Multiway Data Analysis

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Applied Multiway Data Analysis

Author : Pieter M. Kroonenberg
Publisher : John Wiley & Sons
ISBN 13 : 0470237996
Total Pages : 614 pages
Book Rating : 4.4/5 (72 download)

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Book Synopsis Applied Multiway Data Analysis by : Pieter M. Kroonenberg

Download or read book Applied Multiway Data Analysis written by Pieter M. Kroonenberg and published by John Wiley & Sons. This book was released on 2008-02-25 with total page 614 pages. Available in PDF, EPUB and Kindle. Book excerpt: From a preeminent authority—a modern and applied treatment of multiway data analysis This groundbreaking book is the first of its kind to present methods for analyzing multiway data by applying multiway component techniques. Multiway analysis is a specialized branch of the larger field of multivariate statistics that extends the standard methods for two-way data, such as component analysis, factor analysis, cluster analysis, correspondence analysis, and multidimensional scaling to multiway data. Applied Multiway Data Analysis presents a unique, thorough, and authoritative treatment of this relatively new and emerging approach to data analysis that is applicable across a range of fields, from the social and behavioral sciences to agriculture, environmental sciences, and chemistry. General introductions to multiway data types, methods, and estimation procedures are provided in addition to detailed explanations and advice for readers who would like to learn more about applying multiway methods. Using carefully laid out examples and engaging applications, the book begins with an introductory chapter that serves as a general overview of multiway analysis, including the types of problems it can address. Next, the process of setting up, carrying out, and evaluating multiway analyses is discussed along with commonly encountered issues, such as preprocessing, missing data, model and dimensionality selection, postprocessing, and transformation, as well as robustness and stability issues. Extensive examples are presented within a unified framework consisting of a five-step structure: objectives; data description and design; model and dimensionality selection; results and their interpretation; and validation. Procedures featured in the book are conducted using 3WayPack, which is software developed by the author, and analyses can also be carried out within the R and MATLAB systems. Several data sets and 3WayPack can be downloaded via the book's related Web site. The author presents the material in a clear, accessible style without unnecessary or complex formalism, assuring a smooth transition from well-known standard two-analysis to multiway analysis for readers from a wide range of backgrounds. An understanding of linear algebra, statistics, and principal component analyses and related techniques is assumed, though the author makes an effort to keep the presentation at a conceptual, rather than mathematical, level wherever possible. Applied Multiway Data Analysis is an excellent supplement for component analysis and statistical multivariate analysis courses at the upper-undergraduate and beginning graduate levels. The book can also serve as a primary reference for statisticians, data analysts, methodologists, applied mathematicians, and social science researchers working in academia or industry. Visit the Related Website: http://three-mode.leidenuniv.nl/, to view data from the book.

Multiway Data Analysis

Author : R. Coppi
Publisher : North Holland
ISBN 13 :
Total Pages : 576 pages
Book Rating : 4.:/5 (44 download)

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Book Synopsis Multiway Data Analysis by : R. Coppi

Download or read book Multiway Data Analysis written by R. Coppi and published by North Holland. This book was released on 1989 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book collects together 45 papers covering various aspects of the analysis of multiway data arrays. Mathematical properties of three-way and multiway arrays are investigated and their utilization for the statistical interpretation of complex data sets is emphasized. The volume is divided into 5 chapters. A specific introduction to each chapter has been prepared by the Editorial Board. Different methods of analysis are considered including: longitudinal and multimode factor analysis, generalized canonical analysis, multidimensional scaling, multiway classification techniques, model based approaches. The reader can find many original contributions to this area, as well as interesting applications in several fields of research such as psychology, economics, sociology and bio-medicine.

