Statistics For Hci

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Modern Statistical Methods for HCI

Judy Robertson,Maurits Kaptein
Modern Statistical Methods for HCI Book PDF

Author : Judy Robertson,Maurits Kaptein
Publisher : Springer
Page : 348 pages
File Size : 45,5 Mb
Release : 2016-03-22
Category : Computers
ISBN : 9783319266336

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Modern Statistical Methods for HCI by Judy Robertson,Maurits Kaptein Pdf

This book critically reflects on current statistical methods used in Human-Computer Interaction (HCI) and introduces a number of novel methods to the reader. Covering many techniques and approaches for exploratory data analysis including effect and power calculations, experimental design, event history analysis, non-parametric testing and Bayesian inference; the research contained in this book discusses how to communicate statistical results fairly, as well as presenting a general set of recommendations for authors and reviewers to improve the quality of statistical analysis in HCI. Each chapter presents [R] code for running analyses on HCI examples and explains how the results can be interpreted. Modern Statistical Methods for HCI is aimed at researchers and graduate students who have some knowledge of “traditional” null hypothesis significance testing, but who wish to improve their practice by using techniques which have recently emerged from statistics and related fields. This book critically evaluates current practices within the field and supports a less rigid, procedural view of statistics in favour of fair statistical communication.

Statistics for HCI

Alan Dix
Statistics for HCI Book PDF

Author : Alan Dix
Publisher : Springer Nature
Page : 161 pages
File Size : 51,9 Mb
Release : 2022-05-31
Category : Computers
ISBN : 9783031022289

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Statistics for HCI by Alan Dix Pdf

Many people find statistics confusing, and perhaps even more confusing given recent publicity about problems with traditional p-values and alternative statistical techniques including confidence intervals and Bayesian statistics. This book aims to help readers navigate this morass: to understand the debates, to be able to read and assess other people's statistical reports, and make appropriate choices when designing and analysing their own experiments, empirical studies, and other forms of quantitative data gathering.

Doing Better Statistics in Human-Computer Interaction

Paul Cairns
Doing Better Statistics in Human Computer Interaction Book PDF

Author : Paul Cairns
Publisher : Cambridge University Press
Page : 253 pages
File Size : 44,9 Mb
Release : 2019-02-07
Category : Computers
ISBN : 9781108482523

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Doing Better Statistics in Human-Computer Interaction by Paul Cairns Pdf

This book addresses common questions from HCI researchers when trying to do statistical analysis on their data.

Research Methods in Human-Computer Interaction

Jonathan Lazar,Jinjuan Heidi Feng,Harry Hochheiser
Research Methods in Human Computer Interaction Book PDF

Author : Jonathan Lazar,Jinjuan Heidi Feng,Harry Hochheiser
Publisher : Morgan Kaufmann
Page : 560 pages
File Size : 52,9 Mb
Release : 2017-04-28
Category : Computers
ISBN : 9780128093436

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Research Methods in Human-Computer Interaction by Jonathan Lazar,Jinjuan Heidi Feng,Harry Hochheiser Pdf

Research Methods in Human-Computer Interaction is a comprehensive guide to performing research and is essential reading for both quantitative and qualitative methods. Since the first edition was published in 2009, the book has been adopted for use at leading universities around the world, including Harvard University, Carnegie-Mellon University, the University of Washington, the University of Toronto, HiOA (Norway), KTH (Sweden), Tel Aviv University (Israel), and many others. Chapters cover a broad range of topics relevant to the collection and analysis of HCI data, going beyond experimental design and surveys, to cover ethnography, diaries, physiological measurements, case studies, crowdsourcing, and other essential elements in the well-informed HCI researcher's toolkit. Continual technological evolution has led to an explosion of new techniques and a need for this updated 2nd edition, to reflect the most recent research in the field and newer trends in research methodology. This Research Methods in HCI revision contains updates throughout, including more detail on statistical tests, coding qualitative data, and data collection via mobile devices and sensors. Other new material covers performing research with children, older adults, and people with cognitive impairments. Comprehensive and updated guide to the latest research methodologies and approaches, and now available in EPUB3 format (choose any of the ePub or Mobi formats after purchase of the eBook). Expanded discussions of online datasets, crowdsourcing, statistical tests, coding qualitative data, laws and regulations relating to the use of human participants, and data collection via mobile devices and sensors New material on performing research with children, older adults, and people with cognitive impairments, two new case studies from Google and Yahoo!, and techniques for expanding the influence of your research to reach non-researcher audiences, including software developers and policymakers

