Data Science for Sensory and Consumer Scientists

Data Science for Sensory and Consumer Scientists

Author: Thierry Worch

Publisher: CRC Press

Published: 2023-09-29

Total Pages: 353

ISBN-13: 1000924173

DOWNLOAD EBOOK

Data Science for Sensory and Consumer Scientists is a comprehensive textbook that provides a practical guide to using data science in the field of sensory and consumer science through real-world applications. It covers key topics including data manipulation, preparation, visualization, and analysis, as well as automated reporting, machine learning, text analysis, and dashboard creation. Written by leading experts in the field, this book is an essential resource for anyone looking to master the tools and techniques of data science and apply them to the study of consumer behavior and sensory-led product development. Whether you are a seasoned professional or a student just starting out, this book is the ideal guide to using data science to drive insights and inform decision-making in the sensory and consumer sciences. Key Features: • Elucidation of data scientific workflow. • Introduction to reproducible research. • In-depth coverage of data-scientific topics germane to sensory and consumer science. • Examples based in industrial practice used throughout the book


Book Synopsis Data Science for Sensory and Consumer Scientists by : Thierry Worch

Download or read book Data Science for Sensory and Consumer Scientists written by Thierry Worch and published by CRC Press. This book was released on 2023-09-29 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Science for Sensory and Consumer Scientists is a comprehensive textbook that provides a practical guide to using data science in the field of sensory and consumer science through real-world applications. It covers key topics including data manipulation, preparation, visualization, and analysis, as well as automated reporting, machine learning, text analysis, and dashboard creation. Written by leading experts in the field, this book is an essential resource for anyone looking to master the tools and techniques of data science and apply them to the study of consumer behavior and sensory-led product development. Whether you are a seasoned professional or a student just starting out, this book is the ideal guide to using data science to drive insights and inform decision-making in the sensory and consumer sciences. Key Features: • Elucidation of data scientific workflow. • Introduction to reproducible research. • In-depth coverage of data-scientific topics germane to sensory and consumer science. • Examples based in industrial practice used throughout the book

Data Science for Sensory and Consumer Scientists

Data Science for Sensory and Consumer Scientists

Author: Thierry Worch

Publisher:

Published: 2023-08

Total Pages: 0

ISBN-13: 9781003028611

DOWNLOAD EBOOK

"This book introduces data science to sensory and consumer scientists working inside large organizations and who have backgrounds in fields as diverse as food science, psychology, marketing, and chemical engineering. The intended audience members typically hold graduate degrees in their subject matters of expertise, have some training in statistics, but have little to no background in computer science or data science. The worldwide digital transformation is requiring all scientists to leverage the introductory skills of computer science, usually in the form of data science, in order to automate processes and record the steps of their research in a reproducible manner. Scientists who learn to leverage such tools become much more efficient and productive, often achieving new insights. This book is intended for use by sensory and consumer scientists in industry as well as for use in graduate programs for sensory science"--


Book Synopsis Data Science for Sensory and Consumer Scientists by : Thierry Worch

Download or read book Data Science for Sensory and Consumer Scientists written by Thierry Worch and published by . This book was released on 2023-08 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book introduces data science to sensory and consumer scientists working inside large organizations and who have backgrounds in fields as diverse as food science, psychology, marketing, and chemical engineering. The intended audience members typically hold graduate degrees in their subject matters of expertise, have some training in statistics, but have little to no background in computer science or data science. The worldwide digital transformation is requiring all scientists to leverage the introductory skills of computer science, usually in the form of data science, in order to automate processes and record the steps of their research in a reproducible manner. Scientists who learn to leverage such tools become much more efficient and productive, often achieving new insights. This book is intended for use by sensory and consumer scientists in industry as well as for use in graduate programs for sensory science"--

