Designing The Perfect R Sum

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Optimal Experimental Design With R

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Author : Dieter Rasch
language : en
Publisher: CRC Press
Release Date : 2011-05-18

Optimal Experimental Design With R written by Dieter Rasch and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-05-18 with Mathematics categories.

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 experi

Advanced R

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Author : Hadley Wickham
language : en
Publisher: CRC Press
Release Date : 2015-09-15

Advanced R written by Hadley Wickham and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-09-15 with Mathematics categories.

An Essential Reference for Intermediate and Advanced R Programmers Advanced R presents useful tools and techniques for attacking many types of R programming problems, helping you avoid mistakes and dead ends. With more than ten years of experience programming in R, the author illustrates the elegance, beauty, and flexibility at the heart of R. The book develops the necessary skills to produce quality code that can be used in a variety of circumstances. You will learn: The fundamentals of R, including standard data types and functions Functional programming as a useful framework for solving wide classes of problems The positives and negatives of metaprogramming How to write fast, memory-efficient code This book not only helps current R users become R programmers but also shows existing programmers what’s special about R. Intermediate R programmers can dive deeper into R and learn new strategies for solving diverse problems while programmers from other languages can learn the details of R and understand why R works the way it does.

Optimal Experimental Design

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Author : Jesús López-Fidalgo
language : en
Publisher: Springer Nature
Release Date : 2023-10-14

Optimal Experimental Design written by Jesús López-Fidalgo and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-14 with Mathematics categories.

This textbook provides a concise introduction to optimal experimental design and efficiently prepares the reader for research in the area. It presents the common concepts and techniques for linear and nonlinear models as well as Bayesian optimal designs. The last two chapters are devoted to particular themes of interest, including recent developments and hot topics in optimal experimental design, and real-world applications. Numerous examples and exercises are included, some of them with solutions or hints, as well as references to the existing software for computing designs. The book is primarily intended for graduate students and young researchers in statistics and applied mathematics who are new to the field of optimal experimental design. Given the applications and the way concepts and results are introduced, parts of the text will also appeal to engineers and other applied researchers.

Optimal Design Of Experiments

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Author : Friedrick Pukelsheim
language : en
Publisher: Wiley-Interscience
Release Date : 1993-03-22

Optimal Design Of Experiments written by Friedrick Pukelsheim and has been published by Wiley-Interscience this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-03-22 with Mathematics categories.

Devoted to a unified optimality theory, merging three otherwise distinct mathematical disciplines to embrace an astonishingly wide variety of design problems. Outlines typical settings, namely D-, A-, and E-optimal, polynominal regression designs, Bayesian designs, structures for model discrimination, balanced incomplete block arrangements or rotatable response surface designs. The design problems stem from statistics but are solved using special tools from linear algebra and convex analysis.

Optimal Design For Nonlinear Response Models

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Author : Valerii V. Fedorov
language : en
Publisher: CRC Press
Release Date : 2013-07-15

Optimal Design For Nonlinear Response Models written by Valerii V. Fedorov and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-07-15 with Mathematics categories.

Optimal Design for Nonlinear Response Models discusses the theory and applications of model-based experimental design with a strong emphasis on biopharmaceutical studies. The book draws on the authors’ many years of experience in academia and the pharmaceutical industry. While the focus is on nonlinear models, the book begins with an explanation of the key ideas, using linear models as examples. Applying the linearization in the parameter space, it then covers nonlinear models and locally optimal designs as well as minimax, optimal on average, and Bayesian designs. The authors also discuss adaptive designs, focusing on procedures with non-informative stopping. The common goals of experimental design—such as reducing costs, supporting efficient decision making, and gaining maximum information under various constraints—are often the same across diverse applied areas. Ethical and regulatory aspects play a much more prominent role in biological, medical, and pharmaceutical research. The authors address all of these issues through many examples in the book.

R For Data Science

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Author : Hadley Wickham
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2016-12-12

R For Data Science written by Hadley Wickham and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-12-12 with Computers categories.

Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You'll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you've learned along the way. You'll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

Applied Optimal Designs

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Author : Martijn P.F. Berger
language : en
Publisher: John Wiley & Sons
Release Date : 2005-04-08

Applied Optimal Designs written by Martijn P.F. Berger and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-04-08 with Mathematics categories.