Introduction to the New Statistics

Geoff Cumming,Robert Calin-Jageman
Introduction to the New Statistics Book PDF

Author : Geoff Cumming,Robert Calin-Jageman
Publisher : Routledge
Page : 564 pages
File Size : 53,7 Mb
Release : 2016-10-04
Category : Psychology
ISBN : 9781317483373

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Introduction to the New Statistics by Geoff Cumming,Robert Calin-Jageman Pdf

This is the first introductory statistics text to use an estimation approach from the start to help readers understand effect sizes, confidence intervals (CIs), and meta-analysis (‘the new statistics’). It is also the first text to explain the new and exciting Open Science practices, which encourage replication and enhance the trustworthiness of research. In addition, the book explains NHST fully so students can understand published research. Numerous real research examples are used throughout. The book uses today’s most effective learning strategies and promotes critical thinking, comprehension, and retention, to deepen users’ understanding of statistics and modern research methods. The free ESCI (Exploratory Software for Confidence Intervals) software makes concepts visually vivid, and provides calculation and graphing facilities. The book can be used with or without ESCI. Other highlights include: - Coverage of both estimation and NHST approaches, and how to easily translate between the two. - Some exercises use ESCI to analyze data and create graphs including CIs, for best understanding of estimation methods. -Videos of the authors describing key concepts and demonstrating use of ESCI provide an engaging learning tool for traditional or flipped classrooms. -In-chapter exercises and quizzes with related commentary allow students to learn by doing, and to monitor their progress. -End-of-chapter exercises and commentary, many using real data, give practice for using the new statistics to analyze data, as well as for applying research judgment in realistic contexts. -Don’t fool yourself tips help students avoid common errors. -Red Flags highlight the meaning of "significance" and what p values actually mean. -Chapter outlines, defined key terms, sidebars of key points, and summarized take-home messages provide a study tool at exam time. -http://www.routledge.com/cw/cumming offers for students: ESCI downloads; data sets; key term flashcards; tips for using SPSS for analyzing data; and videos. For instructors it offers: tips for teaching the new statistics and Open Science; additional homework exercises; assessment items; answer keys for homework and assessment items; and downloadable text images; and PowerPoint lecture slides. Intended for introduction to statistics, data analysis, or quantitative methods courses in psychology, education, and other social and health sciences, researchers interested in understanding the new statistics will also appreciate this book. No familiarity with introductory statistics is assumed.

Experimental Human-Computer Interaction

Helen C. Purchase
Experimental Human Computer Interaction Book PDF

Author : Helen C. Purchase
Publisher : Cambridge University Press
Page : 263 pages
File Size : 41,7 Mb
Release : 2012-07-23
Category : Computers
ISBN : 9781107010062

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Experimental Human-Computer Interaction by Helen C. Purchase Pdf

Takes the human-computer interaction researcher through the complete experimental process, from identifying a research question, to conducting an experiment and analysing the results.

The Wiley Handbook of Human Computer Interaction Set

Kent Norman,Jurek Kirakowski
The Wiley Handbook of Human Computer Interaction Set Book PDF

Author : Kent Norman,Jurek Kirakowski
Publisher : John Wiley & Sons
Page : 1040 pages
File Size : 52,8 Mb
Release : 2017-12-28
Category : Psychology
ISBN : 9781118977279

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The Wiley Handbook of Human Computer Interaction Set by Kent Norman,Jurek Kirakowski Pdf

Once, human-computer interaction was limited to a privileged few. Today, our contact with computing technology is pervasive, ubiquitous, and global. Work and study is computer mediated, domestic and commercial systems are computerized, healthcare is being reinvented, navigation is interactive, and entertainment is computer generated. As technology has grown more powerful, so the field of human-computer interaction has responded with more sophisticated theories and methodologies. Bringing these developments together, The Wiley Handbook of Human-Computer Interaction explores the many and diverse aspects of human-computer interaction while maintaining an overall perspective regarding the value of human experience over technology.

