Data Science For Sensory And Consumer Scientists

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Data Science for Sensory and Consumer Scientists

Thierry Worch,Julien Delarue,Vanessa Rios De Souza,John Ennis
Data Science for Sensory and Consumer Scientists Book PDF

Author : Thierry Worch,Julien Delarue,Vanessa Rios De Souza,John Ennis
Publisher : CRC Press
Page : 353 pages
File Size : 52,5 Mb
Release : 2023-09-29
Category : Business & Economics
ISBN : 9781000924176

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Data Science for Sensory and Consumer Scientists by Thierry Worch,Julien Delarue,Vanessa Rios De Souza,John Ennis Pdf

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

Thierry Worch,Julien Delarue,Vanessa Rios De Souza,John M. Ennis
Data Science for Sensory and Consumer Scientists Book PDF

Author : Thierry Worch,Julien Delarue,Vanessa Rios De Souza,John M. Ennis
Publisher : Unknown
Page : 0 pages
File Size : 43,5 Mb
Release : 2023-08
Category : Consumers
ISBN : 1003028616

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Data Science for Sensory and Consumer Scientists by Thierry Worch,Julien Delarue,Vanessa Rios De Souza,John M. Ennis Pdf

"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

Tormod Næs,Per Bruun Brockhoff,Oliver Tomic
Statistics for Sensory and Consumer Science Book PDF

Author : Tormod Næs,Per Bruun Brockhoff,Oliver Tomic
Publisher : John Wiley & Sons
Page : 268 pages
File Size : 53,5 Mb
Release : 2011-06-20
Category : Technology & Engineering
ISBN : 9781119957249

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Statistics for Sensory and Consumer Science by Tormod Næs,Per Bruun Brockhoff,Oliver Tomic Pdf

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

Tormod Næs,Paula Varela,Ingunn Berget
Individual Differences in Sensory and Consumer Science Book PDF

Author : Tormod Næs,Paula Varela,Ingunn Berget
Publisher : Woodhead Publishing
Page : 260 pages
File Size : 42,6 Mb
Release : 2018-02-21
Category : Technology & Engineering
ISBN : 9780081011140

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Individual Differences in Sensory and Consumer Science by Tormod Næs,Paula Varela,Ingunn Berget Pdf

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

Multivariate Analysis of Data in Sensory Science

T. Naes,E. Risvik
Multivariate Analysis of Data in Sensory Science Book PDF

Author : T. Naes,E. Risvik
Publisher : Elsevier
Page : 347 pages
File Size : 47,6 Mb
Release : 1996-02-01
Category : Education
ISBN : 0080537162

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Multivariate Analysis of Data in Sensory Science by T. Naes,E. Risvik Pdf

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.

Data Science in Practice

Tom Alby
Data Science in Practice Book PDF

Author : Tom Alby
Publisher : CRC Press
Page : 273 pages
File Size : 51,5 Mb
Release : 2023-09-22
Category : Mathematics
ISBN : 9781000955668

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Data Science in Practice by Tom Alby Pdf

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

Data Science for Water Utilities

Peter Prevos
Data Science for Water Utilities Book PDF

Author : Peter Prevos
Publisher : CRC Press
Page : 212 pages
File Size : 46,8 Mb
Release : 2023-05-10
Category : Computers
ISBN : 9781000856477

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Data Science for Water Utilities by Peter Prevos Pdf

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.

Spatial Statistics for Data Science

Paula Moraga
Spatial Statistics for Data Science Book PDF

Author : Paula Moraga
Publisher : CRC Press
Page : 298 pages
File Size : 50,5 Mb
Release : 2023-12-08
Category : Mathematics
ISBN : 9781003832300

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Spatial Statistics for Data Science by Paula Moraga Pdf

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

Big Data Analytics

Ulrich Matter
Big Data Analytics Book PDF

Author : Ulrich Matter
Publisher : CRC Press
Page : 328 pages
File Size : 47,8 Mb
Release : 2023-09-04
Category : Mathematics
ISBN : 9781000932720

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Big Data Analytics by Ulrich Matter Pdf

- 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.

Digital Sensory Science

J. Ben Lawlor,Jean A. McEwan,David Labbe
Digital Sensory Science Book PDF

Author : J. Ben Lawlor,Jean A. McEwan,David Labbe
Publisher : Elsevier
Page : 310 pages
File Size : 41,9 Mb
Release : 2023-07-26
Category : Technology & Engineering
ISBN : 9780323952262

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Digital Sensory Science by J. Ben Lawlor,Jean A. McEwan,David Labbe Pdf

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

Telling Stories with Data

Rohan Alexander
Telling Stories with Data Book PDF

Author : Rohan Alexander
Publisher : CRC Press
Page : 623 pages
File Size : 51,5 Mb
Release : 2023-07-27
Category : Business & Economics
ISBN : 9781000895797

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Telling Stories with Data by Rohan Alexander Pdf

Extensive code examples. Ethics integrated throughout. Reproducibility integrated throughout. Focus on data gathering, messy data, and cleaning data. Extensive formative assessment throughout.