There is an increasing need to rein in the cost of scientific study without sacrificing accuracy in statistical inference. Optimal design is the judicious allocation of resources to achieve the objectives of studies using minimal cost via careful statistical planning. Researchers and practitioners in various fields of applied science are now beginning to recognize the advantages and potential of optimal experimental design. Applied Optimal Designs is the first book to catalogue the application of optimal design to real problems, documenting its widespread use across disciplines as diverse as drug development, education and ground water modelling. Includes contributions covering: Bayesian design for measuring cerebral blood-flow Optimal designs for biological models Computer adaptive testing Ground water modelling Epidemiological studies and pharmacological models Applied Optimal Designs bridges the gap between theory and practice, drawing together a selection of incisive articles from reputed collaborators. Broad in scope and inter-disciplinary in appeal, this book highlights the variety of opportunities available through the use of optimal design. The wide range of applications presented here should appeal to statisticians working with optimal designs, and to practitioners new to the theory and concepts involved.

Ergonomics In The Automotive Design Process

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Author : Vivek D. Bhise
language : en
Publisher: CRC Press
Release Date : 2024-06-01

Ergonomics In The Automotive Design Process written by Vivek D. Bhise and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-01 with Technology & Engineering categories.

Automotive design continues to evolve at a rapid pace. As electric cars become ever more commonplace on the roads to the advent of the driverless vehicle, understanding the ergonomics behind automotive engineering becomes ever more paramount. Vehicle attributes must be considered early during the new vehicle development program by coordinated work of multi-disciplinary teams to begin creating vehicle specifications and development of vehicle attribute requirements. In Ergonomics in the Automotive Design Process: Concepts, Issues and Methods, Vivek D. Bhise covers the need-to-know fundamentals as to what makes an ergonomically sound vehicle. This book covers the entire range of ergonomics issues involved in designing a car or truck and offers evaluation techniques to avoid costly mistakes and assure high customer satisfaction. Across 13 chapters, vehicle design and the attributes of vehicle handling, appearance (interior and exterior styling), safety and security, infotainment, noise and vibrations, emissions, costs and process compatibility are considered in the context of ergonomics. New material to this edition includes coverage of ergonomics in the systems engineering process, decision-making and risks in automotive product programs and ergonomic considerations in electric vehicle development. This book will allow the reader to develop a more comprehensive knowledge of issues facing the developers of automotive products and delivers methods to manage communication, coordination and integration processes. It provides more tools in implementing systems engineering to minimize the risks of delays and cost overruns, and most importantly, creates the right product for its customers. The reader will develop a knowledge of future in- vehicle devices that are easy to program and use, safe, cheap to manufacture and assemble and are eco-friendly From an author with over forty years of experience in automotive design, this title is an ideal read for students and practitioners of ergonomics, human factors, automotive design, civil engineering, product design, work design and mechanical engineering. Vivek D. Bhise is currently a LEO Lecturer/ Visiting Professor and a Professor in post-retirement of Industrial and Manufacturing Systems Engineering at the University of Michigan-Dearborn. He received his B.Tech. in Mechanical Engineering (1965) from the Indian Institute of Technology, Bombay, India, M.S. in Industrial Engineering (1966) from the University of California, Berkeley, and PhD in Industrial and Systems Engineering (1971) from the Ohio State University, Columbus, Ohio. During 1973 to 2001, he held several management and research positions at the Ford Motor Company in Dearborn, Michigan.

Interpolation And Extrapolation Optimal Designs 2

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Author : Giorgio Celant
language : en
Publisher: John Wiley & Sons
Release Date : 2017-04-11

Interpolation And Extrapolation Optimal Designs 2 written by Giorgio Celant and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-11 with Mathematics categories.

This book considers various extensions of the topics treated in the first volume of this series, in relation to the class of models and the type of criterion for optimality. The regressors are supposed to belong to a generic finite dimensional Haar linear space, which substitutes for the classical polynomial case. The estimation pertains to a general linear form of the coefficients of the model, extending the interpolation and extrapolation framework; the errors in the model may be correlated, and the model may be heteroscedastic. Non-linear models, as well as multivariate ones, are briefly discussed. The book focuses to a large extent on criteria for optimality, and an entire chapter presents algorithms leading to optimal designs in multivariate models. Elfving’s theory and the theorem of equivalence are presented extensively. The volume presents an account of the theory of the approximation of real valued functions, which makes it self-consistent.

Designing Online Experiments For The Social Sciences

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Author : Giuseppe Veltri
language : en
Publisher: SAGE
Release Date : 2023-04-11

Designing Online Experiments For The Social Sciences written by Giuseppe Veltri and has been published by SAGE this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-11 with Reference categories.

This book guides you through designing and implementing an online experiment in social science research and provides online tools to match each stage of research design.