlation and on the development of their robust versions, as well as discussing the related concepts of correlation matrices, partial correlation, canonical correlation, rank correlations, with the corresponding robust and non-robust estimation procedures. Every chapter contains a set of examples with simulated and real-life data. Key features: -Makes modern and robust correlation methods readily available and understandable to practitioners, specialists, and consultants working in various fields.-Focuses on implementation of methodology and application of robust correlation with R.-Introduces the main approaches in robust statistics, such as Huber's minimax approach and Hampel's approach based on influence functions.-Explores various robust estimates of the correlation coefficient including the minimax variance and bias estimates as well as the most B- and V-robust estimates.-Contains applications of robust correlation methods to exploratory data analysis, multivariate statistics, statistics of time series, and to real-life data.-Includes an accompanying website featuring computer code and datasets -Features exercises and examples throughout the text using both small and large data sets. Theoretical and applied statisticians, specialists in multivariate statistics, robust statistics, robust time series analysis, data analysis and signal processing will benefit from this book. Practitioners who use correlation based methods in their work as well as postgraduate students in statistics will also find this book useful. | ||
| 590 | |a ProQuest Ebook Central |b Ebook Central Academic Complete | ||
| 650 | 0 | |a Correlation (Statistics) | |
| 650 | 0 | |a Mathematical statistics. | |
| 650 | 6 | |a Corrélation (Statistique) | |
| 650 | 7 | |a correlation. |2 aat | |
| 650 | 7 | |a MATHEMATICS |x Applied. |2 bisacsh | |
| 650 | 7 | |a MATHEMATICS |x Probability & Statistics |x General. |2 bisacsh | |
| 650 | 7 | |a Correlation (Statistics) |2 fast | |
| 650 | 7 | |a Mathematical statistics |2 fast | |
| 700 | 1 | |a Oja, Hannu. | |
| 758 | |i has work: |a Robust correlation (Text) |1 https://id.oclc.org/worldcat/entity/E39PCYbfdmVX4h3DkVCw4Q7wT3 |4 https://id.oclc.org/worldcat/ontology/hasWork | ||
| 776 | 0 | 8 | |i Print version: |a Shevlyakov, Georgy L. |t Robust correlation. |d Chichester, West Sussex : John Wiley & Sons, Inc., 2016 |z 9781118493458 |w (DLC) 2016017308 |
| 856 | 4 | 0 | |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=4631561 |z Texto completo |
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