Introduction to NFL Analytics with R

Bradley J. Congelio
Introduction to NFL Analytics with R Book PDF

Author : Bradley J. Congelio
Publisher : CRC Press
Page : 383 pages
File Size : 40,8 Mb
Release : 2023-12-19
Category : Sports & Recreation
ISBN : 9781003813262

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Introduction to NFL Analytics with R by Bradley J. Congelio Pdf

It has become difficult to ignore the analytics movement within the NFL. An increasing number of coaches openly integrate advanced numbers into their game plans, and commentators, throughout broadcasts, regularly use terms such as air yards, CPOE, and EPA on a casual basis. This rapid growth, combined with an increasing accessibility to NFL data, has helped create a burgeoning amateur analytics movement, highlighted by the NFL’s annual Big Data Bowl. Because learning a coding language can be a difficult enough endeavor, Introduction to NFL Analytics with R is purposefully written in a more informal format than readers of similar books may be accustomed to, opting to provide step-by-step instructions in a structured, jargon-free manner. Key Coverage: Installing R, RStudio, and necessary packages Working and becoming fluent in the tidyverse Finding meaning in NFL data with examples from all the functions in the nflverse family of packages Using NFL data to create eye-catching data visualizations Building statistical models starting with simple regressions and progressing to advanced machine learning models using tidymodels and eXtreme Gradient Boosting The book is written for novices of R programming all the way to more experienced coders, as well as audiences with differing expected outcomes. Professors can use Introduction to NFL Analytics with R to provide data science lessons through the lens of the NFL, while students can use it as an educational tool to create robust visualizations and machine learning models for assignments. Journalists, bloggers, and arm-chair quarterbacks alike will find the book helpful to underpin their arguments by providing hard data and visualizations to back up their claims.

The Data Preparation Journey

Martin Hugh Monkman
The Data Preparation Journey Book PDF

Author : Martin Hugh Monkman
Publisher : CRC Press
Page : 205 pages
File Size : 47,7 Mb
Release : 2024-05-28
Category : Business & Economics
ISBN : 9781040019139

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The Data Preparation Journey by Martin Hugh Monkman Pdf

The Data Preparation Journey: Finding Your Way With R introduces the principles of data preparation within in a systematic approach that follows a typical data science or statistical workflow. With that context, readers will work through practical solutions to resolving problems in data using the statistical and data science programming language R. These solutions include examples of complex real-world data, adding greater context and exposing the reader to greater technical challenges. This book focuses on the Import to Tidy to Transform steps. It demonstrates how “Visualise” is an important part of Exploratory Data Analysis, a strategy for identifying potential problems with the data prior to cleaning. This book is designed for readers with a working knowledge of data manipulation functions in R or other programming languages. It is suitable for academics for whom analyzing data is crucial, businesses who make decisions based on the insights gleaned from collecting data from customer interactions, and public servants who use data to inform policy and program decisions. The principles and practices described within The Data Preparation Journey apply regardless of the context. Key Features: Includes R package containing the code and data sets used in the book Comprehensive examples of data preparation from a variety of disciplines Defines the key principles of data preparation, from access to publication

Natural Language Processing in the Real World

Jyotika Singh
Natural Language Processing in the Real World Book PDF

Author : Jyotika Singh
Publisher : CRC Press
Page : 393 pages
File Size : 53,5 Mb
Release : 2023-07-03
Category : Computers
ISBN : 9781000902266

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Natural Language Processing in the Real World by Jyotika Singh Pdf

Natural Language Processing in the Real World is a practical guide for applying data science and machine learning to build Natural Language Processing (NLP) solutions. Where traditional, academic-taught NLP is often accompanied by a data source or dataset to aid solution building, this book is situated in the real world where there may not be an existing rich dataset. This book covers the basic concepts behind NLP and text processing and discusses the applications across 15 industry verticals. From data sources and extraction to transformation and modelling, and classic Machine Learning to Deep Learning and Transformers, several popular applications of NLP are discussed and implemented. This book provides a hands-on and holistic guide for anyone looking to build NLP solutions, from students of Computer Science to those involved in large-scale industrial projects.

Soccer Analytics

Clive Beggs
Soccer Analytics Book PDF

Author : Clive Beggs
Publisher : CRC Press
Page : 397 pages
File Size : 41,6 Mb
Release : 2024-03-11
Category : Sports & Recreation
ISBN : 9781003825333

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Soccer Analytics by Clive Beggs Pdf

Sports analytics is on the rise, with top soccer clubs, bookmakers, and broadcasters all employing statisticians and data scientists to gain an edge over their competitors. Many popular books have been written exploring the mathematics of soccer. However, few supply details on how soccer data can be analysed in real-life. The book addresses this issue via a practical route one approach designed to show readers how to successfully tackle a range of soccer related problems using the easy-to-learn computer language R. Through a series of easy-to-follow examples, the book explains how R can be used to: Download and edit soccer data Produce graphics and statistics Predict match outcomes and final league positions Formulate betting strategies Rank teams Construct passing networks Assess match play Soccer Analytics: An Introduction Using R is a comprehensive introduction to soccer analytics aimed at all those interested in analysing soccer data, be they fans, gamblers, coaches, sports scientists, or data scientists and statisticians wishing to pursue a career in professional soccer. It aims to equip the reader with the knowledge and skills required to confidently analyse soccer data using R, all in a few easy lessons.