Statistics for Sensory and Consumer Science

Statistics for Sensory and Consumer Science

Author: Tormod Næs

Publisher: John Wiley & Sons

Published: 2011-06-20

Total Pages: 268

ISBN-13: 1119957249

DOWNLOAD EBOOK

As we move further into the 21st Century, sensory and consumer studies continue to develop, playing an important role in food science and industry. These studies are crucial for understanding the relation between food properties on one side and human liking and buying behaviour on the other. This book by a group of established scientists gives a comprehensive, up-to-date overview of the most common statistical methods for handling data from both trained sensory panels and consumer studies of food. It presents the topic in two distinct sections: problem-orientated (Part I) and method orientated (Part II), making it to appropriate for people at different levels with respect to their statistical skills. This book succesfully: Makes a clear distinction between studies using a trained sensory panel and studies using consumers. Concentrates on experimental studies with focus on how sensory assessors or consumers perceive and assess various product properties. Focuses on relationships between methods and techniques and on considering all of them as special cases of more general statistical methodologies It is assumed that the reader has a basic knowledge of statistics and the most important data collection methods within sensory and consumer science. This text is aimed at food scientists and food engineers working in research and industry, as well as food science students at master and PhD level. In addition, applied statisticians with special interest in food science will also find relevant information within the book.


Book Synopsis Statistics for Sensory and Consumer Science by : Tormod Næs

Download or read book Statistics for Sensory and Consumer Science written by Tormod Næs and published by John Wiley & Sons. This book was released on 2011-06-20 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: As we move further into the 21st Century, sensory and consumer studies continue to develop, playing an important role in food science and industry. These studies are crucial for understanding the relation between food properties on one side and human liking and buying behaviour on the other. This book by a group of established scientists gives a comprehensive, up-to-date overview of the most common statistical methods for handling data from both trained sensory panels and consumer studies of food. It presents the topic in two distinct sections: problem-orientated (Part I) and method orientated (Part II), making it to appropriate for people at different levels with respect to their statistical skills. This book succesfully: Makes a clear distinction between studies using a trained sensory panel and studies using consumers. Concentrates on experimental studies with focus on how sensory assessors or consumers perceive and assess various product properties. Focuses on relationships between methods and techniques and on considering all of them as special cases of more general statistical methodologies It is assumed that the reader has a basic knowledge of statistics and the most important data collection methods within sensory and consumer science. This text is aimed at food scientists and food engineers working in research and industry, as well as food science students at master and PhD level. In addition, applied statisticians with special interest in food science will also find relevant information within the book.

Individual Differences in Sensory and Consumer Science

Individual Differences in Sensory and Consumer Science

Author: Tormod Næs

Publisher: Woodhead Publishing

Published: 2018-02-21

Total Pages: 260

ISBN-13: 0081011148

DOWNLOAD EBOOK

Individual Differences in Sensory and Consumer Science: Experimentation, Analysis and Interpretation presents easily readable, state-of-the-art coverage on how to plan and execute experiments that give rise to individual differences, also providing the framework for successful analysis and interpretation of results. The book highlights the different methodologies that can be applied and how to select the correct methodology based on the type of study you are performing, be it product research and development, quality control or consumer acceptance studies. Written by an experienced team of statisticians and sensory and consumer scientists, the book provides both academics and industry professionals with the first complete overview of a topic of ever-increasing importance. Identifies how to plan and execute experiments in sensory and consumer science Analyzes and interprets individual variances in sensory and consumer research Differentiates best practices for examining product development, quality control and consumer acceptance


Book Synopsis Individual Differences in Sensory and Consumer Science by : Tormod Næs

Download or read book Individual Differences in Sensory and Consumer Science written by Tormod Næs and published by Woodhead Publishing. This book was released on 2018-02-21 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: Individual Differences in Sensory and Consumer Science: Experimentation, Analysis and Interpretation presents easily readable, state-of-the-art coverage on how to plan and execute experiments that give rise to individual differences, also providing the framework for successful analysis and interpretation of results. The book highlights the different methodologies that can be applied and how to select the correct methodology based on the type of study you are performing, be it product research and development, quality control or consumer acceptance studies. Written by an experienced team of statisticians and sensory and consumer scientists, the book provides both academics and industry professionals with the first complete overview of a topic of ever-increasing importance. Identifies how to plan and execute experiments in sensory and consumer science Analyzes and interprets individual variances in sensory and consumer research Differentiates best practices for examining product development, quality control and consumer acceptance

