Multi And Megavariate Data Analysis 1 Basic Principles And Applications
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Multi And Megavariate Data Analysis Basic Principles And Applications
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Author : L. Eriksson
language : en
Publisher: Umetrics Academy
Release Date : 2013-07-01
Multi And Megavariate Data Analysis Basic Principles And Applications written by L. Eriksson and has been published by Umetrics Academy this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-07-01 with Mathematics categories.
To understand the world around us, as well as ourselves, we need to measure many things, many variables, many properties of the systems and processes we investigate. Hence, data collected in science, technology, and almost everywhere else are multivariate, a data table with multiple variables measured on multiple observations (cases, samples, items, process time points, experiments). This book describes a remarkably simple minimalistic and practical approach to the analysis of data tables (multivariate data). The approach is based on projection methods, which are PCA (principal components analysis), and PLS (projection to latent structures) and the book shows how this works in science and technology for a wide variety of applications. In particular, it is shown how the great information content in well collected multivariate data can be expressed in terms of simple but illuminating plots, facilitating the understanding and interpretation of the data. The projection approach applies to a variety of data-analytical objectives, i.e., (i) summarizing and visualizing a data set, (ii) multivariate classification and discriminant analysis, and (iii) finding quantitative relationships among the variables. This works with any shape of data table, with many or few variables (columns), many or few observations (rows), and complete or incomplete data tables (missing data). In particular, projections handle data matrices with more variables than observations very well, and the data can be noisy and highly collinear. Authors: The five authors are all connected to the Umetrics company (www.umetrics.com) which has developed and sold software for multivariate analysis since 1987, as well as supports customers with training and consultations. Umetrics' customers include most large and medium sized companies in the pharmaceutical, biopharm, chemical, and semiconductor sectors.
Multi And Megavariate Data Analysis 1 Basic Principles And Applications
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Author : L. Eriksson
language : en
Publisher:
Release Date : 2006
Multi And Megavariate Data Analysis 1 Basic Principles And Applications written by L. Eriksson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with categories.
Multi And Megavariate Data Analysis
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Author :
language : en
Publisher:
Release Date : 2006
Multi And Megavariate Data Analysis written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with categories.
Multi And Megavariate Data Analysis
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Author : L. Eriksson
language : en
Publisher:
Release Date : 2001
Multi And Megavariate Data Analysis written by L. Eriksson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Multivariate analysis categories.
Multi And Megavariate Data Analysis
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Author :
language : en
Publisher:
Release Date : 2006
Multi And Megavariate Data Analysis written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with categories.
Data Wrangling
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Author : M. Niranjanamurthy
language : en
Publisher: John Wiley & Sons
Release Date : 2023-06-16
Data Wrangling written by M. Niranjanamurthy 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 2023-06-16 with Technology & Engineering categories.
DATA WRANGLING Written and edited by some of the world’s top experts in the field, this exciting new volume provides state-of-the-art research and latest technological breakthroughs in data wrangling, its theoretical concepts, practical applications, and tools for solving everyday problems. Data wrangling is the process of cleaning and unifying messy and complex data sets for easy access and analysis. This process typically includes manually converting and mapping data from one raw form into another format to allow for more convenient consumption and organization of the data. Data wrangling is increasingly ubiquitous at today’s top firms. Data cleaning focuses on removing inaccurate data from your data set whereas data wrangling focuses on transforming the data’s format, typically by converting “raw” data into another format more suitable for use. Data wrangling is a necessary component of any business. Data wrangling solutions are specifically designed and architected to handle diverse, complex data at any scale, including many applications, such as Datameer, Infogix, Paxata, Talend, Tamr, TMMData, and Trifacta. This book synthesizes the processes of data wrangling into a comprehensive overview, with a strong focus on recent and rapidly evolving agile analytic processes in data-driven enterprises, for businesses and other enterprises to use to find solutions for their everyday problems and practical applications. Whether for the veteran engineer, scientist, or other industry professional, this book is a must have for any library.
Multi And Megavariate Data Analysis
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Author : Lennart Eriksson
language : en
Publisher:
Release Date :
Multi And Megavariate Data Analysis written by Lennart Eriksson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
Fate And Effects Of Anticancer Drugs In The Environment
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Author : Ester Heath
language : en
Publisher: Springer Nature
Release Date : 2020-01-01
Fate And Effects Of Anticancer Drugs In The Environment written by Ester Heath and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-01 with Science categories.
The book provides current knowledge and research on the presence and effects of anticancer drug residues in the aqueous environment and covers all relevant aspects of the presence of these residues in wastewaters and natural aquatic systems, where numerous analogies between their pharmacokinetics and pharmacodynamics in humans and their effects in the environment can be drawn. This book comprises of 18 chapters and represents the combined work of leading scientists from different research institutions from across the globe. We present the state of the art in the field of anticancer drug residues in the aquatic environment while being cognizant of the many challenges that remain.
Calibration And Validation Of Analytical Methods
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Author : Mark Stauffer
language : en
Publisher: BoD – Books on Demand
Release Date : 2018-04-25
Calibration And Validation Of Analytical Methods written by Mark Stauffer and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-25 with Science categories.
This book seeks to introduce the reader to current methodologies in analytical calibration and validation. This collection of contributed research articles and reviews addresses current developments in the calibration of analytical methods and techniques and their subsequent validation. Section 1, "Introduction," contains the Introductory Chapter, a broad overview of analytical calibration and validation, and a brief synopsis of the following chapters. Section 2 "Calibration Approaches" presents five chapters covering calibration schemes for some modern analytical methods and techniques. The last chapter in this section provides a segue into Section 3, "Validation Approaches," which contains two chapters on validation procedures and parameters. This book is a valuable source of scientific information for anyone interested in analytical calibration and validation.
Metabolomics From Fundamentals To Clinical Applications
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Author : Alessandra Sussulini
language : en
Publisher: Springer
Release Date : 2017-01-28
Metabolomics From Fundamentals To Clinical Applications written by Alessandra Sussulini and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-01-28 with Science categories.
This book provides a comprehensive view of metabolomics, from the basic concepts, through sample preparation and analytical methodologies, to data interpretation and applications in medicine. It is the first volume to cover metabolomics clinical applications while also emphasizing analytical and statistical features. Moreover, future trends and perspectives in clinical metabolomics are also presented. For researches already experienced in metabolomics, the book will be useful as an updated definitive reference. For beginners in the field and graduate students, the book will provide detailed information about concepts and experimental aspects in metabolomics, as well as examples and perspectives of applications of this strategy to clinical questions.