Non-metric Partial Least Squares Regression

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Publisher :
ISBN 13 : 9781369795684
Total Pages : pages
Book Rating : 4.7/5 (956 download)

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Book Synopsis Non-metric Partial Least Squares Regression by : Christopher J. Beu

Download or read book Non-metric Partial Least Squares Regression written by Christopher J. Beu and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent technological developments in process engineering and an ever present need for high-quality and highly-efficient processes have resulted in a surge in statistical data analysis research. The research on these topics is highly diverse. One underrepresented area is the analysis of non-metric data – a topic of particular interest to industries such as pharmaceuticals, paper and pulp, and petrochemicals along with various non-engineering disciplines such as biology and psychology. The dominating psyche is to avoid the variables that do not conform to the demands of the metric analysis. Here within, a thorough examination of two approaches to the statistical analysis of non-metric variables, binary partial least squares regression and optimal scaling partial least squares regression are explored. This analysis is then placed alongside the prevailing method – ignoring said variables. The results strongly support the inclusion of non-metric variables in capturing underlying process information. Percent variance explained is increased by 2 to 30 percent in each case study. However, the two previously mentioned methods do not provide such a stark conclusion. Ultimately, consideration of the variables is necessary but both non-metric analysis methods illuminate different traits in the variables. Furthermore, both methods used together underscore qualities of the variables that were previously absent.

Partial Least Squares Path Modeling

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Publisher : Springer
ISBN 13 : 3319640690
Total Pages : 434 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Partial Least Squares Path Modeling by : Hengky Latan

Download or read book Partial Least Squares Path Modeling written by Hengky Latan and published by Springer. This book was released on 2017-11-03 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book presents the recent developments in partial least squares-path modeling (PLS-PM) and provides a comprehensive overview of the current state of the most advanced research related to PLS-PM. The first section of this book emphasizes the basic concepts and extensions of the PLS-PM method. The second section discusses the methodological issues that are the focus of the recent development of the PLS-PM method. The third part discusses the real world application of the PLS-PM method in various disciplines. The contributions from expert authors in the field of PLS focus on topics such as the factor-based PLS-PM, the perfect match between a model and a mode, quantile composite-based path modeling (QC-PM), ordinal consistent partial least squares (OrdPLSc), non-symmetrical composite-based path modeling (NSCPM), modern view for mediation analysis in PLS-PM, a multi-method approach for identifying and treating unobserved heterogeneity, multigroup analysis (PLS-MGA), the assessment of the common method bias, non-metric PLS with categorical indicators, evaluation of the efficiency and accuracy of model misspecification and bootstrap parameter recovery in PLS-PM, CB-SEM, and the Bollen-Stine methods and importance-performance map analysis (IPMA) for nonlinear relationships. This book will be useful for researchers and practitioners interested in the latest advances in PLS-PM as well as master and Ph.D. students in a variety of disciplines using the PLS-PM method for their projects.

Subspace, Latent Structure and Feature Selection

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Publisher : Springer Science & Business Media
ISBN 13 : 3540341374
Total Pages : 218 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Subspace, Latent Structure and Feature Selection by : Craig Saunders

Download or read book Subspace, Latent Structure and Feature Selection written by Craig Saunders and published by Springer Science & Business Media. This book was released on 2006-05-16 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many of the papers in this proceedings volume were presented at the PASCAL Workshop entitled Subspace, Latent Structure and Feature Selection Techniques: Statistical and Optimization Perspectives which took place in Bohinj, Slovenia during February, 23–25 2005.

Multivariate Calibration

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Publisher : John Wiley & Sons
ISBN 13 : 9780471930471
Total Pages : 444 pages
Book Rating : 4.9/5 (34 download)

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Book Synopsis Multivariate Calibration by : Harald Martens

