Fundamentals And Analytical Applications Of Multiway Calibration
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Fundamentals and Analytical Applications of Multiway Calibration
- Author : Anonim
- Publisher : Elsevier
- Release Date : 2015-08-10
- Total pages : 618
- ISBN : 9780444635372
- File Size : 31,6 Mb
- Total Download : 677
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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
Food Safety and Preservation
- Author : Alexandru Mihai Grumezescu,Alina Maria Holban
- Publisher : Academic Press
- Release Date : 2018-04-18
- Total pages : 696
- ISBN : 9780128149577
- File Size : 30,7 Mb
- Total Download : 184
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Food Safety and Preservation: Modern Biological Approaches to Improving Consumer Health explores the most recent and investigated hot topics in food safety, microbial contamination, food-borne diseases and advanced preservation methods. It brings together the significant, evidence-based scientific progress of various approaches to improve the safety and quality of foods, also offering solutions to help address food industry challenges. Recent studies and technological advancements in biological control are presented to control foodborne pathogens. In addition, analytical methods for reducing potential biological hazards make this book essential to researchers, scientists, technologists and grad students. Covers all aspects of food contamination, from food degradation, to food-borne diseases Examines validated, biological control approaches to reduce microbial and chemical contamination Includes detailed discussions of risk and safety assessments in food preservation
Quantitative Psychology
- Author : Marie Wiberg,Steven Culpepper,Rianne Janssen,Jorge González,Dylan Molenaar
- Publisher : Springer
- Release Date : 2018-04-20
- Total pages : 416
- ISBN : 9783319772493
- File Size : 24,7 Mb
- Total Download : 527
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This proceedings book highlights the latest research and developments in psychometrics and statistics. Featuring contributions presented at the 82nd Annual Meeting of the Psychometric Society (IMPS), organized by the University of Zurich and held in Zurich, Switzerland from July 17 to 21, 2017, its 34 chapters address a diverse range of psychometric topics including item response theory, factor analysis, causal inference, Bayesian statistics, test equating, cognitive diagnostic models and multistage adaptive testing. The IMPS is one of the largest international meetings on quantitative measurement in psychology, education and the social sciences, attracting over 500 participants and 250 paper presentations from around the world every year. This book gathers the contributions of selected presenters, which were subsequently expanded and peer-reviewed.
Resolving Spectral Mixtures
- Author : Anonim
- Publisher : Elsevier
- Release Date : 2016-08-13
- Total pages : 674
- ISBN : 9780444636447
- File Size : 54,5 Mb
- Total Download : 657
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Resolving Spectral Mixtures: With Applications from Ultrafast Time-Resolved Spectroscopy to Superresolution Imaging offers a comprehensive look into the most important models and frameworks essential to resolving the spectral unmixing problem—from multivariate curve resolution and multi-way analysis to Bayesian positive source separation and nonlinear unmixing. Unravelling total spectral data into the contributions from individual unknown components with limited prior information is a complex problem that has attracted continuous interest for almost four decades. Spectral unmixing is a topic of interest in statistics, chemometrics, signal processing, and image analysis. For decades, researchers from these fields were often unaware of the work in other disciplines due to their different scientific and technical backgrounds and interest in different objects or samples. This led to the development of quite different approaches to solving the same problem. This multi-authored book will bridge the gap between disciplines with contributions from a number of well-known and strongly active chemometric and signal processing research groups. Among chemists, multivariate curve resolution methods are preferred to extract information about the nature, amount, and location in time (process) and space (imaging and microscopy) of chemical constituents in complex samples. In signal processing, assumptions are usually around statistical independence of the extracted components. However, the chapters include the complexity of the spectral data to be unmixed as well as dimensionality and size of the data sets. Advanced spectroscopy is the key thread linking the different chapters. Applications cover a large part of the electromagnetic spectrum. Time-resolution ranges from femtosecond to second in process spectroscopy and spatial resolution covers the submicronic to macroscopic scale in hyperspectral imaging. Demonstrates how and why data analysis, signal processing, and chemometrics are essential to the spectral unmixing problem Guides the reader through the fundamentals and details of the different methods Presents extensive plots, graphical representations, and illustrations to help readers understand the features of different techniques and to interpret results Bridges the gap between disciplines with contributions from a number of well-known and highly active chemometric and signal processing research groups
Microbial Biodegradation of Xenobiotic Compounds
- Author : Young-Cheol Chang
- Publisher : CRC Press
- Release Date : 2019-01-30
- Total pages : 242
- ISBN : 9781351721998
- File Size : 42,9 Mb
- Total Download : 653
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Microbial Biodegradation of Xenobiotic Compounds examines and collects the recent information on the bioremediation technologies around the world. This book focuses on methods to decrease pollutants created by anthropogenic activities, industrial activities, and agricultural activities. This book answers some of the questions about – how to reduce contaminants? And whether there is a possibility of converting these pollutants in to useful energy by advanced biotechnological methods? The book combines present obtainable data with the expert knowledge of researchers from all over the world covering different aspects of environmental biotechnology and microbiology. It covers basic concepts of bioremediation and various methods involved in the bioremediation process, and provides specific chapters on the role of different genes and enzymes involved in microbial bioremediation process. It also gives special attention to heavy metal bioremediation by microalgae and the mechanisms involved during the degradation process. Recent innovative technologies about converting toxic pollutants in to useful energy like bioplastics and electricity are also discussed by specialist authors. Various chapters address the bioremediation of pesticides in soil using microbial metabolites, and molecular aspects of biodegradation which cover topics including identification of novel genes through the metagenomic approach and bioremediation using fungal laccase enzymes.