Multiway Data Analysis Complete Self-Assessment Guide

Author : Gerardus Blokdyk
Publisher : 5starcooks
ISBN 13 : 9780655180661
Total Pages : 128 pages
Book Rating : 4.1/5 (86 download)

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Book Synopsis Multiway Data Analysis Complete Self-Assessment Guide by : Gerardus Blokdyk

Download or read book Multiway Data Analysis Complete Self-Assessment Guide written by Gerardus Blokdyk and published by 5starcooks. This book was released on 2018-04-16 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt: Is Multiway data analysis currently on schedule according to the plan? Have you identified your Multiway data analysis key performance indicators? What are the key elements of your Multiway data analysis performance improvement system, including your evaluation, organizational learning, and innovation processes? Is there a recommended audit plan for routine surveillance inspections of Multiway data analysis's gains? Are there recognized Multiway data analysis problems? This easy Multiway data analysis self-assessment will make you the reliable Multiway data analysis domain leader by revealing just what you need to know to be fluent and ready for any Multiway data analysis challenge. How do I reduce the effort in the Multiway data analysis work to be done to get problems solved? How can I ensure that plans of action include every Multiway data analysis task and that every Multiway data analysis outcome is in place? How will I save time investigating strategic and tactical options and ensuring Multiway data analysis costs are low? How can I deliver tailored Multiway data analysis advice instantly with structured going-forward plans? There's no better guide through these mind-expanding questions than acclaimed best-selling author Gerard Blokdyk. Blokdyk ensures all Multiway data analysis essentials are covered, from every angle: the Multiway data analysis self-assessment shows succinctly and clearly that what needs to be clarified to organize the required activities and processes so that Multiway data analysis outcomes are achieved. Contains extensive criteria grounded in past and current successful projects and activities by experienced Multiway data analysis practitioners. Their mastery, combined with the easy elegance of the self-assessment, provides its superior value to you in knowing how to ensure the outcome of any efforts in Multiway data analysis are maximized with professional results. Your purchase includes access details to the Multiway data analysis self-assessment dashboard download which gives you your dynamically prioritized projects-ready tool and shows you exactly what to do next. Your exclusive instant access details can be found in your book.

Applied Multiway Data Analysis

Author : Robt Rathman
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781973729952
Total Pages : 434 pages
Book Rating : 4.7/5 (299 download)

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Book Synopsis Applied Multiway Data Analysis by : Robt Rathman

Download or read book Applied Multiway Data Analysis written by Robt Rathman and published by Createspace Independent Publishing Platform. This book was released on 2017-05-03 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: This groundbreaking book is the first of its kind to present methods for analyzing multiway data by applying multiway component techniques. Multiway analysis is a specialized branch of the larger field of multivariate statistics that extends the standard methods for two-way data, such as component analysis, factor analysis, cluster analysis, correspondence analysis, and multidimensional scaling to multiway data. Applied Multiway Data Analysis presents a unique, thorough, and authoritative treatment of this relatively new and emerging approach to data analysis that is applicable across a range of fields, from the social and behavioral sciences to agriculture, environmental sciences, and chemistry.

Applied Multiway Data Analysis

Author : Chester Sanchez
Publisher :
ISBN 13 : 9781975792107
Total Pages : 434 pages
Book Rating : 4.7/5 (921 download)

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Book Synopsis Applied Multiway Data Analysis by : Chester Sanchez

Download or read book Applied Multiway Data Analysis written by Chester Sanchez and published by . This book was released on 2017-05-15 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: This groundbreaking book is the first of its kind to present methods for analyzing multiway data by applying multiway component techniques. Multiway analysis is a specialized branch of the larger field of multivariate statistics that extends the standard methods for two-way data, such as component analysis, factor analysis, cluster analysis, correspondence analysis, and multidimensional scaling to multiway data. Applied Multiway Data Analysis presents a unique, thorough, and authoritative treatment of this relatively new and emerging approach to data analysis that is applicable across a range of fields, from the social and behavioral sciences to agriculture, environmental sciences, and chemistry.