Human-Computer Interaction

I. Scott MacKenzie
Human Computer Interaction Book PDF

Author : I. Scott MacKenzie
Publisher : Newnes
Page : 370 pages
File Size : 49,6 Mb
Release : 2012-12-31
Category : Computers
ISBN : 9780124071650

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Human-Computer Interaction by I. Scott MacKenzie Pdf

Human-Computer Interaction: An Empirical Research Perspective is the definitive guide to empirical research in HCI. The book begins with foundational topics including historical context, the human factor, interaction elements, and the fundamentals of science and research. From there, you'll progress to learning about the methods for conducting an experiment to evaluate a new computer interface or interaction technique. There are detailed discussions and how-to analyses on models of interaction, focusing on descriptive models and predictive models. Writing and publishing a research paper is explored with helpful tips for success. Throughout the book, you'll find hands-on exercises, checklists, and real-world examples. This is your must-have, comprehensive guide to empirical and experimental research in HCI—an essential addition to your HCI library. Master empirical and experimental research with this comprehensive, A-to-Z guide in a concise, hands-on reference Discover the practical and theoretical ins-and-outs of user studies Find exercises, takeaway points, and case studies throughout

Research Methods for Human-Computer Interaction

Paul Cairns,Anna L. Cox
Research Methods for Human Computer Interaction Book PDF

Author : Paul Cairns,Anna L. Cox
Publisher : Cambridge University Press
Page : 260 pages
File Size : 52,5 Mb
Release : 2008-08-21
Category : Psychology
ISBN : 0521690315

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Research Methods for Human-Computer Interaction by Paul Cairns,Anna L. Cox Pdf

Human-Computer Interaction draws on the fields of computer science, psychology, cognitive science, and organisational and social sciences in order to understand how people use and experience interactive technology. Until now, researchers have been forced to return to the individual subjects to learn about research methods and how to adapt them to the particular challenges of HCI. This book provides a single resource through which a range of commonly used research methods in HCI are introduced. Chapters are authored by internationally leading HCI researchers who use examples from their own work to illustrate how the methods apply in an HCI context. Each chapter also contains key references to help researchers find out more about each method as it has been used in HCI. Topics covered include experimental design, use of eyetracking, qualitative research methods, cognitive modelling, how to develop new methodologies and writing up your research.

Human-Centered Data Science

Cecilia Aragon,Shion Guha,Marina Kogan,Michael Muller,Gina Neff
Human Centered Data Science Book PDF

Author : Cecilia Aragon,Shion Guha,Marina Kogan,Michael Muller,Gina Neff
Publisher : MIT Press
Page : 201 pages
File Size : 48,7 Mb
Release : 2022-03-01
Category : Computers
ISBN : 9780262367592

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Human-Centered Data Science by Cecilia Aragon,Shion Guha,Marina Kogan,Michael Muller,Gina Neff Pdf

Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.

Artificial Intelligence for Human Computer Interaction: A Modern Approach

Yang Li,Otmar Hilliges
Artificial Intelligence for Human Computer Interaction A Modern Approach Book PDF

Author : Yang Li,Otmar Hilliges
Publisher : Springer Nature
Page : 602 pages
File Size : 50,9 Mb
Release : 2021-11-04
Category : Computers
ISBN : 9783030826819

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Artificial Intelligence for Human Computer Interaction: A Modern Approach by Yang Li,Otmar Hilliges Pdf

This edited book explores the many interesting questions that lie at the intersection between AI and HCI. It covers a comprehensive set of perspectives, methods and projects that present the challenges and opportunities that modern AI methods bring to HCI researchers and practitioners. The chapters take a clear departure from traditional HCI methods and leverage data-driven and deep learning methods to tackle HCI problems that were previously challenging or impossible to address. It starts with addressing classic HCI topics, including human behaviour modeling and input, and then dedicates a section to data and tools, two technical pillars of modern AI methods. These chapters exemplify how state-of-the-art deep learning methods infuse new directions and allow researchers to tackle long standing and newly emerging HCI problems alike. Artificial Intelligence for Human Computer Interaction: A Modern Approach concludes with a section on Specific Domains which covers a set of emerging HCI areas where modern AI methods start to show real impact, such as personalized medical, design, and UI automation.