Practical Three-Way Calibration
- Author : Alejandro Olivieri,Graciela M. Escandar
- Publisher : Elsevier
- Release Date : 2014-03-15
- Total pages : 330
- ISBN : 9780124104549
- File Size : 14,6 Mb
- Total Download : 976
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Practical Three-Way Calibration is an introductory-level guide to the complex field of analytical calibration with three-way instrumental data. With minimal use of mathematical/statistical expressions, it walks the reader through the analytical methodologies with helpful images and step-by-step explanations. Unlike other books on the subject, there is no need for prior programming experience and no need to learn programming languages. Easy-to-use graphical interfaces and intuitive descriptions of mathematical and statistical concepts make three-way calibration methodologies accessible to analytical chemists and scientists in a wide range of disciplines in industry and academia. Numerous detailed examples of slowly increasing complexity Exposure to several different data sets and techniques through figures and diagrams Computer program screenshots for easy learning without prior knowledge of programming languages Minimal use of mathematical/statistical expressions
Chemometrics and Data Analysis in Chromatography
- Author : Vu Dang Hoang
- Publisher : Unknown
- Release Date : 2019-03-20
- Total pages : 118
- ISBN : 9781789238358
- File Size : 21,6 Mb
- Total Download : 794
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Download Chemometrics and Data Analysis in Chromatography in PDF, Epub, and Kindle
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.
Comprehensive Chemometrics
- Author : Steven Brown,Roma Tauler,Beata Walczak
- Publisher : Elsevier
- Release Date : 2020-05-26
- Total pages : 2944
- ISBN : 9780444641663
- File Size : 37,7 Mb
- Total Download : 697
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Comprehensive Chemometrics, Second Edition features expanded and updated coverage, along with new content that covers advances in the field since the previous edition published in 2009. Subject of note include updates in the fields of multidimensional and megavariate data analysis, omics data analysis, big chemical and biochemical data analysis, data fusion and sparse methods. The book follows a similar structure to the previous edition, using the same section titles to frame articles. Many chapters from the previous edition are updated, but there are also many new chapters on the latest developments. Presents integrated reviews of each chemical and biological method, examining their merits and limitations through practical examples and extensive visuals Bridges a gap in knowledge, covering developments in the field since the first edition published in 2009 Meticulously organized, with articles split into 4 sections and 12 sub-sections on key topics to allow students, researchers and professionals to find relevant information quickly and easily Written by academics and practitioners from various fields and regions to ensure that the knowledge within is easily understood and applicable to a large audience Presents integrated reviews of each chemical and biological method, examining their merits and limitations through practical examples and extensive visuals Bridges a gap in knowledge, covering developments in the field since the first edition published in 2009 Meticulously organized, with articles split into 4 sections and 12 sub-sections on key topics to allow students, researchers and professionals to find relevant information quickly and easily Written by academics and practitioners from various fields and regions to ensure that the knowledge within is easily understood and applicable to a large audience
Laser-Induced Breakdown Spectroscopy in Biological, Forensic and Materials Sciences
- Author : Gábor Galbács
- Publisher : Springer Nature
- Release Date : 2022-12-13
- Total pages : 312
- ISBN : 9783031145025
- File Size : 9,6 Mb
- Total Download : 162
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This book offers a comprehensive overview of recent advances in the area of laser-induced breakdown spectroscopy (LIBS), focusing on its application to biological, forensic and materials sciences. LIBS, which was previously mainly used by physicists, chemists and in the industry, has now become a very useful tool with great potential in these other fields as well. LIBS has a unique set of characteristics including minimal destructiveness, remote sensing capabilities, potential portability, extremely high information content, trace analytical sensitivity and high throughput. With its content divided into two main parts, this book provides not only an introduction to the analytical capabilities and methodology, but also an overview of the results of recent applications in the above fields. The application-oriented, multidisciplinary approach of this work is also reflected in the diversity of the expert contributors. Given its breadth, this book will appeal to students, researchers and professionals interested in solving analytical/diagnostic/material characterization tasks with the application of LIBS.