Fundamentals and Applications of Multiway Data Analysis

Author : Alejandro Olivieri
Publisher : Elsevier
ISBN 13 : 0443132623
Total Pages : 710 pages
Book Rating : 4.4/5 (431 download)

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Book Synopsis Fundamentals and Applications of Multiway Data Analysis by : Alejandro Olivieri

Download or read book Fundamentals and Applications of Multiway Data Analysis written by Alejandro Olivieri and published by Elsevier. This book was released on 2024-01-19 with total page 710 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fundamentals and Applications of Multiway Data Analysis provides comprehensive coverage of the main aspects of multiway analysis, including selected applications that can resolve complex analytical chemistry problems. This book follows on from Fundamentals and Analytical Applications of Multiway Calibration, (2015) by addressing new theoretical analysis and applications on subjects beyond multiway calibration and devoted to the analysis of multiway data for other purposes. Specifically, this new volume presents researchers a set of effective tools they can use to obtain the maximum information from instrumental data. This book includes the most advanced techniques, methods and algorithms related to multiway modelling for solving calibration and classification tasks, and the way they can be applied. This book collects contributions from a selected number of well-known and active chemometric research groups across the world, each covering one or more subjects where their expertise is recognized and appreciated. Includes chapters written by renowned international authors, all currently active in the subject field Presents coverage of all the main aspects of multi-way analytical data analysis, concerning the two main areas of interest: data generation and algorithmic models for data processing Provides up-to-date material with reference to current literature on the subject

Special Issue on Multiway Data Analysis

Author :
Publisher :
ISBN 13 :
Total Pages : 200 pages
Book Rating : 4.:/5 (355 download)

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Book Synopsis Special Issue on Multiway Data Analysis by :

Download or read book Special Issue on Multiway Data Analysis written by and published by . This book was released on 1994 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Special Issue on Multiway Data Analysis

Author : Agostino Di Ciaccio
Publisher :
ISBN 13 :
Total Pages : 200 pages
Book Rating : 4.:/5 (312 download)

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Book Synopsis Special Issue on Multiway Data Analysis by : Agostino Di Ciaccio

Download or read book Special Issue on Multiway Data Analysis written by Agostino Di Ciaccio and published by . This book was released on 1994 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Design of Video Quality Metrics with Multi-Way Data Analysis

Author : Christian Keimel
Publisher : Springer
ISBN 13 : 981100269X
Total Pages : 245 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Design of Video Quality Metrics with Multi-Way Data Analysis by : Christian Keimel

Download or read book Design of Video Quality Metrics with Multi-Way Data Analysis written by Christian Keimel and published by Springer. This book was released on 2015-12-29 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book proposes a data-driven methodology using multi-way data analysis for the design of video-quality metrics. It also enables video- quality metrics to be created using arbitrary features. This data- driven design approach not only requires no detailed knowledge of the human visual system, but also allows a proper consideration of the temporal nature of video using a three-way prediction model, corresponding to the three-way structure of video. Using two simple example metrics, the author demonstrates not only that this purely data- driven approach outperforms state-of-the-art video-quality metrics, which are often optimized for specific properties of the human visual system, but also that multi-way data analysis methods outperform the combination of two-way data analysis methods and temporal pooling.

Multiway data analysis Complete Self-Assessment Guide

Author : Gerardus Blokdyk
Publisher :
ISBN 13 : 9780655130666
Total Pages : 0 pages
Book Rating : 4.1/5 (36 download)

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Book Synopsis Multiway data analysis Complete Self-Assessment Guide by : Gerardus Blokdyk

Download or read book Multiway data analysis Complete Self-Assessment Guide written by Gerardus Blokdyk and published by . This book was released on with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Nonlinear Canonical Correlation Analysis of Multiway Data

Author : Eeke van der Burg
Publisher :
ISBN 13 :
Total Pages : 19 pages
Book Rating : 4.:/5 (648 download)

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Book Synopsis Nonlinear Canonical Correlation Analysis of Multiway Data by : Eeke van der Burg

Download or read book Nonlinear Canonical Correlation Analysis of Multiway Data written by Eeke van der Burg and published by . This book was released on 1988 with total page 19 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Multi-way Analysis

Author : Age Smilde
Publisher : John Wiley & Sons
ISBN 13 : 0470012102
Total Pages : 396 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Multi-way Analysis by : Age Smilde

Download or read book Multi-way Analysis written by Age Smilde and published by John Wiley & Sons. This book was released on 2005-06-10 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an introduction to the field of multi-way analysis for chemists and chemometricians. Its emphasis is on the ideas behind the method and its pratical applications. Sufficient mathematical background is given to provide a solid understanding of the ideas behind the method. There are currently no other books on the market which deal with this method from the viewpoint of its applications in chemistry. Applicable in many areas of chemistry. No comparable volume currently available. The field is becoming increasingly important.