Tools and Applications of Sensory and Consumer Science

Tools and Applications of Sensory and Consumer Science

Author: Daniel M. Ennis

Publisher: Institute for Perception

Published: 2014-09-30

Total Pages: 197

ISBN-13: 0615857744

DOWNLOAD EBOOK

Now in its sixth printing, this book is a must-have tool for professionals in product testing, consumer research, and advertising claims support. It contains our most significant and useful technical reports from the last 20 years. Readers will easily relate to the problems and solutions in each 2-page scenario. And for deeper study, the reader will find a list of published papers on a variety of related subjects. Drs. Daniel Ennis, Benoît Rousseau and John Ennis use their combined expertise to guide readers through problems in areas such as: Difference Tests Rating and Rankings Claims Support Drivers of Liking® and Landscape Segmentation Analysis® (LSA) Optimizing Product Portfolios Probabilistic Multidimensional Scaling Combinatorial Tools Designing Tests and Surveys The technical content behind each scenario has been kept to a minimum so that ideas can be absorbed easily, but there is plenty of opportunity to pursue each account in more detail. Examples range from dairy products to beverages and fragrance products and are designed to appeal to a broad audience in the product research field. 27 tables for product testing methods have been included so the reader can interpret results from discrimination methodologies such as the tetrad test, the triangle test, the same-different method, the duo-trio test, replicated testing, and others. 186 pages, $95, plus shipping and 5.3% VA sales tax, where applicable for print copy. To order print copies of this book, please call (804) 675-2980 or visit www.ifpress.com.


Book Synopsis Tools and Applications of Sensory and Consumer Science by : Daniel M. Ennis

Download or read book Tools and Applications of Sensory and Consumer Science written by Daniel M. Ennis and published by Institute for Perception. This book was released on 2014-09-30 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now in its sixth printing, this book is a must-have tool for professionals in product testing, consumer research, and advertising claims support. It contains our most significant and useful technical reports from the last 20 years. Readers will easily relate to the problems and solutions in each 2-page scenario. And for deeper study, the reader will find a list of published papers on a variety of related subjects. Drs. Daniel Ennis, Benoît Rousseau and John Ennis use their combined expertise to guide readers through problems in areas such as: Difference Tests Rating and Rankings Claims Support Drivers of Liking® and Landscape Segmentation Analysis® (LSA) Optimizing Product Portfolios Probabilistic Multidimensional Scaling Combinatorial Tools Designing Tests and Surveys The technical content behind each scenario has been kept to a minimum so that ideas can be absorbed easily, but there is plenty of opportunity to pursue each account in more detail. Examples range from dairy products to beverages and fragrance products and are designed to appeal to a broad audience in the product research field. 27 tables for product testing methods have been included so the reader can interpret results from discrimination methodologies such as the tetrad test, the triangle test, the same-different method, the duo-trio test, replicated testing, and others. 186 pages, $95, plus shipping and 5.3% VA sales tax, where applicable for print copy. To order print copies of this book, please call (804) 675-2980 or visit www.ifpress.com.

Multivariate Analysis of Data in Sensory Science

Multivariate Analysis of Data in Sensory Science

Author: T. Naes

Publisher: Elsevier

Published: 1996-02-01

Total Pages: 365

ISBN-13: 0080537162

DOWNLOAD EBOOK

The state-of-the-art of multivariate analysis in sensory science is described in this volume. Both methods for aggregated and individual sensory profiles are discussed. Processes and results are presented in such a way that they can be understood not only by statisticians but also by experienced sensory panel leaders and users of sensory analysis. The techniques presented are focused on examples and interpretation rather than on the technical aspects, with an emphasis on new and important methods which are possibly not so well known to scientists in the field. Important features of the book are discussions on the relationship among the methods with a strong accent on the connection between problems and methods. All procedures presented are described in relation to sensory data and not as completely general statistical techniques. Sensory scientists, applied statisticians, chemometricians, those working in consumer science, food scientists and agronomers will find this book of value.


