Multiblock Data Fusion In Statistics And Machine Learning
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Multiblock Data Fusion In Statistics And Machine Learning
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Author : Age K. Smilde
language : en
Publisher: John Wiley & Sons
Release Date : 2022-05-02
Multiblock Data Fusion In Statistics And Machine Learning written by Age K. Smilde 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 2022-05-02 with Science categories.
Multiblock Data Fusion in Statistics and Machine Learning Explore the advantages and shortcomings of various forms of multiblock analysis, and the relationships between them, with this expert guide Arising out of fusion problems that exist in a variety of fields in the natural and life sciences, the methods available to fuse multiple data sets have expanded dramatically in recent years. Older methods, rooted in psychometrics and chemometrics, also exist. Multiblock Data Fusion in Statistics and Machine Learning: Applications in the Natural and Life Sciences is a detailed overview of all relevant multiblock data analysis methods for fusing multiple data sets. It focuses on methods based on components and latent variables, including both well-known and lesser-known methods with potential applications in different types of problems. Many of the included methods are illustrated by practical examples and are accompanied by a freely available R-package. The distinguished authors have created an accessible and useful guide to help readers fuse data, develop new data fusion models, discover how the involved algorithms and models work, and understand the advantages and shortcomings of various approaches. This book includes: A thorough introduction to the different options available for the fusion of multiple data sets, including methods originating in psychometrics and chemometrics Practical discussions of well-known and lesser-known methods with applications in a wide variety of data problems Included, functional R-code for the application of many of the discussed methods Perfect for graduate students studying data analysis in the context of the natural and life sciences, including bioinformatics, sensometrics, and chemometrics, Multiblock Data Fusion in Statistics and Machine Learning: Applications in the Natural and Life Sciences is also an indispensable resource for developers and users of the results of multiblock methods.
Multiblock Data Fusion In Statistics And Machine Learning
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Author : Age K. Smilde
language : en
Publisher: John Wiley & Sons
Release Date : 2022-05-03
Multiblock Data Fusion In Statistics And Machine Learning written by Age K. Smilde 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 2022-05-03 with Science categories.
Multiblock Data Fusion in Statistics and Machine Learning Explore the advantages and shortcomings of various forms of multiblock analysis, and the relationships between them, with this expert guide Arising out of fusion problems that exist in a variety of fields in the natural and life sciences, the methods available to fuse multiple data sets have expanded dramatically in recent years. Older methods, rooted in psychometrics and chemometrics, also exist. Multiblock Data Fusion in Statistics and Machine Learning: Applications in the Natural and Life Sciences is a detailed overview of all relevant multiblock data analysis methods for fusing multiple data sets. It focuses on methods based on components and latent variables, including both well-known and lesser-known methods with potential applications in different types of problems. Many of the included methods are illustrated by practical examples and are accompanied by a freely available R-package. The distinguished authors have created an accessible and useful guide to help readers fuse data, develop new data fusion models, discover how the involved algorithms and models work, and understand the advantages and shortcomings of various approaches. This book includes: A thorough introduction to the different options available for the fusion of multiple data sets, including methods originating in psychometrics and chemometrics Practical discussions of well-known and lesser-known methods with applications in a wide variety of data problems Included, functional R-code for the application of many of the discussed methods Perfect for graduate students studying data analysis in the context of the natural and life sciences, including bioinformatics, sensometrics, and chemometrics, Multiblock Data Fusion in Statistics and Machine Learning: Applications in the Natural and Life Sciences is also an indispensable resource for developers and users of the results of multiblock methods.
Advances In Methods And Tools For Multi Omics Data Analysis
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Author : Ornella Cominetti
language : en
Publisher: Frontiers Media SA
Release Date : 2023-05-12
Advances In Methods And Tools For Multi Omics Data Analysis written by Ornella Cominetti and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-12 with Science categories.
Fundamentals And Applications Of Multiway Data Analysis
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Author : Alejandro Olivieri
language : en
Publisher: Elsevier
Release Date : 2024-01-19
Fundamentals And Applications Of Multiway Data Analysis written by Alejandro Olivieri and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-19 with Technology & Engineering categories.
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
Data Fusion And Data Mining For Power System Monitoring
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Author : Arturo Román Messina
language : en
Publisher: CRC Press
Release Date : 2020-06-03
Data Fusion And Data Mining For Power System Monitoring written by Arturo Román Messina and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-03 with Mathematics categories.
Data Fusion and Data Mining for Power System Monitoring provides a comprehensive treatment of advanced data fusion and data mining techniques for power system monitoring with focus on use of synchronized phasor networks. Relevant statistical data mining techniques are given, and efficient methods to cluster and visualize data collected from multiple sensors are discussed. Both linear and nonlinear data-driven mining and fusion techniques are reviewed, with emphasis on the analysis and visualization of massive distributed data sets. Challenges involved in realistic monitoring, visualization, and analysis of observation data from actual events are also emphasized, supported by examples of relevant applications. Features Focuses on systematic illustration of data mining and fusion in power systems Covers issues of standards used in the power industry for data mining and data analytics Applications to a wide range of power networks are provided including distribution and transmission networks Provides holistic approach to the problem of data mining and data fusion using cutting-edge methodologies and technologies Includes applications to massive spatiotemporal data from simulations and actual events
Omics Technologies Toward Systems Biology
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Author : Fatemeh Maghuly
language : en
Publisher: Frontiers Media SA
Release Date : 2022-01-24
Omics Technologies Toward Systems Biology written by Fatemeh Maghuly and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-24 with Science categories.