Download or read book Multivariate Calibration written by Harald Martens and published by John Wiley & Sons. This book was released on 1992-08-07 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multivariate Calibration Harald Martens, Chemist, Norwegian Food Research Institute, Aas, Norway and Norwegian Computing Center, Oslo, Norway Tormod Næs, Statistician, Norwegian Food Research Institute, Aas, Norway The aim of this inter-disciplinary book is to present an up-to-date view of multivariate calibration of analytical instruments, for use in research, development and routine laboratory and process operation. The book is intended to show practitioners in chemistry and technology how to extract the quantitative and understandable information embedded in non-selective, overwhelming and apparently useless measurements by multivariate data analysis. Multivariate calibration is the process of learning how to combine data from several channels, in order to overcome selectivity problems, gain new insight and allow automatic outlier detection. Multivariate calibration is the basis for the present success of high-speed Near-Infrared (NIR) diffuse spectroscopy of intact samples. But the technique is very general: it has shown similar advantages in, for instance, UV, Vis, and IR spectrophotometry, (transmittance, reflectance and fluorescence), for x-ray diffraction, NMR, MS, thermal analysis, chromatography (GC, HPLC) and for electrophoresis and image analysis (tomography, microscopy), as well as other techniques. The book is written at two levels: the main level is structured as a tutorial on the practical use of multivariate calibration techniques. It is intended for university courses and self-study for chemists and technologists, giving one complete and versatile approach, based mainly on data compression methodology in self-modelling PLS regression, with considerations of experimental design, data pre-processing and model validation. A second, more methodological, level is intended for statisticians and specialists in chemometrics. It compares several alternative calibration methods, validation approaches and ways to optimize the models. The book also outlines some cognitive changes needed in analytical chemistry, and suggests ways to overcome some communication problems between statistics and chemistry and technology.

Partial Least Squares Regression

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Publisher : CRC Press
ISBN 13 : 1040051332
Total Pages : 891 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Partial Least Squares Regression by : R. Dennis Cook

Download or read book Partial Least Squares Regression written by R. Dennis Cook and published by CRC Press. This book was released on 2024-07-22 with total page 891 pages. Available in PDF, EPUB and Kindle. Book excerpt: Partial least squares (PLS) regression is, at its historical core, a black-box algorithmic method for dimension reduction and prediction based on an underlying linear relationship between a possibly vector-valued response and a number of predictors. Through envelopes, much more has been learned about PLS regression, resulting in a mass of information that allows an envelope bridge that takes PLS regression from a black-box algorithm to a core statistical paradigm based on objective function optimization and, more generally, connects the applied sciences and statistics in the context of PLS. This book focuses on developing this bridge. It also covers uses of PLS outside of linear regression, including discriminant analysis, non-linear regression, generalized linear models and dimension reduction generally. Key Features: • Showcases the first serviceable method for studying high-dimensional regressions. • Provides necessary background on PLS and its origin. • R and Python programs are available for nearly all methods discussed in the book. R. Dennis Cook is Professor Emeritus, School of Statistics, University of Minnesota. His research areas include dimension reduction, linear and nonlinear regression, experimental design, statistical diagnostics, statistical graphics, and population genetics. Perhaps best known for "Cook’s Distance," a now ubiquitous statistical method, he has authored over 250 research articles, two textbooks and three research monographs. He is a five-time recipient of the Jack Youden Prize for Best Expository Paper in Technometrics as well as the Frank Wilcoxon Award for Best Technical Paper. He received the 2005 COPSS Fisher Lecture and Award and is a Fellow of ASA and IMS. Liliana Forzani is Full Professor, School of Chemical Engineering, National University of Litoral and principal researcher of CONICET (National Scientific and Technical Research Council), Argentina. Her contributions are in mathematical statistics, especially sufficient dimension reduction, abundance in regression and statistics for chemometrics. She established the first research group in statistics at her university after receiving her Ph. D in Statistics at the University of Minnesota. She has authored over 75 research articles in mathematics and statistics, and was recipient of the L‘Oreal-Unesco-Conicet prize for Women in science.

Handbook of Partial Least Squares

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Publisher : Springer Science & Business Media
ISBN 13 : 3540328270
Total Pages : 791 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Handbook of Partial Least Squares by : Vincenzo Esposito Vinzi

Download or read book Handbook of Partial Least Squares written by Vincenzo Esposito Vinzi and published by Springer Science & Business Media. This book was released on 2010-03-10 with total page 791 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook provides a comprehensive overview of Partial Least Squares (PLS) methods with specific reference to their use in marketing and with a discussion of the directions of current research and perspectives. It covers the broad area of PLS methods, from regression to structural equation modeling applications, software and interpretation of results. The handbook serves both as an introduction for those without prior knowledge of PLS and as a comprehensive reference for researchers and practitioners interested in the most recent advances in PLS methodology.

Handbook of Partial Least Squares

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Publisher : Springer
ISBN 13 : 9783662500439
Total Pages : 814 pages
Book Rating : 4.5/5 (4 download)

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Book Synopsis Handbook of Partial Least Squares by : Esposito Vinzi Vincenco

Download or read book Handbook of Partial Least Squares written by Esposito Vinzi Vincenco and published by Springer. This book was released on 2016-04-01 with total page 814 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook provides a comprehensive overview of Partial Least Squares (PLS) methods with specific reference to their use in marketing and with a discussion of the directions of current research and perspectives.

