Multivariate Data Analysis In Sensory And Consumer Science

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Multivariate Data Analysis in Sensory and Consumer Science

Author : Garmt B. Dijksterhuis
Publisher : John Wiley & Sons
ISBN 13 : 0470384832
Total Pages : 320 pages
Book Rating : 4.4/5 (73 download)

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Book Synopsis Multivariate Data Analysis in Sensory and Consumer Science by : Garmt B. Dijksterhuis

Download or read book Multivariate Data Analysis in Sensory and Consumer Science written by Garmt B. Dijksterhuis and published by John Wiley & Sons. This book was released on 2008-06-02 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an outgrowth of research done by Dr. Gamt Dijsterhuis for his doctoral thesis at the University of Leiden. However, there are also contributions by several other authors, as well, including Eeke van der Burg, John Gower, Pieter Punter, Els van den Broek, and Margo Flipsen. This book discusses the use of Multivariate Data Analysis to solve problems in sensory and consumer research. More specifically the focus is on the analysis of the reactions to certain characteristics of food products, which are in the form of scores given to attributes perceived in the food stimuli; the analyses are multivariate; and the senses are mainly the senses of smell and taste. The four main themes covered in the book are: (1) Individual Differences, (2) Measurement Levels; (3) Sensory-Instrumental Relations, and (4) Time-Intensity Data Analysis. The statistical methods discussed include Principle Components Analysis, Generalized Procrustes Analysis, Multidimensional Scaling, Redundancy Analysis, and Canonical Analysis. This book will be a value to all professionals and students working in the sensory studies

Multivariate Analysis of Data in Sensory Science

Author : T. Naes
Publisher : Elsevier
ISBN 13 : 9780080537160
Total Pages : 347 pages
Book Rating : 4.5/5 (371 download)

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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 347 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.

Multivariate Data Analysis in Sensory and Consumer Science

Author :
Publisher :
ISBN 13 :
Total Pages : 310 pages
Book Rating : 4.:/5 (69 download)

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Book Synopsis Multivariate Data Analysis in Sensory and Consumer Science by :

Download or read book Multivariate Data Analysis in Sensory and Consumer Science written by and published by . This book was released on 1995 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Statistics for Sensory and Consumer Science

Author : Tormod Næs
Publisher : John Wiley & Sons
ISBN 13 : 1119957249
Total Pages : 268 pages
Book Rating : 4.1/5 (199 download)

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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.

Multivariate and Probabilistic Analyses of Sensory Science Problems

Author : Jean-François Meullenet
Publisher : John Wiley & Sons
ISBN 13 : 0470276312
Total Pages : 258 pages
Book Rating : 4.4/5 (72 download)

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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.

Sensory Evaluation Practices

Author : Herbert Stone
Publisher : Elsevier
ISBN 13 : 0323155812
Total Pages : 326 pages
Book Rating : 4.3/5 (231 download)

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Book Synopsis Sensory Evaluation Practices by : Herbert Stone

Download or read book Sensory Evaluation Practices written by Herbert Stone and published by Elsevier. This book was released on 2012-12-02 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sensory Evaluation Practices examines the principles and practices of sensory evaluation. It describes methods and procedures for the analysis of results from sensory tests; explains the reasons for selecting a particular procedure or test method; and discusses the organization and operation of a testing program, the design of a test facility, and the interpretation of results. Comprised of three parts encompassing nine chapters, this volume begins with an overview of sensory evaluation: what it does; how, where, and for whom; and its origin in physiology and psychology. It then discusses measurement, psychological errors in testing, statistics, test strategy, and experimental design. The reader is also introduced to the discrimination, descriptive, and affective methods of testing, along with the criteria used to select a specific method, procedures for data analysis, and the communication of actionable results. The book concludes by looking at problems where sensory evaluation is applicable, including correlation of instrumental and sensory data, measurement of perceived efficacy, storage testing, and product optimization. This book is a valuable resource for sensory professionals, product development and production specialists, research directors, technical managers, and professionals involved in marketing, marketing research, and advertising.

Individual Differences in Sensory and Consumer Science

Author : Tormod Næs
Publisher : Woodhead Publishing
ISBN 13 : 0081011148
Total Pages : 260 pages
Book Rating : 4.0/5 (81 download)

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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

Sensory Evaluation

Author : Sarah E. Kemp
Publisher : John Wiley & Sons
ISBN 13 : 1444360515
Total Pages : 210 pages
Book Rating : 4.4/5 (443 download)

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Book Synopsis Sensory Evaluation by : Sarah E. Kemp

Download or read book Sensory Evaluation written by Sarah E. Kemp and published by John Wiley & Sons. This book was released on 2011-08-26 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a practical guide to sensory evaluation methods and techniques in the food, cosmetic and household product industries. It explains the suitability of different testing methods for different situations and offers step-by-step instructions on how to perform the various types of tests. Covering a broad range of food and non-food product applications, the book is designed to be used as a practical reference in the testing environment; a training manual for new recruits into sensory science, and a course book for students undertaking industrial training or academic study.

Analyzing Sensory Data with R

Author : Sebastien Le
Publisher : CRC Press
ISBN 13 : 1315362740
Total Pages : 374 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Analyzing Sensory Data with R by : Sebastien Le

Download or read book Analyzing Sensory Data with R written by Sebastien Le and published by CRC Press. This book was released on 2018-12-14 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: Choose the Proper Statistical Method for Your Sensory Data Issue Analyzing Sensory Data with R gives you the foundation to analyze and interpret sensory data. The book helps you find the most appropriate statistical method to tackle your sensory data issue. Covering quantitative, qualitative, and affective approaches, the book presents the big picture of sensory evaluation. Through an integrated approach that connects the different dimensions of sensory evaluation, you’ll understand: The reasons why sensory data are collected The ways in which the data are collected and analyzed The intrinsic meaning of the data The interpretation of the data analysis results Each chapter corresponds to one main sensory topic. The chapters start with presenting the nature of the sensory evaluation and its objectives, the sensory particularities related to the sensory evaluation, details about the data set obtained, and the statistical analyses required. Using real examples, the authors then illustrate step by step how the analyses are performed in R. The chapters conclude with variants and extensions of the methods that are related to the sensory task itself, the statistical methodology, or both.

Descriptive Analysis in Sensory Evaluation

Author : Sarah E. Kemp
Publisher : John Wiley & Sons
ISBN 13 : 1118991672
Total Pages : 744 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Descriptive Analysis in Sensory Evaluation by : Sarah E. Kemp

Download or read book Descriptive Analysis in Sensory Evaluation written by Sarah E. Kemp and published by John Wiley & Sons. This book was released on 2018-01-09 with total page 744 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive review of the techniques and applications of descriptive analysis Sensory evaluation is a scientific discipline used to evoke, measure, analyse and interpret responses to products perceived through the senses of sight, smell, touch, taste and hearing. It is used to reveal insights into the ways in which sensory properties drive consumer acceptance and behaviour, and to design products that best deliver what the consumer wants. Descriptive analysis is one of the most sophisticated, flexible and widely used tools in the field of sensory analysis. It enables objective description of the nature and magnitude of sensory characteristics for use in consumer-driven product design, manufacture and communication. Descriptive Analysis in Sensory Evaluation provides a comprehensive overview of a wide range of traditional and recently-developed descriptive techniques, including history, theory, practical considerations, statistical analysis, applications, case studies and future directions. This important reference, written by academic and industrial sensory scientist, traces the evolution of descriptive analysis, and addresses general considerations, including panel set-up, training, monitoring and performance; psychological factors relevant to assessment; and statistical analysis. Descriptive Analysis in Sensory Evaluation is a valuable resource for sensory professionals working in academia and industry, including sensory scientists, practitioners, trainers and students, and industry-based researchers in quality assurance, research and development, and marketing.

Novel Techniques in Sensory Characterization and Consumer Profiling

Author : Paula Varela
Publisher : CRC Press
ISBN 13 : 1466566302
Total Pages : 416 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Novel Techniques in Sensory Characterization and Consumer Profiling by : Paula Varela

Download or read book Novel Techniques in Sensory Characterization and Consumer Profiling written by Paula Varela and published by CRC Press. This book was released on 2014-04-23 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sensory characterization is one of the most powerful, sophisticated, and extensively applied tools in sensory science. Descriptive analysis with trained assessors has been traditionally used for sensory characterization. Due to the cost of time and money required for its application, several novel methodologies, which do not require training, have been recently developed and are gaining popularity as quick and reliable options for gathering sensory information. These methodologies enable the study of consumers' perceptions of the sensory characteristics of products. However, information on these techniques is scattered in scientific journal articles, which hinders their application and creates a need for a book to assemble the details of the latest advances. Novel Techniques in Sensory Characterization and Consumer Profiling provides a comprehensive overview of classical and novel methods for sensory characterization of food and nonfood products. The book presents the history behind descriptive analysis, describes the most common novel methodologies and detailed information for their implementation, and discusses examples of applications and case studies. It also includes an introduction to exploratory multivariate analysis, addressing the theory and application of some of the most useful multivariate statistical tools applied in the analysis of consumer profiling data sets. Most of the data analysis is implemented in the statistical free software R, making the book accessible to readers unfamiliar with complex statistical software. Chapters examine a range of techniques including the ideal profile method, just-about-right scales in consumer research, free choice profiling, flash profiling, and repertory grid methods. They cover emerging profiling methods, such as sorting, and projective mapping or Napping®. Other techniques less frequently used for sensory profiling are also considered: the application of open-ended questions for sensory characterization, polarized sensory positioning, and the consumer-friendly check-all-that-apply questions. In addition, dynamic sensory characterization methods, useful for studying temporal aspects of in-mouth sensory perception, are described. The final chapter provides a critical comparison of the methodologies discussed, their advantages and disadvantages, and general recommendations for their application.

Data Science for Sensory and Consumer Scientists

Author : Thierry Worch
Publisher : CRC Press
ISBN 13 : 1000924173
Total Pages : 353 pages
Book Rating : 4.0/5 (9 download)

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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

A Handbook for Sensory and Consumer-Driven New Product Development

Author : Maurice O'Sullivan
Publisher : Woodhead Publishing
ISBN 13 : 0081003579
Total Pages : 370 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis A Handbook for Sensory and Consumer-Driven New Product Development by : Maurice O'Sullivan

Download or read book A Handbook for Sensory and Consumer-Driven New Product Development written by Maurice O'Sullivan and published by Woodhead Publishing. This book was released on 2016-09-16 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Handbook for Sensory and Consumer Driven New Product Development explores traditional and well established sensory methods (difference, descriptive and affective) as well as taking a novel approach to product development and the use of new methods and recent innovations. This book investigates the use of these established and new sensory methods, particularly hedonic methods coupled with descriptive methods (traditional and rapid), through multivariate data analytical interfaces in the process of optimizing food and beverage products effectively in a strategically defined manner. The first part of the book covers the sensory methods which are used by sensory scientists and product developers, including established and new and innovative methods. The second section investigates the product development process and how the application of sensory analysis, instrumental methods and multivariate data analysis can improve new product development, including packaging optimization and shelf life. The final section defines the important sensory criteria and modalities of different food and beverage products including Dairy, Meat, Confectionary, Bakery, and Beverage (alcoholic and non-alcoholic), and presents case studies indicating how the methods described in the first two sections have been successfully and innovatively applied to these different foods and beverages. The book is written to be of value to new product development researchers working in large corporations, SMEs (micro, small or medium-sized enterprises) as well as being accessible to the novice starting up their own business. The innovative technologies and methods described are less expensive than some more traditional practices and aim to be quick and effective in assisting products to market. Sensory testing is critical for new product development/optimization, ingredient substitution and devising appropriate packaging and shelf life as well as comparing foods or beverages to competitor’s products. Presents novel and effective sensory-based methods for new product development—two related fields that are often covered separately Provides accessible, useful guidance to the new product developer working in a large multi-national food company as well as novices starting up a new business Offers case studies that provide examples of how these methods have been applied to real product development by practitioners in a wide range of organizations Investigates how the application of sensory analysis can improve new product development including packaging optimization

Sensory Evaluation of Food

Author : Harry T. Lawless
Publisher : Springer Science & Business Media
ISBN 13 : 9781441964885
Total Pages : 596 pages
Book Rating : 4.9/5 (648 download)

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Book Synopsis Sensory Evaluation of Food by : Harry T. Lawless

Download or read book Sensory Evaluation of Food written by Harry T. Lawless and published by Springer Science & Business Media. This book was released on 2010-09-27 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: The ?eld of sensory science has grown exponentially since the publication of the p- vious version of this work. Fifteen years ago the journal Food Quality and Preference was fairly new. Now it holds an eminent position as a venue for research on sensory test methods (among many other topics). Hundreds of articles relevant to sensory testing have appeared in that and in other journals such as the Journal of Sensory Studies. Knowledge of the intricate cellular processes in chemoreception, as well as their genetic basis, has undergone nothing less than a revolution, culminating in the award of the Nobel Prize to Buck and Axel in 2004 for their discovery of the olfactory receptor gene super family. Advances in statistical methodology have accelerated as well. Sensometrics meetings are now vigorous and well-attended annual events. Ideas like Thurstonian modeling were not widely embraced 15 years ago, but now seem to be part of the everyday thought process of many sensory scientists. And yet, some things stay the same. Sensory testing will always involve human participants. Humans are tough measuring instruments to work with. They come with varying degrees of acumen, training, experiences, differing genetic equipment, sensory capabilities, and of course, different preferences. Human foibles and their associated error variance will continue to place a limitation on sensory tests and actionable results. Reducing, controlling, partitioning, and explaining error variance are all at the heart of good test methods and practices.