Book Synopsis Multivariate Analysis of Data in Sensory Science by : T. Naes

Download or read book Multivariate Analysis of Data in Sensory Science written by T. Naes and published by Elsevier. This book was released on 1996-02-01 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: The state-of-the-art of multivariate analysis in sensory science is described in this volume. Both methods for aggregated and individual sensory profiles are discussed. Processes and results are presented in such a way that they can be understood not only by statisticians but also by experienced sensory panel leaders and users of sensory analysis. The techniques presented are focused on examples and interpretation rather than on the technical aspects, with an emphasis on new and important methods which are possibly not so well known to scientists in the field. Important features of the book are discussions on the relationship among the methods with a strong accent on the connection between problems and methods. All procedures presented are described in relation to sensory data and not as completely general statistical techniques. Sensory scientists, applied statisticians, chemometricians, those working in consumer science, food scientists and agronomers will find this book of value.

A Practical Guide to Sensory and Consumer Evaluation

A Practical Guide to Sensory and Consumer Evaluation

Author: Christopher Findlay

Publisher: Woodhead Publishing

Published: 2029-06-15

Total Pages: 0

ISBN-13: 9780081003787

DOWNLOAD EBOOK

A Practical Guide to Sensory and Consumer Evaluations a single resource for those new to sensory science and consumer evaluation, teaching them how to confidently select a method, conduct research, and report the results. Written by one of the world's leading sensory scientists, this book delivers a practical, hands-on approach to answering sensory and consumer evaluation questions. Each chapter is organized around a key practical question stated at the outset. Rather than providing a number of approaches which tend to confuse the reader, the book delivers a step-by-step guide to the specific challenge, with any variations in methods explained within the context of problem-solving. In addition, each method has real-life, worked example taken from the archives of CompuSense, a world leading sensory science laboratory. A series of appendixes covering 'How do I' topics provides practical guidance to larger questions on organizing, conducting, and reporting the results of sensory tests. Many sensory and consumer practitioners do not receive formal training in the operations side of sensory. For those who don't have the time or the need for a broad-based education in the field, this book is an effective, reliable, and practical guide to achieve valuable answers to sensory and consumer research questions. Presents answers to the various questions of sensory and consumer evaluation professionals from one of the world's leading sensory scientists Offers practical insights, permitting someone new to the topic to confidently select a method, conduct research, and report results Provides worked, real-world examples of sensory and consumer research projects from leading sensory science laboratories of CompuSense


Book Synopsis A Practical Guide to Sensory and Consumer Evaluation by : Christopher Findlay

Download or read book A Practical Guide to Sensory and Consumer Evaluation written by Christopher Findlay and published by Woodhead Publishing. This book was released on 2029-06-15 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Practical Guide to Sensory and Consumer Evaluations a single resource for those new to sensory science and consumer evaluation, teaching them how to confidently select a method, conduct research, and report the results. Written by one of the world's leading sensory scientists, this book delivers a practical, hands-on approach to answering sensory and consumer evaluation questions. Each chapter is organized around a key practical question stated at the outset. Rather than providing a number of approaches which tend to confuse the reader, the book delivers a step-by-step guide to the specific challenge, with any variations in methods explained within the context of problem-solving. In addition, each method has real-life, worked example taken from the archives of CompuSense, a world leading sensory science laboratory. A series of appendixes covering 'How do I' topics provides practical guidance to larger questions on organizing, conducting, and reporting the results of sensory tests. Many sensory and consumer practitioners do not receive formal training in the operations side of sensory. For those who don't have the time or the need for a broad-based education in the field, this book is an effective, reliable, and practical guide to achieve valuable answers to sensory and consumer research questions. Presents answers to the various questions of sensory and consumer evaluation professionals from one of the world's leading sensory scientists Offers practical insights, permitting someone new to the topic to confidently select a method, conduct research, and report results Provides worked, real-world examples of sensory and consumer research projects from leading sensory science laboratories of CompuSense

