Exploratory multivariate analysis by example using R

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Bibliographic Details
Main Author Husson, François (Author)
Other Authors Lê, Sébastien, Pagès, Jérôme
Format Electronic eBook
LanguageEnglish
Published Boca Raton : CRC Press, [2017]
EditionSecond edition.
SeriesSeries in computer science and data analysis.
Subjects
Multivariate analysis.
R (Computer program language)
elektronické knihy
electronic books
Online AccessFull text
ISBN9781315301860
1315301865
9781523113668
1523113669
9781315301877
1315301873
1315301857
9781315301853
1315301849
9781315301846
0429225431
9780429225437
9781138196346
1138196347
Physical Description1 online resource (xiii, 248 pages).

Cover

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100 1 |a Husson, François,  |e author. 
245 1 0 |a Exploratory multivariate analysis by example using R /  |c Francois Husson, Sebastien Le, Jérôme Pagès. 
250 |a Second edition. 
264 1 |a Boca Raton :  |b CRC Press,  |c [2017] 
300 |a 1 online resource (xiii, 248 pages). 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
490 1 |a Chapman & Hall/CRC computer science and data analysis series 
504 |a Includes bibliographical references and index. 
505 0 |a Cover; Title Page; Copyright Page; Table of Contents; Preface; 1: Principal Component Analysis (PCA); 1.1 Data -- Notation -- Examples; 1.2 Objectives; 1.2.1 Studying Individuals; 1.2.2 Studying Variables; 1.2.3 Relationships between the Two Studies; 1.3 Studying Individuals; 1.3.1 The Cloud of Individuals; 1.3.2 Fitting the Cloud of Individuals; 1.3.2.1 Best Plane Representation of NI; 1.3.2.2 Sequence of Axes for Representing NI; 1.3.2.3 How Are the Components Obtained?; 1.3.2.4 Example; 1.3.3 Representation of the Variables as an Aid for Interpreting the Cloud of Individuals. 
505 8 |a 1.4 Studying Variables1.4.1 The Cloud of Variables; 1.4.2 Fitting the Cloud of Variables; 1.5 Relationships between the Two Representations NI and NK; 1.6 Interpreting the Data; 1.6.1 Numerical Indicators; 1.6.1.1 Percentage of Inertia Associated with a Component; 1.6.1.2 Quality of Representation of an Individual or Variable; 1.6.1.3 Detecting Outliers; 1.6.1.4 Contribution of an Individual or Variable to the Construction of a Component; 1.6.2 Supplementary Elements; 1.6.2.1 Representing Supplementary Quantitative Variables; 1.6.2.2 Representing Supplementary Categorical Variables. 
505 8 |a 1.6.2.3 Representing Supplementary Individuals1.6.3 Automatic Description of the Components; 1.7 Implementation with FactoMineR; 1.8 Additional Results; 1.8.1 Testing the Significance of the Components; 1.8.2 Variables: Loadings versus Correlations; 1.8.3 Simultaneous Representation: Biplots; 1.8.4 Missing Values; 1.8.5 Large Datasets; 1.8.6 Varimax Rotation; 1.9 Example: The Decathlon Dataset; 1.9.1 Data Description -- Issues; 1.9.2 Analysis Parameters; 1.9.2.1 Choice of Active Elements; 1.9.2.2 Should the Variables Be Standardised?; 1.9.3 Implementation of the Analysis. 
505 8 |a 1.9.3.1 Choosing the Number of Dimensions to Examine1.9.3.2 Studying the Cloud of Individuals; 1.9.3.3 Studying the Cloud of Variables; 1.9.3.4 Joint Analysis of the Cloud of Individuals and the Cloud of Variables; 1.9.3.5 Comments on the Data; 1.10 Example: The Temperature Dataset; 1.10.1 Data Description -- Issues; 1.10.2 Analysis Parameters; 1.10.2.1 Choice of Active Elements; 1.10.2.2 Should the Variables Be Standardised?; 1.10.3 Implementation of the Analysis; 1.11 Example of Genomic Data: The Chicken Dataset; 1.11.1 Data Description -- Issues; 1.11.2 Analysis Parameters. 
505 8 |a 1.11.3 Implementation of the Analysis2: Correspondence Analysis (CA); 2.1 Data -- Notation -- Examples; 2.2 Objectives and the Independence Model; 2.2.1 Objectives; 2.2.2 Independence Model and X2 Test; 2.2.3 The Independence Model and CA; 2.3 Fitting the Clouds; 2.3.1 Clouds of Row Profiles; 2.3.2 Clouds of Column Profiles; 2.3.3 Fitting Clouds NI and NJ; 2.3.4 Example: Women's Attitudes to Women's Work in France in 1970; 2.3.4.1 Column Representation (Mother's Activity); 2.3.4.2 Row Representation (Partner's Work); 2.3.5 Superimposed Representation of Both Rows and Columns. 
506 |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty 
590 |a Knovel  |b Knovel (All titles) 
650 0 |a Multivariate analysis. 
650 0 |a R (Computer program language) 
655 7 |a elektronické knihy  |7 fd186907  |2 czenas 
655 9 |a electronic books  |2 eczenas 
700 1 |a Lê, Sébastien. 
700 1 |a Pagès, Jérôme. 
776 0 8 |i Print version:  |a Husson, François.  |t Exploratory multivariate analysis by example using R.  |b Second edition.  |d Boca Raton : CRC Press, [2017]  |z 9781138196346  |w (DLC) 2016051296  |w (OCoLC)962409796 
830 0 |a Series in computer science and data analysis. 
856 4 0 |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpEMAEURE2/exploratory-multivariate-analysis?kpromoter=marc  |y Full text 

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