Polysaccharides
- Author : Severian Dumitriu
- Publisher : CRC Press
- Release Date : 2004-11-30
- Total pages : 1224
- ISBN : 9781420030822
- File Size : 42,6 Mb
- Total Download : 823
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Completely revised and expanded to reflect the latest advancements in the field, Polysaccharides: Structural Diversity and Functional Versatility, Second Edition outlines fundamental concepts in the structure, function, chemistry, and stability of polysaccharides and reveals new analytical techniques and applications currently impacting the cosmetic, medicinal, chemical, and biochemical industries. The authoritative book discusses polysaccharides utilized in medical applications such as polysaccharide-based hydrogels, polysialic acids, proteoglycans, glycolipids, and anticoagulant polysaccharides; renewable resources for the production of various industrial chemicals and engineering plastics polysaccharides; and more.
Advanced Gas Chromatography in Food Analysis
- Author : Peter Q Tranchida
- Publisher : Royal Society of Chemistry
- Release Date : 2019-10-16
- Total pages : 478
- ISBN : 9781788018999
- File Size : 42,8 Mb
- Total Download : 690
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Gas chromatography is widely used in applications involving food analysis. Typical applications pertain to the quantitative and/or qualitative analysis of food composition, natural products, food additives, and flavour and aroma components. Providing an up-to-date look at the significant advances in the technology, this book includes details on novel sample preparation processes; conventional, high-speed multidimensional gas chromatography systems, including preparative instrumentation; gas chromatography–olfactometry principles; and, finally, chemometrics principles and applications in food analysis. Aimed at providing the food researcher or analyst with detailed analytical information related to advanced gas chromatography technologies, this book is suitable for professionals and postgraduate students learning about the technique in the food industry and research.
Data Fusion Methodology and Applications
- Author : Marina Cocchi
- Publisher : Elsevier
- Release Date : 2019-05-11
- Total pages : 396
- ISBN : 9780444639851
- File Size : 36,7 Mb
- Total Download : 792
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Download Data Fusion Methodology and Applications in PDF, Epub, and Kindle
Data Fusion Methodology and Applications explores the data-driven discovery paradigm in science and the need to handle large amounts of diverse data. Drivers of this change include the increased availability and accessibility of hyphenated analytical platforms, imaging techniques, the explosion of omics data, and the development of information technology. As data-driven research deals with an inductive attitude that aims to extract information and build models capable of inferring the underlying phenomena from the data itself, this book explores the challenges and methodologies used to integrate data from multiple sources, analytical platforms, different modalities, and varying timescales. Presents the first comprehensive textbook on data fusion, focusing on all aspects of data-driven discovery Includes comprehensible, theoretical chapters written for large and diverse audiences Provides a wealth of selected application to the topics included
Plant Image Analysis
- Author : S Dutta Gupta,Yasuomi Ibaraki
- Publisher : CRC Press
- Release Date : 2014-09-17
- Total pages : 422
- ISBN : 9781466583016
- File Size : 53,7 Mb
- Total Download : 954
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The application of imaging techniques in plant and agricultural sciences had previously been confined to images obtained through remote sensing techniques. Technological advancements now allow image analysis for the nondestructive and objective evaluation of biological objects. This has opened a new window in the field of plant science. Plant Image Analysis: Fundamentals and Applications introduces the basic concepts of image analysis and discusses various techniques in plant imaging, their applications, and future potential. Several types of imaging techniques are discussed including RGB, hyperspectral, thermal, PRI, chlorophyll fluorescence, ROS, and chromosome imaging. The book also covers the use of these techniques in assessing plant growth, early detection of disease and stress, fruit crop yield, plant chromosome analysis, plant phenotyping, and nutrient status both in vivo and in vitro. The book is an authoritative guide for researchers and those teaching in the fields of stress physiology, precision agriculture, agricultural biotechnology, and cell and developmental biology. Graduate students and professionals using machine vision in plant science will also benefit from this comprehensive resource.
Nonnegative Matrix and Tensor Factorizations
- Author : Andrzej Cichocki,Rafal Zdunek,Anh Huy Phan,Shun-ichi Amari
- Publisher : John Wiley & Sons
- Release Date : 2009-07-10
- Total pages : 500
- ISBN : 0470747285
- File Size : 24,9 Mb
- Total Download : 165
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This book provides a broad survey of models and efficient algorithms for Nonnegative Matrix Factorization (NMF). This includes NMF’s various extensions and modifications, especially Nonnegative Tensor Factorizations (NTF) and Nonnegative Tucker Decompositions (NTD). NMF/NTF and their extensions are increasingly used as tools in signal and image processing, and data analysis, having garnered interest due to their capability to provide new insights and relevant information about the complex latent relationships in experimental data sets. It is suggested that NMF can provide meaningful components with physical interpretations; for example, in bioinformatics, NMF and its extensions have been successfully applied to gene expression, sequence analysis, the functional characterization of genes, clustering and text mining. As such, the authors focus on the algorithms that are most useful in practice, looking at the fastest, most robust, and suitable for large-scale models. Key features: Acts as a single source reference guide to NMF, collating information that is widely dispersed in current literature, including the authors’ own recently developed techniques in the subject area. Uses generalized cost functions such as Bregman, Alpha and Beta divergences, to present practical implementations of several types of robust algorithms, in particular Multiplicative, Alternating Least Squares, Projected Gradient and Quasi Newton algorithms. Provides a comparative analysis of the different methods in order to identify approximation error and complexity. Includes pseudo codes and optimized MATLAB source codes for almost all algorithms presented in the book. The increasing interest in nonnegative matrix and tensor factorizations, as well as decompositions and sparse representation of data, will ensure that this book is essential reading for engineers, scientists, researchers, industry practitioners and graduate students across signal and image processing; neuroscience; data mining and data analysis; computer science; bioinformatics; speech processing; biomedical engineering; and multimedia.
Current Index to Statistics, Applications, Methods and Theory
- Author : Anonim
- Publisher : Unknown
- Release Date : 1999
- Total pages : 948
- ISBN : UOM:39015053598119
- File Size : 16,9 Mb
- Total Download : 968
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Download Current Index to Statistics, Applications, Methods and Theory in PDF, Epub, and Kindle
The Current Index to Statistics (CIS) is a bibliographic index of publications in statistics, probability, and related fields.
Dissertation Abstracts International
- Author : Anonim
- Publisher : Unknown
- Release Date : 2000
- Total pages : 780
- ISBN : STANFORD:36105021202051
- File Size : 53,7 Mb
- Total Download : 308
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PDF book entitled Dissertation Abstracts International written by Anonim and published by Unknown which was released on 2000 with total hardcover pages 780, the book become popular and critical acclaim.
Liquid Chromatography
- Author : Salvatore Fanali,Paul R. Haddad,Colin Poole,Marja-Liisa Riekkola
- Publisher : Elsevier
- Release Date : 2017-06-22
- Total pages : 808
- ISBN : 9780128093450
- File Size : 39,8 Mb
- Total Download : 351
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Download Liquid Chromatography in PDF, Epub, and Kindle
Liquid Chromatography: Fundamentals and Instrumentation, Second Edition, is a single source of authoritative information on all aspects of the practice of modern liquid chromatography. It gives those working in both academia and industry the opportunity to learn, refresh, and deepen their understanding of new fundamentals and instrumentation techniques in the field. In the years since the first edition was published, thousands of papers have been released on new achievements in liquid chromatography, including the development of new stationary phases, improvement of instrumentation, development of theory, and new applications in biomedicine, metabolomics, proteomics, foodomics, pharmaceuticals, and more. This second edition addresses these new developments with updated chapters from the most expert researchers in the field. Emphasizes the integration of chromatographic methods and sample preparation Explains how liquid chromatography is used in different industrial sectors Covers the most interesting and valuable applications in different fields, e.g., proteomic, metabolomics, foodomics, pollutants and contaminants, and drug analysis (forensic, toxicological, pharmaceutical, biomedical) Includes references and tables with commonly used data to facilitate research, practical work, comparison of results, and decision-making
Multivariate Calibration
- Author : Harald Martens,Tormod Næs
- Publisher : John Wiley & Sons
- Release Date : 1992-08-07
- Total pages : 444
- ISBN : 0471930474
- File Size : 54,7 Mb
- Total Download : 817
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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.