Metabolomics Perspectives For Clinical Medicine Volume Ii
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Author : Danuta Dudzik
language : en
Publisher: Frontiers Media SA
Release Date : 2025-03-26
Metabolomics Perspectives For Clinical Medicine Volume Ii written by Danuta Dudzik and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-26 with Science categories.
Given the success of Volume I of this Research Topic, and how rapid the subject area is evolving, we are pleased to announce the launch of Metabolomics Perspectives for Clinical Medicine Volume II. The application of untargeted and semi-targeted mass spectrometry-based metabolomics workflows empowers new breakthroughs in clinical medicine. Advanced state-of-the-art analytical approaches are capable of resolving, detecting and identifying metabolites in complex biological samples as required for the characterization of the human metabolome. Metabolic phenotyping provides mechanistic insights into human diseases that are closely associated with clinical outcomes, and personalized responses to drug therapies, complementary to genome, transcriptome, proteome, and microbiome studies. Therefore, metabolomics offers a holistic assessment of underlying biological processes and environmental exposures, and brings meaningful insights about human health on an individual level. In such a context, metabolomics promises new advances in biomarker discovery when applied for improved screening, diagnosis, and treatment monitoring of human diseases. Clinical metabolomics holds great promise to improve our understanding of the physiological and pathophysiological changes underlying diseases of complex etiology. Aberrant metabolism and deleterious exposures represent real-world indicators of human health and provide a powerful approach for the identification of biomarkers that enable early detection and prevention of human diseases. Furthermore, metabolomics research enables the discovery of novel therapeutic targets, assess complex dietary patterns in large populations, and unravel more effective therapeutic interventions that predict treatment responses in support of personalized medicine.
Chemometrics And Numerical Methods In Libs
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Author : Vincenzo Palleschi
language : en
Publisher: John Wiley & Sons
Release Date : 2022-10-17
Chemometrics And Numerical Methods In Libs written by Vincenzo Palleschi 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 2022-10-17 with Science categories.
Chemometrics and Numerical Methods in LIBS A practical guide to the application of chemometric methods to solve qualitative and quantitative problems in LIBS analyses Chemometrics and Numerical Methods in LIBS, delivers an authoritative and practical exploration of the use of advanced chemometric methods to laser-induced breakdown spectroscopy (LIBS) cases. The book discusses the fundamentals of chemometrics before moving on to solutions that can be applied to data analysis methods. It is a concise guide designed to help readers at all levels of knowledge solve commonly encountered problems in the field. The book includes three sections: LIBS information simplification, LIBS classification, and quantitative analysis by LIBS. Each section of the book is divided into a description of relevant techniques and practical examples of its applications. Contributors to this edited volume are the most recognized international experts on the chemometric techniques relevant to LIBS analysis. Chemometrics and Numerical Methods in LIBS also includes: A thorough introduction to the simplification of LIBS information, including principal component analysis, independent component analysis, and parallel factor analysis Comprehensive explorations of classification by LIBS, including spectral angle mapping, linear discriminant analysis, graph clustering, self-organizing maps, and artifical neural networks Practical discussions of linear methods for quantitative analysis by LIBS, including calibration curves, partial least squares regression, and limit of detection In-depth examinations of multivariate analysis and non-linear methods, including calibration-free LIBS, the non-linear Kalman filter, artificial and convolutional neural networks for quantification Relevant for researchers and PhD students seeking practical information on the application of advanced statistical methods to the analysis of LIBS spectra, Chemometrics and Numerical Methods in LIBS will also earn a place in the libraries of students taking courses involving LIBS spectro-analytical techniques
Handbook Of Biomarkers And Precision Medicine
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Author : Claudio Carini
language : en
Publisher: CRC Press
Release Date : 2019-04-16
Handbook Of Biomarkers And Precision Medicine written by Claudio Carini and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-16 with Medical categories.
"The field of Biomarkers and Precision Medicine in drug development is rapidly evolving and this book presents a snapshot of exciting new approaches. By presenting a wide range of biomarker applications, discussed by knowledgeable and experienced scientists, readers will develop an appreciation of the scope and breadth of biomarker knowledge and find examples that will help them in their own work." -Maria Freire, Foundation for the National Institutes of Health Handbook of Biomarkers and Precision Medicine provides comprehensive insights into biomarker discovery and development which has driven the new era of Precision Medicine. A wide variety of renowned experts from government, academia, teaching hospitals, biotechnology and pharmaceutical companies share best practices, examples and exciting new developments. The handbook aims to provide in-depth knowledge to research scientists, students and decision makers engaged in Biomarker and Precision Medicine-centric drug development. Features: Detailed insights into biomarker discovery, validation and diagnostic development with implementation strategies Lessons-learned from successful Precision Medicine case studies A variety of exciting and emerging biomarker technologies The next frontiers and future challenges of biomarkers in Precision Medicine Claudio Carini, Mark Fidock and Alain van Gool are internationally recognized as scientific leaders in Biomarkers and Precision Medicine. They have worked for decades in academia and pharmaceutical industry in EU, USA and Asia. Currently, Dr. Carini is Honorary Faculty at Kings’s College School of Medicine, London, UK. Dr. Fidock is Vice President of Precision Medicine Laboratories at AstraZeneca, Cambridge, UK. Prof.dr. van Gool is Head Translational Metabolic Laboratory at Radboud university medical school, Nijmegen, NL.
Multi Way Analysis
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Author : Age K. Smilde
language : en
Publisher: John Wiley & Sons
Release Date : 2004-10-15
Multi Way Analysis written by Age K. Smilde 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 2004-10-15 with Science categories.
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.