Multiway Contingency Tables Analysis for the Social Sciences

Author : Thomas D. Wickens
Publisher : Psychology Press
ISBN 13 : 1317784782
Total Pages : 414 pages
Book Rating : 4.3/5 (177 download)

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Book Synopsis Multiway Contingency Tables Analysis for the Social Sciences by : Thomas D. Wickens

Download or read book Multiway Contingency Tables Analysis for the Social Sciences written by Thomas D. Wickens and published by Psychology Press. This book was released on 2014-02-25 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the principles and techniques needed to analyze data that form a multiway contingency table. Wickens discusses the description of association in such data using log-linear and log-multiplicative models and defines how the presence of association is tested using hypotheses of independence and quasi-independence. The application of the procedures to real data is then detailed. This volume does not presuppose prior experience or knowledge of statistics beyond basic courses in fundamentals of probability and statistical inference. It serves as an ideal reference for professionals or as a textbook for graduate or advanced undergraduate students involved in statistics in the social sciences.

Chemometrics and Data Analysis in Chromatography

Author : Vu Dang Hoang
Publisher :
ISBN 13 : 1789238358
Total Pages : 118 pages
Book Rating : 4.7/5 (892 download)

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Book Synopsis Chemometrics and Data Analysis in Chromatography by : Vu Dang Hoang

Download or read book Chemometrics and Data Analysis in Chromatography written by Vu Dang Hoang and published by . This book was released on 2019-03-20 with total page 118 pages. Available in PDF, EPUB and Kindle. Book excerpt: Chromatography approaches are widely used in various life science applications. Since its invention by the Russian botanist Mikhail S. Tsvet in 1901, chromatography has increasingly developed into an invaluable laboratory tool for the separation and identification of chemical components. It outperforms older techniques (such as crystallization, solvent extraction, and distillation) by offering unequaled resolving power and the possibility of lowering detection limits to below nanogram levels. To further improve chromatographic methods, however, the use of chemometrics is advisable as an economical alternative to resolve any problematic situations in analysis. This book intends to provide the readers with an up-to-date application of chemometrics and data analysis to different types of chromatographic methods.

Multiway and Multiset Data Analysis

Author :
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (837 download)

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Book Synopsis Multiway and Multiset Data Analysis by :

Download or read book Multiway and Multiset Data Analysis written by and published by . This book was released on 2011 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Analysis of Multiway Tables

Author : Jose Ferreira de Carvalho
Publisher :
ISBN 13 :
Total Pages : 224 pages
Book Rating : 4.:/5 (192 download)

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Book Synopsis Data Analysis of Multiway Tables by : Jose Ferreira de Carvalho

Download or read book Data Analysis of Multiway Tables written by Jose Ferreira de Carvalho and published by . This book was released on 1977 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Fundamentals and Analytical Applications of Multiway Calibration

Author :
Publisher : Elsevier
ISBN 13 : 0444635378
Total Pages : 612 pages
Book Rating : 4.4/5 (446 download)

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Book Synopsis Fundamentals and Analytical Applications of Multiway Calibration by :

Download or read book Fundamentals and Analytical Applications of Multiway Calibration written by and published by Elsevier. This book was released on 2015-08-10 with total page 612 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fundamentals and Analytical Applications of Multi-Way Calibration presents researchers with a set of effective tools they can use to obtain the maximum information from instrumental data. It includes the most advanced techniques, methods, and algorithms related to multi-way calibration and the ways they can be applied to solve actual analytical problems. This book provides a comprehensive coverage of the main aspects of multi-way analysis, including fundamentals and selected applications of chemometrics that can resolve complex analytical chemistry problems through the use of multi-way calibration. Includes the most advanced techniques, methods, and algorithms related to multi-way calibration and the ways they can be applied to solve actual analytical problems Presents researchers with a set of effective tools they can use to obtain the maximum information from instrumental data Provides comprehensive coverage of the main aspects of multi-way analysis, including fundamentals and selected applications of chemometrics