Encyclopedia of Statistical Sciences
- Author : Anonim
- Publisher : Unknown
- Release Date : 1997
- Total pages : 950
- ISBN : MINN:31951D01720537F
- File Size : 22,9 Mb
- Total Download : 479
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Download Encyclopedia of Statistical Sciences in PDF, Epub, and Kindle
Keeping pace with the latest developments in all branches of statistical science. Encyclopedia of Statistical Sciences is the number one source of information on statistical theory, methods, and applications for researchers and clinicians. This new volume is the last of three updates designed to bring the Encyclopedia in line with new and emerging topics and important advances in statistical science made over the past decade. Each self-contained entry is written by a leader in the field and easily understood by readers with a modest statistical background. In addition to the main selections, which feature fascinating discussions of developments in various branches of the statistical sciences, readers will find a series of shorter entries ranging in subject matter from the lives of pioneers in statistics to updates of earlier articles and reviews of statistical agencies and journals. Up-to-date bibliographies, thorough cross-referencing, and extensive indexing facilitate quick access to specific information and provide an indispensable platform for further study and research. A cumulative index and listing of all the entries in the 13 volumes of the Encyclopedia, together with the corresponding authors, are included. With the publication of this update installment, the Encyclopedia of Statistical Sciences retains its position as the only cutting-edge reference of choice for those working in statistics, probability theory, biostatistics, quality control, and economics and in applications of statistical methods in sociology, engineering, computer and communication science, biomedicine, psychology, and many other areas.
40 Years of Chemometrics
- Author : Barry K. Lavine,Steven D. Brown,Karl S. Booksh
- Publisher : ACS Symposium
- Release Date : 2016-07
- Total pages : 0
- ISBN : 0841230986
- File Size : 41,7 Mb
- Total Download : 281
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Bruce Kowalski is recognized by the scientific community as the founder of the field of chemometrics. This Symposium Series text is a follow up to the Symposium Series Volume 52 (Chemometrics: Theory and Application), edited by Bruce Kowalski. All major areas in the field are well represented in this book: pattern recognition, library searching, multivariate calibration, multivariate curve resolution, variable selection, data fusion, calibration transfer, environmental chemometrics, forensics, and biological and mixture analysis. Many chapters have a link to previous work done by Bruce and will serve as a retrospective to the career of Bruce Kowalski, who believed that a rational approach was needed to improve both the quality of measurements and to extract information from them. This text will be of interest to individuals who are interested in modeling data. Interest in modeling data continues to grow with the emergence of new areas such as computational statistics, business intelligence, big data, and analytics. In chemistry, modeling of data has taken a different path as it has become integrated into the field of analytical chemistry. Because chemometrics is not well understood by chemists, this text should prove beneficial and be of great interest to researchers who need to take advantage of techniques such as principal component analysis, partial least squares, linear discriminant analysis and outlier analysis in their work. This text also highlights changes that have occurred in the field since its origins in the mid-1970's and will serve as a report on the current state of the art of the field of chemometrics.
Chemometrics and Cheminformatics in Aquatic Toxicology
- Author : Kunal Roy
- Publisher : John Wiley & Sons
- Release Date : 2022-01-06
- Total pages : 596
- ISBN : 9781119681595
- File Size : 32,5 Mb
- Total Download : 700
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CHEMOMETRICS AND CHEMINFORMATICS IN AQUATIC TOXICOLOGY Explore chemometric and cheminformatic techniques and tools in aquatic toxicology Chemometrics and Cheminformatics in Aquatic Toxicology delivers an exploration of the existing and emerging problems of contamination of the aquatic environment through various metal and organic pollutants, including industrial chemicals, pharmaceuticals, cosmetics, biocides, nanomaterials, pesticides, surfactants, dyes, and more. The book discusses different chemometric and cheminformatic tools for non-experts and their application to the analysis and modeling of toxicity data of chemicals to various aquatic organisms. You’ll learn about a variety of aquatic toxicity databases and chemometric software tools and webservers as well as practical examples of model development, including illustrations. You’ll also find case studies and literature reports to round out your understanding of the subject. Finally, you’ll learn about tools and protocols including machine learning, data mining, and QSAR and ligand-based chemical design methods. Readers will also benefit from the inclusion of: A thorough introduction to chemometric and cheminformatic tools and techniques, including machine learning and data mining An exploration of aquatic toxicity databases, chemometric software tools, and webservers Practical examples and case studies to highlight and illustrate the concepts contained within the book A concise treatment of chemometric and cheminformatic tools and their application to the analysis and modeling of toxicity data Perfect for researchers and students in chemistry and the environmental and pharmaceutical sciences, Chemometrics and Cheminformatics in Aquatic Toxicology will also earn a place in the libraries of professionals in the chemical industry and regulators whose work involves chemometrics.