Partial Least Squares Structural Equation Modeling

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Publisher : Springer
ISBN 13 : 3319716913
Total Pages : 243 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Partial Least Squares Structural Equation Modeling by : Necmi K. Avkiran

Download or read book Partial Least Squares Structural Equation Modeling written by Necmi K. Avkiran and published by Springer. This book was released on 2018-02-16 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book pulls together robust practices in Partial Least Squares Structural Equation Modeling (PLS-SEM) from other disciplines and shows how they can be used in the area of Banking and Finance. In terms of empirical analysis techniques, Banking and Finance is a conservative discipline. As such, this book will raise awareness of the potential of PLS-SEM for application in various contexts. PLS-SEM is a non-parametric approach designed to maximize explained variance in latent constructs. Latent constructs are directly unobservable phenomena such as customer service quality and managerial competence. Explained variance refers to the extent we can predict, say, customer service quality, by examining other theoretically related latent constructs such as conduct of staff and communication skills. Examples of latent constructs at the microeconomic level include customer service quality, managerial effectiveness, perception of market leadership, etc.; macroeconomic-level latent constructs would be found in contagion of systemic risk from one financial sector to another, herd behavior among fund managers, risk tolerance in financial markets, etc. Behavioral Finance is bound to provide a wealth of opportunities for applying PLS-SEM. The book is designed to expose robust processes in application of PLS-SEM, including use of various software packages and codes, including R. PLS-SEM is already a popular tool in marketing and management information systems used to explain latent constructs. Until now, PLS-SEM has not enjoyed a wide acceptance in Banking and Finance. Based on recent research developments, this book represents the first collection of PLS-SEM applications in Banking and Finance. This book will serve as a reference book for those researchers keen on adopting PLS-SEM to explain latent constructs in Banking and Finance.

New Perspectives in Partial Least Squares and Related Methods

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Publisher : Springer Science & Business Media
ISBN 13 : 1461482836
Total Pages : 351 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis New Perspectives in Partial Least Squares and Related Methods by : Herve Abdi

Download or read book New Perspectives in Partial Least Squares and Related Methods written by Herve Abdi and published by Springer Science & Business Media. This book was released on 2013-10-17 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: New Perspectives in Partial Least Squares and Related Methods shares original, peer-reviewed research from presentations during the 2012 partial least squares methods meeting (PLS 2012). This was the 7th meeting in the series of PLS conferences and the first to take place in the USA. PLS is an abbreviation for Partial Least Squares and is also sometimes expanded as projection to latent structures. This is an approach for modeling relations between data matrices of different types of variables measured on the same set of objects. The twenty-two papers in this volume, which include three invited contributions from our keynote speakers, provide a comprehensive overview of the current state of the most advanced research related to PLS and related methods. Prominent scientists from around the world took part in PLS 2012 and their contributions covered the multiple dimensions of the partial least squares-based methods. These exciting theoretical developments ranged from partial least squares regression and correlation, component based path modeling to regularized regression and subspace visualization. In following the tradition of the six previous PLS meetings, these contributions also included a large variety of PLS approaches such as PLS metamodels, variable selection, sparse PLS regression, distance based PLS, significance vs. reliability, and non-linear PLS. Finally, these contributions applied PLS methods to data originating from the traditional econometric/economic data to genomics data, brain images, information systems, epidemiology, and chemical spectroscopy. Such a broad and comprehensive volume will also encourage new uses of PLS models in work by researchers and students in many fields.

Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R

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Publisher : Springer Nature
ISBN 13 : 3030805190
Total Pages : 208 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R by : Joseph F. Hair Jr.

Download or read book Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R written by Joseph F. Hair Jr. and published by Springer Nature. This book was released on 2021-11-03 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: Partial least squares structural equation modeling (PLS-SEM) has become a standard approach for analyzing complex inter-relationships between observed and latent variables. Researchers appreciate the many advantages of PLS-SEM such as the possibility to estimate very complex models and the method’s flexibility in terms of data requirements and measurement specification. This practical open access guide provides a step-by-step treatment of the major choices in analyzing PLS path models using R, a free software environment for statistical computing, which runs on Windows, macOS, and UNIX computer platforms. Adopting the R software’s SEMinR package, which brings a friendly syntax to creating and estimating structural equation models, each chapter offers a concise overview of relevant topics and metrics, followed by an in-depth description of a case study. Simple instructions give readers the “how-tos” of using SEMinR to obtain solutions and document their results. Rules of thumb in every chapter provide guidance on best practices in the application and interpretation of PLS-SEM.