Encyclopedia of Human Computer Interaction

Ghaoui, Claude
Encyclopedia of Human Computer Interaction Book PDF

Author : Ghaoui, Claude
Publisher : IGI Global
Page : 780 pages
File Size : 49,6 Mb
Release : 2005-12-31
Category : Computers
ISBN : 9781591407980

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Encyclopedia of Human Computer Interaction by Ghaoui, Claude Pdf

Esta enciclopedia presenta numerosas experiencias y discernimientos de profesionales de todo el mundo sobre discusiones y perspectivas de la la interacción hombre-computadoras

HCI and Usability for Education and Work

Andreas Holzinger
HCI and Usability for Education and Work Book PDF

Author : Andreas Holzinger
Publisher : Springer
Page : 488 pages
File Size : 40,7 Mb
Release : 2008-11-19
Category : Computers
ISBN : 9783540893509

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HCI and Usability for Education and Work by Andreas Holzinger Pdf

The Workgroup Human–Computer Interaction & Usability Engineering (HCI&UE) of the Austrian Computer Society (OCG) serves as a platform for interdisciplinary - change, research and development. While human–computer interaction (HCI) tra- tionally brings together psychologists and computer scientists, usability engineering (UE) is a software engineering discipline and ensures the appropriate implementation of applications. Our 2008 topic was Human–Computer Interaction for Education and Work (HCI4EDU), culminating in the 4th annual Usability Symposium USAB 2008 held during November 20–21, 2008 in Graz, Austria (http://usab-symposium.tugraz.at). As with the field of Human–Computer Interaction in Medicine and Health Care (HCI4MED), which was our annual topic in 2007, technological performance also increases exponentially in the area of education and work. Learners, teachers and knowledge workers are ubiquitously confronted with new technologies, which are available at constantly lower costs. However, it is obvious that within our e-Society the knowledge acquired at schools and universities – while being an absolutely necessary basis for learning – may prove insufficient to last a whole life time. Working and learning can be viewed as parallel processes, with the result that li- long learning (LLL) must be considered as more than just a catch phrase within our society, it is an undisputed necessity. Today, we are facing a tremendous increase in educational technologies of all kinds and, although the influence of these new te- nologies is enormous, we must never forget that learning is both a basic cognitive and a social process – and cannot be replaced by technology.

Data Analysis Using Regression and Multilevel/Hierarchical Models

Andrew Gelman,Jennifer Hill
Data Analysis Using Regression and Multilevel Hierarchical Models Book PDF

Author : Andrew Gelman,Jennifer Hill
Publisher : Cambridge University Press
Page : 654 pages
File Size : 49,9 Mb
Release : 2007
Category : Mathematics
ISBN : 052168689X

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Data Analysis Using Regression and Multilevel/Hierarchical Models by Andrew Gelman,Jennifer Hill Pdf

This book, first published in 2007, is for the applied researcher performing data analysis using linear and nonlinear regression and multilevel models.

Human-Computer Interaction

Inaki Maurtua
Human Computer Interaction Book PDF

Author : Inaki Maurtua
Publisher : BoD – Books on Demand
Page : 572 pages
File Size : 50,7 Mb
Release : 2009-12-01
Category : Computers
ISBN : 9789533070223

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Human-Computer Interaction by Inaki Maurtua Pdf

In this book the reader will find a collection of 31 papers presenting different facets of Human Computer Interaction, the result of research projects and experiments as well as new approaches to design user interfaces. The book is organized according to the following main topics in a sequential order: new interaction paradigms, multimodality, usability studies on several interaction mechanisms, human factors, universal design and development methodologies and tools.