Digital Sensory Science

Digital Sensory Science

Author: J. Ben Lawlor

Publisher: Elsevier

Published: 2023-07-26

Total Pages: 310

ISBN-13: 0323952267

DOWNLOAD EBOOK

Digital Sensory Science: Applications in New Product Development provides a comprehensive overview of digital sensory science, an area that has broadly been defined as the use of technology to capture or model human sensory perception. This book provides methods on how to best recruit and train sensory panels, suggestions for data capture and data analysis, an overview of sensory science instruments, and information on the use and relevance of virtual and augmented reality to capture sensory perception. This book offers practical guidance to researchers in and practitioners of sensory and consumer science alike. Explores how technologies create further opportunities around the use of sensory panels, instrumentation and flavor, biometrics and implicit measures, immersion and context, and communication of sensory findings Presents these opportunities with case studies Provides guidance for both researchers and practitioners of sensory science in a digital age


Book Synopsis Digital Sensory Science by : J. Ben Lawlor

Download or read book Digital Sensory Science written by J. Ben Lawlor and published by Elsevier. This book was released on 2023-07-26 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Sensory Science: Applications in New Product Development provides a comprehensive overview of digital sensory science, an area that has broadly been defined as the use of technology to capture or model human sensory perception. This book provides methods on how to best recruit and train sensory panels, suggestions for data capture and data analysis, an overview of sensory science instruments, and information on the use and relevance of virtual and augmented reality to capture sensory perception. This book offers practical guidance to researchers in and practitioners of sensory and consumer science alike. Explores how technologies create further opportunities around the use of sensory panels, instrumentation and flavor, biometrics and implicit measures, immersion and context, and communication of sensory findings Presents these opportunities with case studies Provides guidance for both researchers and practitioners of sensory science in a digital age

Sensory and Consumer Research in Food Product Design and Development

Sensory and Consumer Research in Food Product Design and Development

Author: Howard R. Moskowitz

Publisher: John Wiley & Sons

Published: 2009-03-03

Total Pages: 370

ISBN-13: 1405182156

DOWNLOAD EBOOK

The food and beverage industries today face an intensely competitive business environment. To the degree that the product developer and marketer – as well as general business manager – can more fully understand the consumer and target development and marketing efforts, their business will be more successful. Sensory and Consumer Research in Food Product Design and Development is the first book to present, from the business viewpoint, the critical issues faced by sensory analysts, product developers, and market researchers in the food and beverage arena. The book’s unique perspective stems from the author team of Moskowitz, Beckley, and Resurreccion, three leading practitioners in the field, who each combines an academic and business acumen. The beginning reader will be introduced to systematic experimentation at the very early stages, to newly emerging methods for data acquisition/knowledge development, and to points of view employed by successful food and beverage companies. The advanced reader will find new ideas, backed up by illustrative case histories, to provide yet another perspective on commonly encountered problems and their practical solutions. Aimed toward all aspects of the food and beverage industry, Sensory and Consumer Research in Food Product Design and Development is especially important for those professionals involved in the early stages of product development, where business opportunity is often the greatest.