Handbook of Market Research

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Publisher : Springer
ISBN 13 : 9783319574110
Total Pages : 0 pages
Book Rating : 4.5/5 (741 download)

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Book Synopsis Handbook of Market Research by : Christian Homburg

Download or read book Handbook of Market Research written by Christian Homburg and published by Springer. This book was released on 2021-12-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this handbook, internationally renowned scholars outline the current state-of-the-art of quantitative and qualitative market research. They discuss focal approaches to market research and guide students and practitioners in their real-life applications. Aspects covered include topics on data-related issues, methods, and applications. Data-related topics comprise chapters on experimental design, survey research methods, international market research, panel data fusion, and endogeneity. Method-oriented chapters look at a wide variety of data analysis methods relevant for market research, including chapters on regression, structural equation modeling (SEM), conjoint analysis, and text analysis. Application chapters focus on specific topics relevant for market research such as customer satisfaction, customer retention modeling, return on marketing, and return on price promotions. Each chapter is written by an expert in the field. The presentation of the material seeks to improve the intuitive and technical understanding of the methods covered.

Chemometric Methods in Molecular Design, Volume 2

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Publisher : Wiley-VCH
ISBN 13 :
Total Pages : 388 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Chemometric Methods in Molecular Design, Volume 2 by : Han van de Waterbeemd

Download or read book Chemometric Methods in Molecular Design, Volume 2 written by Han van de Waterbeemd and published by Wiley-VCH. This book was released on 1995-02-22 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: Edited by R. Mannhold, P. Krogsgaard-Larsen, H. Timmerman Chemometric Methods in Molecular Design Edited by Han van de Waterbeemd Volume 2 The statistical analysis of experimental and theoretical data lies at the heart of modern drug design. This practice-oriented handbook is a comprehensive account of modern chemometric methods in molecular design. It presents strategies for making more rational choices in the planning of syntheses, and describes techniques for analyzing biological and chemical data. Written by the world's experts, it provides in-depth information on molecular concepts experimental design in the planning of syntheses multivariate analysis of chemical and biological data statistical validation of QSAR results An additional benefit: the book contains a critical survey of commercially available software packages both for statistical analysis as well as for special applications. Industrial and academic researches in medicinal chemistry and organic chemistry will value this book as a useful source of information for their daily work. Also available: Advanced Computer-Assisted Techniques in Drug Discovery, edited by H. van de Waterbeemd.

Liste dererjenigen Jauner und Diebe, welche von denen zu Weinsperg ... in Inquisition gezogenen und ... 1756 allda justificirten beeden Delinquenten ... Johann Michael Schlag ... und Johann Adam Fröhlich, angegeben und beschrieben worden seynd

Download Liste dererjenigen Jauner und Diebe, welche von denen zu Weinsperg ... in Inquisition gezogenen und ... 1756 allda justificirten beeden Delinquenten ... Johann Michael Schlag ... und Johann Adam Fröhlich, angegeben und beschrieben worden seynd PDF Online Free

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (311 download)

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Book Synopsis Liste dererjenigen Jauner und Diebe, welche von denen zu Weinsperg ... in Inquisition gezogenen und ... 1756 allda justificirten beeden Delinquenten ... Johann Michael Schlag ... und Johann Adam Fröhlich, angegeben und beschrieben worden seynd by :

Download or read book Liste dererjenigen Jauner und Diebe, welche von denen zu Weinsperg ... in Inquisition gezogenen und ... 1756 allda justificirten beeden Delinquenten ... Johann Michael Schlag ... und Johann Adam Fröhlich, angegeben und beschrieben worden seynd written by and published by . This book was released on 1756 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Chinmedomics

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Publisher : Academic Press
ISBN 13 : 0128031182
Total Pages : 408 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Chinmedomics by : Xijun Wang

Download or read book Chinmedomics written by Xijun Wang and published by Academic Press. This book was released on 2015-07-15 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: Chinmedomics: The Integration of Serum Pharmacochemistry and Metabolomics to Elucidate the Scientific Value of Traditional Chinese Medicine uses new experimental techniques and research to open doors in drug discovery and development related to traditional Chinese medicine (TCM). This book features a unique approach that combines chemometric analysis with metabolomics studies to illuminate significant changes that have occurred in syndrome states while simultaneously analyzing the efficacy of chemical ingredients in herbal medicines. Chapters provide cutting-edge information on traditional medicine, analytical technology, natural products, metabolomics, bioinformatics and their applications. This book provides a valuable resource for pharmacologists, pharmaceutical scientists, medicinal plant researchers, pharmacognosists and chemists working with TCM and highlights ways to further research and advances in this area in the future. Presents a practical guide for new practitioners of Chinmedomics with insights on the current use and future development of this method Each chapter includes an introduction, method, references to the latest literature, possible mechanisms of action and applications Edited by the leading experts of research related to Chinmedomics

