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Optimal experimental design with R
Experimental design is often overlooked in the literature of applied and mathematical statistics: statistics is taught and understood as merely a collection of methods for analyzing data. Consequently, experimenters seldom think about optimal design, including prerequisites such as the necessary sam...
Autores principales: | , , , |
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Lenguaje: | eng |
Publicado: |
Chapman and Hall/CRC
2011
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/2312622 |
_version_ | 1780957976604966912 |
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author | Rasch, Dieter Pilz, Jurgen Verdooren, L R Gebhardt, Albrecht |
author_facet | Rasch, Dieter Pilz, Jurgen Verdooren, L R Gebhardt, Albrecht |
author_sort | Rasch, Dieter |
collection | CERN |
description | Experimental design is often overlooked in the literature of applied and mathematical statistics: statistics is taught and understood as merely a collection of methods for analyzing data. Consequently, experimenters seldom think about optimal design, including prerequisites such as the necessary sample size needed for a precise answer for an experimental question. Providing a concise introduction to experimental design theory, Optimal Experimental Design with R: Introduces the philosophy of experimental design Provides an easy process for constructing experimental designs and calculating necessary sample size using R programs Teaches by example using a custom made R program package: OPDOE Consisting of detailed, data-rich examples, this book introduces experimenters to the philosophy of experimentation, experimental design, and data collection. It gives researchers and statisticians guidance in the construction of optimum experimental designs using R programs, including sample size calculations, hypothesis testing, and confidence estimation. A final chapter of in-depth theoretical details is included for interested mathematical statisticians. |
id | cern-2312622 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2011 |
publisher | Chapman and Hall/CRC |
record_format | invenio |
spelling | cern-23126222021-04-21T18:51:47Zhttp://cds.cern.ch/record/2312622engRasch, DieterPilz, JurgenVerdooren, L RGebhardt, AlbrechtOptimal experimental design with RMathematical Physics and MathematicsExperimental design is often overlooked in the literature of applied and mathematical statistics: statistics is taught and understood as merely a collection of methods for analyzing data. Consequently, experimenters seldom think about optimal design, including prerequisites such as the necessary sample size needed for a precise answer for an experimental question. Providing a concise introduction to experimental design theory, Optimal Experimental Design with R: Introduces the philosophy of experimental design Provides an easy process for constructing experimental designs and calculating necessary sample size using R programs Teaches by example using a custom made R program package: OPDOE Consisting of detailed, data-rich examples, this book introduces experimenters to the philosophy of experimentation, experimental design, and data collection. It gives researchers and statisticians guidance in the construction of optimum experimental designs using R programs, including sample size calculations, hypothesis testing, and confidence estimation. A final chapter of in-depth theoretical details is included for interested mathematical statisticians.Chapman and Hall/CRCoai:cds.cern.ch:23126222011 |
spellingShingle | Mathematical Physics and Mathematics Rasch, Dieter Pilz, Jurgen Verdooren, L R Gebhardt, Albrecht Optimal experimental design with R |
title | Optimal experimental design with R |
title_full | Optimal experimental design with R |
title_fullStr | Optimal experimental design with R |
title_full_unstemmed | Optimal experimental design with R |
title_short | Optimal experimental design with R |
title_sort | optimal experimental design with r |
topic | Mathematical Physics and Mathematics |
url | http://cds.cern.ch/record/2312622 |
work_keys_str_mv | AT raschdieter optimalexperimentaldesignwithr AT pilzjurgen optimalexperimentaldesignwithr AT verdoorenlr optimalexperimentaldesignwithr AT gebhardtalbrecht optimalexperimentaldesignwithr |