Book Synopsis Sensory and Consumer Research in Food Product Design and Development by : Howard R. Moskowitz

Download or read book Sensory and Consumer Research in Food Product Design and Development written by Howard R. Moskowitz and published by John Wiley & Sons. This book was released on 2009-03-03 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: The food and beverage industries today face an intensely competitive business environment. To the degree that the product developer and marketer – as well as general business manager – can more fully understand the consumer and target development and marketing efforts, their business will be more successful. Sensory and Consumer Research in Food Product Design and Development is the first book to present, from the business viewpoint, the critical issues faced by sensory analysts, product developers, and market researchers in the food and beverage arena. The book’s unique perspective stems from the author team of Moskowitz, Beckley, and Resurreccion, three leading practitioners in the field, who each combines an academic and business acumen. The beginning reader will be introduced to systematic experimentation at the very early stages, to newly emerging methods for data acquisition/knowledge development, and to points of view employed by successful food and beverage companies. The advanced reader will find new ideas, backed up by illustrative case histories, to provide yet another perspective on commonly encountered problems and their practical solutions. Aimed toward all aspects of the food and beverage industry, Sensory and Consumer Research in Food Product Design and Development is especially important for those professionals involved in the early stages of product development, where business opportunity is often the greatest.

Multivariate and Probabilistic Analyses of Sensory Science Problems

Multivariate and Probabilistic Analyses of Sensory Science Problems

Author: Jean-François Meullenet

Publisher: John Wiley & Sons

Published: 2008-02-28

Total Pages: 258

ISBN-13: 0470276312

DOWNLOAD EBOOK

Sensory scientists are often faced with making business decisions based on the results of complex sensory tests involving a multitude of variables. Multivariate and Probabilistic Analyses of Sensory Science Problems explains the multivariate and probabilistic methods available to sensory scientists involved in product development or maintenance. The techniques discussed address sensory problems such as panel performance, product profiling, and exploration of consumer data, including segmentation and identifying drivers of liking. Applied in approach and written for non-statisticians, the text is aimed at sensory scientists who deal mostly with descriptive analysis and consumer studies. Multivariate and Probabilistic Analyses of Sensory Science Problems offers simple, easy-to-understand explanations of difficult statistical concepts and provides an extensive list of case studies with step-by-step instructions for performing analyses and interpreting the results. Coverage includes a refresher on basic multivariate statistical concepts; use of common data sets throughout the text; summary tables presenting the pros and cons of specific methods and the conclusions that may be drawn from using various methods; and sample program codes to perform the analyses and sample outputs. As the latest member of the IFT Press series, Multivariate and Probabilistic Analyses of Sensory Science Problems will be welcomed by sensory scientists in the food industry and other industries using similar testing methodologies, as well as by faculty teaching advanced sensory courses, and professionals conducting and participating in workshops addressing multivariate analysis of sensory and consumer data.


Book Synopsis Multivariate and Probabilistic Analyses of Sensory Science Problems by : Jean-François Meullenet

Download or read book Multivariate and Probabilistic Analyses of Sensory Science Problems written by Jean-François Meullenet and published by John Wiley & Sons. This book was released on 2008-02-28 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sensory scientists are often faced with making business decisions based on the results of complex sensory tests involving a multitude of variables. Multivariate and Probabilistic Analyses of Sensory Science Problems explains the multivariate and probabilistic methods available to sensory scientists involved in product development or maintenance. The techniques discussed address sensory problems such as panel performance, product profiling, and exploration of consumer data, including segmentation and identifying drivers of liking. Applied in approach and written for non-statisticians, the text is aimed at sensory scientists who deal mostly with descriptive analysis and consumer studies. Multivariate and Probabilistic Analyses of Sensory Science Problems offers simple, easy-to-understand explanations of difficult statistical concepts and provides an extensive list of case studies with step-by-step instructions for performing analyses and interpreting the results. Coverage includes a refresher on basic multivariate statistical concepts; use of common data sets throughout the text; summary tables presenting the pros and cons of specific methods and the conclusions that may be drawn from using various methods; and sample program codes to perform the analyses and sample outputs. As the latest member of the IFT Press series, Multivariate and Probabilistic Analyses of Sensory Science Problems will be welcomed by sensory scientists in the food industry and other industries using similar testing methodologies, as well as by faculty teaching advanced sensory courses, and professionals conducting and participating in workshops addressing multivariate analysis of sensory and consumer data.