Advanced statistics with applications in R

Advanced Statistics with Applications in R fills the gap between several excellent theoretical statistics textbooks and many applied statistics books where teaching reduces to using existing packages. This book looks at what is under the hood. Many statistics issues including the recent crisis with...

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Bibliographic Details
Main Author: Demidenko, Eugene, 1948- (Author)
Format: eBook
Language: English
Published: Hoboken, NJ : Wiley, 2020.
Series: Wiley series in probability and statistics
Subjects:
ISBN: 9781118594131
1118594134
9781118594612
1118594614
9781119449195
1119449197
1118387988
9781118387986
Physical Description: 1 online resource

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Table of contents

LEADER 04093cam a2200469 i 4500
001 kn-on1098236341
003 OCoLC
005 20240717213016.0
006 m o d
007 cr cn|||||||||
008 190422s2020 nju ob 001 0 eng
040 |a DLC  |b eng  |e rda  |e pn  |c DLC  |d OCLCF  |d YDX  |d EBLCP  |d N$T  |d DG1  |d RECBK  |d NZHMA  |d DLC  |d OCLCO  |d UMI  |d OCLCQ  |d ORMDA  |d OCLCO  |d OCLCQ  |d WSU  |d OCLCO  |d OCLCL 
020 |a 9781118594131  |q (Adobe PDF) 
020 |a 1118594134 
020 |a 9781118594612  |q (ePub) 
020 |a 1118594614 
020 |a 9781119449195  |q (electronic bk. ;  |q oBook) 
020 |a 1119449197  |q (electronic bk. ;  |q oBook) 
020 |a 1118387988 
020 |a 9781118387986 
035 |a (OCoLC)1098236341  |z (OCoLC)1134755192  |z (OCoLC)1152894911  |z (OCoLC)1154382682 
042 |a pcc 
100 1 |a Demidenko, Eugene,  |d 1948-  |e author. 
245 1 0 |a Advanced statistics with applications in R /  |c Eugene Demidenko (Dartmouth College). 
264 1 |a Hoboken, NJ :  |b Wiley,  |c 2020. 
300 |a 1 online resource 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b n  |2 rdamedia 
338 |a online resource  |b nc  |2 rdacarrier 
490 0 |a Wiley series in probability and statistics 
504 |a Includes bibliographical references and index. 
505 0 |a Discrete random variables -- Continuous random variables -- Multivariate random variables -- Important fistributions in statistics -- Preliminary data analysis and visualization -- Parameter estimation -- Hypothesis testing and confidence interval -- Linear model and its extensions -- Nonlinear regression -- Appendices. 
506 |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty 
520 |a Advanced Statistics with Applications in R fills the gap between several excellent theoretical statistics textbooks and many applied statistics books where teaching reduces to using existing packages. This book looks at what is under the hood. Many statistics issues including the recent crisis with p-value are caused by misunderstanding of statistical concepts due to poor theoretical background of practitioners and applied statisticians. This book is the product of a forty-year experience in teaching of probability and statistics and their applications for solving real-life problems. There are more than 442 examples in the book: basically every probability or statistics concept is illustrated with an example accompanied with an R code. Many examples, such as Who said p' What team is better' The fall of the Roman empire, James Bond chase problem, Black Friday shopping, Free fall equation: Aristotle or Galilei, and many others are intriguing. These examples cover biostatistics, finance, physics and engineering, text and image analysis, epidemiology, spatial statistics, sociology, etc. Advanced Statistics with Applications in R teaches students to use theory for solving real-life problems through computations: there are about 500 R codes and 100 datasets. These data can be freely downloaded from the author's website dartmouth.edu/eugened. This book is suitable as a text for senior undergraduate students with major in statistics or data science or graduate students. Many researchers who apply statistics on the regular basis find explanation of many fundamental concepts from the theoretical perspective illustrated by concrete real-world applications.' 
590 |a Knovel  |b Knovel (All titles) 
650 0 |a Mathematical statistics  |x Data processing  |v Problems, exercises, etc. 
650 0 |a Statistics  |x Data processing  |v Problems, exercises, etc. 
650 0 |a R (Computer program language) 
655 7 |a elektronické knihy  |7 fd186907  |2 czenas 
655 9 |a electronic books  |2 eczenas 
776 0 8 |i Print version:  |a Demidenko, Eugene, 1948-  |t Advanced statistics with applications in R.  |d Hoboken, NJ : Wiley, 2019  |z 9781118387986  |w (DLC) 2019015124 
856 4 0 |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpASAR0003/advanced-statistics-with?kpromoter=marc  |y Full text