Advanced Methods for Modeling Markets

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Publisher : Springer
ISBN 13 : 3319534696
Total Pages : 725 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Advanced Methods for Modeling Markets by : Peter S. H. Leeflang

Download or read book Advanced Methods for Modeling Markets written by Peter S. H. Leeflang and published by Springer. This book was released on 2017-08-29 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents advanced techniques to modeling markets, with a wide spectrum of topics, including advanced individual demand models, time series analysis, state space models, spatial models, structural models, mediation, models that specify competition and diffusion models. It is intended as a follow-on and companion to Modeling Markets (2015), in which the authors presented the basics of modeling markets along the classical steps of the model building process: specification, data collection, estimation, validation and implementation. This volume builds on the concepts presented in Modeling Markets with an emphasis on advanced methods that are used to specify, estimate and validate marketing models, including structural equation models, partial least squares, mixture models, and hidden Markov models, as well as generalized methods of moments, Bayesian analysis, non/semi-parametric estimation and endogeneity issues. Specific attention is given to big data. The market environment is changing rapidly and constantly. Models that provide information about the sensitivity of market behavior to marketing activities such as advertising, pricing, promotions and distribution are now routinely used by managers for the identification of changes in marketing programs that can improve brand performance. In today’s environment of information overload, the challenge is to make sense of the data that is being provided globally, in real time, from thousands of sources. Although marketing models are now widely accepted, the quality of the marketing decisions is critically dependent upon the quality of the models on which those decisions are based. This volume provides an authoritative and comprehensive review, with each chapter including: · an introduction to the method/methodology · a numerical example/application in marketing · references to other marketing applications · suggestions about software. Featuring contributions from top authors in the field, this volume will explore current and future aspects of modeling markets, providing relevant and timely research and techniques to scientists, researchers, students, academics and practitioners in marketing, management and economics.

Experiments with Mixtures

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Publisher : John Wiley & Sons
ISBN 13 : 111815049X
Total Pages : 682 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Experiments with Mixtures by : John A. Cornell

Download or read book Experiments with Mixtures written by John A. Cornell and published by John Wiley & Sons. This book was released on 2011-09-20 with total page 682 pages. Available in PDF, EPUB and Kindle. Book excerpt: The most comprehensive, single-volume guide to conductingexperiments with mixtures "If one is involved, or heavily interested, in experiments onmixtures of ingredients, one must obtain this book. It is, as wasthe first edition, the definitive work." -Short Book Reviews (Publication of the International StatisticalInstitute) "The text contains many examples with worked solutions and with itsextensive coverage of the subject matter will prove invaluable tothose in the industrial and educational sectors whose work involvesthe design and analysis of mixture experiments." -Journal of the Royal Statistical Society "The author has done a great job in presenting the vitalinformation on experiments with mixtures in a lucid and readablestyle. . . . A very informative, interesting, and useful book on animportant statistical topic." -Zentralblatt fur Mathematik und Ihre Grenzgebiete Experiments with Mixtures shows researchers and students how todesign and set up mixture experiments, then analyze the data anddraw inferences from the results. Virtually every technique thathas appeared in the literature of mixtures can be found here, andcomputing formulas for each method are provided with completelyworked examples. Almost all of the numerical examples are takenfrom real experiments. Coverage begins with Scheffe latticedesigns, introducing the use of independent variables, and endswith the most current methods. New material includes: * Multiple response cases * Residuals and least-squares estimates * Categories of components: Mixtures of mixtures * Fixed as well as variable values for the major componentproportions * Leverage and the Hat Matrix * Fitting a slack-variable model * Estimating components of variances in a mixed model using ANOVAtable entries * Clarification of blocking mates and choice of mates * Optimizing several responses simultaneously * Biplots for multiple responses

Handbook of Chemometrics and Qualimetrics

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Author :
Publisher : Elsevier
ISBN 13 : 0080887031
Total Pages : 729 pages
Book Rating : 4.0/5 (88 download)

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Book Synopsis Handbook of Chemometrics and Qualimetrics by :

Download or read book Handbook of Chemometrics and Qualimetrics written by and published by Elsevier. This book was released on 1998-12-04 with total page 729 pages. Available in PDF, EPUB and Kindle. Book excerpt: