Data Science For Sensory And Consumer Scientists

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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

Data Science for Sensory and Consumer Scientists

Author : Thierry Worch
Publisher :
ISBN 13 : 9781003028611
Total Pages : 0 pages
Book Rating : 4.0/5 (286 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 . 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

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.

Individual Differences in Sensory and Consumer Science

Author : Tormod Næs
Publisher : Woodhead Publishing
ISBN 13 : 0081011148
Total Pages : 262 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 262 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

Author : Daniel M. Ennis
Publisher : Institute for Perception
ISBN 13 : 0615857744
Total Pages : 197 pages
Book Rating : 4.6/5 (158 download)

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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

Author : T. Naes
Publisher : Elsevier
ISBN 13 : 0080537162
Total Pages : 365 pages
Book Rating : 4.0/5 (85 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 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.

Sensory and Consumer Research in Food Product Design and Development

Author : Howard R. Moskowitz
Publisher : John Wiley & Sons
ISBN 13 : 0813813662
Total Pages : 441 pages
Book Rating : 4.8/5 (138 download)

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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 2012-04-03 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the past thirty years, companies have recognized the consumer as the key driver for business and product success. This recognition has, in turn, generated its own drivers: sensory analysis and marketing research, leading first to a culture promoting the expert and then evolving into the systematic acquisition of consumer-relevant information to build businesses. 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 business leaders from both the research development and business development perspective. This popular volume, now in an updated and expanded second edition, presents a unique perspective afforded by the author team of Moskowitz, Beckley, and Resurreccion: three leading practitioners in the field who each possess both academic and business acumen. Newcomers to the field 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 another perspective on commonly encountered problems and their practical solutions. This book is aimed at professionals in all sectors of the food and beverage industry. Sensory and Consumer Research in Food Product Design and Development is especially important for those business and research professionals involved in the early stages of product development, where business opportunity is often the greatest.

Digital Sensory Science

Author : J. Ben Lawlor
Publisher : Elsevier
ISBN 13 : 0323952267
Total Pages : 310 pages
Book Rating : 4.3/5 (239 download)

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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

A Practical Guide to Sensory and Consumer Evaluation

Author : Christopher Findlay
Publisher : Woodhead Publishing
ISBN 13 : 9780081003787
Total Pages : 0 pages
Book Rating : 4.0/5 (37 download)

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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

Data Science

Author : Tiffany Timbers
Publisher : CRC Press
ISBN 13 : 1040106668
Total Pages : 452 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Data Science by : Tiffany Timbers

Download or read book Data Science written by Tiffany Timbers and published by CRC Press. This book was released on 2024-08-23 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Science: A First Introduction with Python focuses on using the Python programming language in Jupyter notebooks to perform data manipulation and cleaning, create effective visualizations, and extract insights from data using classification, regression, clustering, and inference. It emphasizes workflows that are clear, reproducible, and shareable, and includes coverage of the basics of version control. Based on educational research and active learning principles, the book uses a modern approach to Python and includes accompanying autograded Jupyter worksheets for interactive, self-directed learning. The text will leave readers well-prepared for data science projects. It is designed for learners from all disciplines with minimal prior knowledge of mathematics and programming. The authors have honed the material through years of experience teaching thousands of undergraduates at the University of British Columbia. Key Features: Includes autograded worksheets for interactive, self-directed learning. Introduces readers to modern data analysis and workflow tools such as Jupyter notebooks and GitHub, and covers cutting-edge data analysis and manipulation Python libraries such as pandas, scikit-learn, and altair. Is designed for a broad audience of learners from all backgrounds and disciplines.

Introduction to Data Science

Author : Rafael A. Irizarry
Publisher : CRC Press
ISBN 13 : 1040105505
Total Pages : 346 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Introduction to Data Science by : Rafael A. Irizarry

Download or read book Introduction to Data Science written by Rafael A. Irizarry and published by CRC Press. This book was released on 2024-08-02 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlike the first edition, the new edition has been split into two books. Thoroughly revised and updated, this is the first book of the second edition of Introduction to Data Science: Data Wrangling and Visualization with R. It introduces skills that can help you tackle real-world data analysis challenges. These include R programming, data wrangling with dplyr, data visualization with ggplot2, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation with Quarto and knitr. The new edition includes additional material/chapters on data.table, locales, and accessing data through APIs. The book is divided into four parts: R, Data Visualization, Data Wrangling, and Productivity Tools. Each part has several chapters meant to be presented as one lecture and includes dozens of exercises. The second book will cover topics including probability, statistics and prediction algorithms with R. Throughout the book, we use motivating case studies. In each case study, we try to realistically mimic a data scientist’s experience. For each of the skills covered, we start by asking specific questions and answer these through data analysis. Examples of the case studies included in the book are: US murder rates by state, self-reported student heights, trends in world health and economics, and the impact of vaccines on infectious disease rates. This book is meant to be a textbook for a first course in Data Science. No previous knowledge of R is necessary, although some experience with programming may be helpful. To be a successful data analyst implementing these skills covered in this book requires understanding advanced statistical concepts, such as those covered the second book. If you read and understand all the chapters and complete all the exercises in this book, and understand statistical concepts, you will be well-positioned to perform basic data analysis tasks and you will be prepared to learn the more advanced concepts and skills needed to become an expert.

DevOps for Data Science

Author : Alex Gold
Publisher : CRC Press
ISBN 13 : 104003442X
Total Pages : 274 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis DevOps for Data Science by : Alex Gold

Download or read book DevOps for Data Science written by Alex Gold and published by CRC Press. This book was released on 2024-06-19 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Scientists are experts at analyzing, modelling and visualizing data but, at one point or another, have all encountered difficulties in collaborating with or delivering their work to the people and systems that matter. Born out of the agile software movement, DevOps is a set of practices, principles and tools that help software engineers reliably deploy work to production. This book takes the lessons of DevOps and aplies them to creating and delivering production-grade data science projects in Python and R. This book’s first section explores how to build data science projects that deploy to production with no frills or fuss. Its second section covers the rudiments of administering a server, including Linux, application, and network administration before concluding with a demystification of the concerns of enterprise IT/Administration in its final section, making it possible for data scientists to communicate and collaborate with their organization’s security, networking, and administration teams. Key Features: • Start-to-finish labs take readers through creating projects that meet DevOps best practices and creating a server-based environment to work on and deploy them. • Provides an appendix of cheatsheets so that readers will never be without the reference they need to remember a Git, Docker, or Command Line command. • Distills what a data scientist needs to know about Docker, APIs, CI/CD, Linux, DNS, SSL, HTTP, Auth, and more. • Written specifically to address the concern of a data scientist who wants to take their Python or R work to production. There are countless books on creating data science work that is correct. This book, on the otherhand, aims to go beyond this, targeted at data scientists who want their work to be than merely accurate and deliver work that matters.

Data Science in Practice

Author : Tom Alby
Publisher : CRC Press
ISBN 13 : 1000955664
Total Pages : 273 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Data Science in Practice by : Tom Alby

Download or read book Data Science in Practice written by Tom Alby and published by CRC Press. This book was released on 2023-09-22 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Science in Practice is the ideal introduction to data science. With or without math skills, here, you get the all-round view that you need for your projects. This book describes how to properly question data, in order to unearth the treasure that data can be. You will get to know the relevant analysis methods, and will be introduced to the programming language R, which is ideally suited for data analysis. Associated tools like notebooks that make data science programming easily accessible are included in this introduction. Because technology alone is not enough, this book also deals with problems in project implementation, illuminates various fields of application, and does not forget to address ethical aspects. Data Science in Practice includes many examples, notes on errors, decision-making aids, and other practical tips. This book is ideal as a complementary text for university students, and is a useful learning tool for those moving into more data-related roles. Key Features: Success factors and tools for all project phases Includes application examples for various subject areas Introduces many aspects of Data Science, from requirements analysis to data acquisition and visualization

Spatial Statistics for Data Science

Author : Paula Moraga
Publisher : CRC Press
ISBN 13 : 100383230X
Total Pages : 298 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Spatial Statistics for Data Science by : Paula Moraga

Download or read book Spatial Statistics for Data Science written by Paula Moraga and published by CRC Press. This book was released on 2023-12-08 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describes R packages for retrieval, manipulation, and visualization of spatial data Offers a comprehensive overview of spatial statistical methods including spatial autocorrelation, clustering, spatial interpolation, model-based geostatistics, and spatial point processes Provides detailed explanations on how to fit and interpret Bayesian spatial models using the integrated nested Laplace approximation (INLA) and stochastic partial differential equation (SPDE) approaches

Data Science for Water Utilities

Author : Peter Prevos
Publisher : CRC Press
ISBN 13 : 100085647X
Total Pages : 212 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Data Science for Water Utilities by : Peter Prevos

Download or read book Data Science for Water Utilities written by Peter Prevos and published by CRC Press. This book was released on 2023-05-10 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This addition to the Data Science Series introduces the principles of data science and the R language to the singular needs of water professionals. The book provides unique data and examples relevant to managing water utility and is sourced from the author’s extensive experience. Data Science for Water Utilities: Data as a Source of Value is an applied, practical guide that shows water professionals how to use data science to solve urban water management problems. Content develops through four case studies. The first looks at analysing water quality to ensure public health. The second considers customer feedback. The third case study introduces smart meter data. The guide flows easily from basic principles through code that, with each case study, increases in complexity. The last case study analyses data using basic machine learning. Readers will be familiar with analysing data but do not need coding experience to use this book. The title will be essential reading for anyone seeking a practical introduction to data science and creating value with R.

Big Data Analytics

Author : Ulrich Matter
Publisher : CRC Press
ISBN 13 : 1000932729
Total Pages : 328 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Big Data Analytics by : Ulrich Matter

Download or read book Big Data Analytics written by Ulrich Matter and published by CRC Press. This book was released on 2023-09-04 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: - Includes many code examples in R and SQL, with R/SQL scripts freely provided online. - Extensive use of real datasets from empirical economic research and business analytics, with data files freely provided online. - Leads students and practitioners to think critically about where the bottlenecks are in practical data analysis tasks with large data sets, and how to address them.

Telling Stories with Data

Author : Rohan Alexander
Publisher : CRC Press
ISBN 13 : 1000895793
Total Pages : 623 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Telling Stories with Data by : Rohan Alexander

Download or read book Telling Stories with Data written by Rohan Alexander and published by CRC Press. This book was released on 2023-07-27 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: Extensive code examples. Ethics integrated throughout. Reproducibility integrated throughout. Focus on data gathering, messy data, and cleaning data. Extensive formative assessment throughout.