Holdings: Modern statistical methods for HCI

Modern statistical methods for HCI:

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Bibliographic Details
Other Authors:	Robertson, Judy (Editor), Kaptein, Maurits 1983- (Editor)
Format:	Book
Language:	English
Published:	[Cham] Springer [2016]
Series:	Human–computer interaction series
Subjects:	Informatik Statistik Mensch-Maschine-Kommunikation Benutzeroberfläche
Online Access:	Inhaltsverzeichnis Klappentext
Item Description:	"Additional material to this book can be downloaded from http://extras.springer.com."
Physical Description:	xx, 348 Seiten Illustrationen, Diagamme
ISBN:	9783319266312

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MARC


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Record in the Search Index

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adam_text	Contents 1 An Introduction to Modern Statistical Methods in HCI........... 1 Judy Robertson and Maurits Kaptein Part I Getting Started With Data Analysis 2 Getting Started with [R]; a Brief Introduction................. 19 Lianne Ippel 3 Descriptive Statistics, Graphs, and Visualisation.............. 37 Joanna Young and Jan Wessnitzer 4 Handling Missing Data.......................................... 57 Thom Baguley and Mark Andrews Part II Classical Null Hypothesis Significance Testing Done Properly 5 Effect Sizes and Power Analysis in HCI......................... 87 Koji Yatani 6 Using R for Repeated and Time-Series Observations.............. Ill Deborah Fry, Kerri Wazny and Niall Anderson 7 Nonparametric Statistics in Human-Computer Interaction. ...... 135 Jacob O. Wobbrock and Matthew Kay Part III Bayesian Inference 8 Bayesian Inference............................................ 173 Michail Tsikerdekis 9 Bayesian Testing of Constrained Hypotheses..................... 199 Joris Mulder xvii xviii Contents Part IV Advanced Modeling in HCI 10 Latent Variable Models............................................. 233 A. Alexander Beaujean and Grant B. Morgan 11 Using Generalized Linear (Mixed) Models in HCI.................... 251 Maurits Kaptein 12 Mixture Models: Latent Profile and Latent Class Analysis.......... 275 Daniel Oberski Part V Improving Statistical Practice in HCI 13 Fair Statistical Communication in HCI............................. 291 Pierre Dragicevic 14 Improving Statistical Practice in HCI............................. 331 Judy Robertson and Maurits Kaptein Human-Computer Interaction Series Desney Tan * Jean Vanderdonckt Editors-in-chief Judy Robertson • Maurits Kaptein Editors Modern Statistical Methods for HCI This book critical!}’ 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 Stiitisticul 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.
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indexdate	2024-07-10T07:27:52Z
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physical	xx, 348 Seiten Illustrationen, Diagamme
publishDate	2016
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publisher	Springer
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series2	Human–computer interaction series
spelling	Modern statistical methods for HCI Judy Robertson, Maurits Kaptein (editors) [Cham] Springer [2016] xx, 348 Seiten Illustrationen, Diagamme txt rdacontent n rdamedia nc rdacarrier Human–computer interaction series "Additional material to this book can be downloaded from http://extras.springer.com." Informatik (DE-588)4026894-9 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd rswk-swf Benutzeroberfläche (DE-588)4131424-4 gnd rswk-swf Informatik (DE-588)4026894-9 s Benutzeroberfläche (DE-588)4131424-4 s Mensch-Maschine-Kommunikation (DE-588)4125909-9 s Statistik (DE-588)4056995-0 s DE-604 Robertson, Judy (DE-588)1100727698 edt Kaptein, Maurits 1983- (DE-588)1100728430 edt Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028936518&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028936518&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext
spellingShingle	Modern statistical methods for HCI Informatik (DE-588)4026894-9 gnd Statistik (DE-588)4056995-0 gnd Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd Benutzeroberfläche (DE-588)4131424-4 gnd
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title	Modern statistical methods for HCI
title_auth	Modern statistical methods for HCI
title_exact_search	Modern statistical methods for HCI
title_full	Modern statistical methods for HCI Judy Robertson, Maurits Kaptein (editors)
title_fullStr	Modern statistical methods for HCI Judy Robertson, Maurits Kaptein (editors)
title_full_unstemmed	Modern statistical methods for HCI Judy Robertson, Maurits Kaptein (editors)
title_short	Modern statistical methods for HCI
title_sort	modern statistical methods for hci
topic	Informatik (DE-588)4026894-9 gnd Statistik (DE-588)4056995-0 gnd Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd Benutzeroberfläche (DE-588)4131424-4 gnd
topic_facet	Informatik Statistik Mensch-Maschine-Kommunikation Benutzeroberfläche
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028936518&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028936518&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT robertsonjudy modernstatisticalmethodsforhci AT kapteinmaurits modernstatisticalmethodsforhci

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