Viewpoints and Controversies in Sensory Science and Consumer Product Testing

Author : Howard R. Moskowitz
Publisher : John Wiley & Sons
ISBN 13 : 0470384905
Total Pages : 491 pages
Book Rating : 4.4/5 (73 download)

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Book Synopsis Viewpoints and Controversies in Sensory Science and Consumer Product Testing by : Howard R. Moskowitz

Download or read book Viewpoints and Controversies in Sensory Science and Consumer Product Testing written by Howard R. Moskowitz and published by John Wiley & Sons. This book was released on 2008-02-28 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: The authors skillfully present different approaches to the same problem and even different ways to look at the same type of data. If you have ever been stumped by a controversy in product assessment, the design of studies, or the analysis of data, you will find the answer in this book.

Statistical Methods in Food and Consumer Research

Author : Maximo C. Gacula Jr.
Publisher : Academic Press
ISBN 13 : 0080920330
Total Pages : 868 pages
Book Rating : 4.0/5 (89 download)

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Book Synopsis Statistical Methods in Food and Consumer Research by : Maximo C. Gacula Jr.

Download or read book Statistical Methods in Food and Consumer Research written by Maximo C. Gacula Jr. and published by Academic Press. This book was released on 2008-12-01 with total page 868 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Methods in Food and Consumer Research, Second Edition, continues to be the only book to focus solely on the statistical techniques used in sensory testing of foods, pharmaceuticals, cosmetics, and other consumer products. This new edition includes the most recent applications of statistical methods, and features significant updates as well as two new chapters. Covering the application of techniques including R-index, the Bayesian approach for sensory differences tests, and preference mapping in addition to several other methodologies, this is the comprehensive reference needed by those studying sensory evaluation and applied statistics in agriculture and biological sciences. Research professionals working with food, beverages, healthcare, cosmetics, and other related areas will find the book a valuable guide to the variety of statistical methods available. Provides comprehensive coverage of statistical techniques in sensory testing Includes data compiled from real-world experiments Covers the latest in data interpretation and analysis Addresses key methods such as R-index, Thursonian Discriminal Distances, group sequential tests, beta-binomial tests, sensory difference and similarity tests, just-about-right data, signal-to-noise ratio, analysis of cosmetic data, Descriptive Analysis, claims substantiation and preference mapping

A Handbook for Sensory and Consumer-Driven New Product Development

Author : Maurice O'Sullivan
Publisher : Woodhead Publishing
ISBN 13 : 9780081003527
Total Pages : 0 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis A Handbook for Sensory and Consumer-Driven New Product Development by : Maurice O'Sullivan

Download or read book A Handbook for Sensory and Consumer-Driven New Product Development written by Maurice O'Sullivan and published by Woodhead Publishing. This book was released on 2016-09-20 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Handbook for Sensory and Consumer Driven New Product Development explores traditional and well established sensory methods (difference, descriptive and affective) as well as taking a novel approach to product development and the use of new methods and recent innovations. This book investigates the use of these established and new sensory methods, particularly hedonic methods coupled with descriptive methods (traditional and rapid), through multivariate data analytical interfaces in the process of optimizing food and beverage products effectively in a strategically defined manner. The first part of the book covers the sensory methods which are used by sensory scientists and product developers, including established and new and innovative methods. The second section investigates the product development process and how the application of sensory analysis, instrumental methods and multivariate data analysis can improve new product development, including packaging optimization and shelf life. The final section defines the important sensory criteria and modalities of different food and beverage products including Dairy, Meat, Confectionary, Bakery, and Beverage (alcoholic and non-alcoholic), and presents case studies indicating how the methods described in the first two sections have been successfully and innovatively applied to these different foods and beverages. The book is written to be of value to new product development researchers working in large corporations, SMEs (micro, small or medium-sized enterprises) as well as being accessible to the novice starting up their own business. The innovative technologies and methods described are less expensive than some more traditional practices and aim to be quick and effective in assisting products to market. Sensory testing is critical for new product development/optimization, ingredient substitution and devising appropriate packaging and shelf life as well as comparing foods or beverages to competitor's products.