Modern statistical methods for HCI:
Gespeichert in:
| Weitere Verfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
[Cham]
Springer
[2016]
|
| Schriftenreihe: | Human–computer interaction series
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | "Additional material to this book can be downloaded from http://extras.springer.com." |
| Beschreibung: | xx, 348 Seiten Illustrationen, Diagamme |
| ISBN: | 9783319266312 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV043520572 | ||
| 003 | DE-604 | ||
| 005 | 20160602 | ||
| 007 | t | ||
| 008 | 160420s2016 a||| |||| 00||| eng d | ||
| 020 | |a 9783319266312 |9 978-3-319-26631-2 | ||
| 035 | |a (OCoLC)951160528 | ||
| 035 | |a (DE-599)BVBBV043520572 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-355 | ||
| 084 | |a ST 278 |0 (DE-625)143644: |2 rvk | ||
| 245 | 1 | 0 | |a Modern statistical methods for HCI |c Judy Robertson, Maurits Kaptein (editors) |
| 264 | 1 | |a [Cham] |b Springer |c [2016] | |
| 300 | |a xx, 348 Seiten |b Illustrationen, Diagamme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Human–computer interaction series | |
| 500 | |a "Additional material to this book can be downloaded from http://extras.springer.com." | ||
| 650 | 0 | 7 | |a Informatik |0 (DE-588)4026894-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Statistik |0 (DE-588)4056995-0 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Mensch-Maschine-Kommunikation |0 (DE-588)4125909-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Benutzeroberfläche |0 (DE-588)4131424-4 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Informatik |0 (DE-588)4026894-9 |D s |
| 689 | 0 | 1 | |a Benutzeroberfläche |0 (DE-588)4131424-4 |D s |
| 689 | 0 | 2 | |a Mensch-Maschine-Kommunikation |0 (DE-588)4125909-9 |D s |
| 689 | 0 | 3 | |a Statistik |0 (DE-588)4056995-0 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Robertson, Judy |0 (DE-588)1100727698 |4 edt | |
| 700 | 1 | |a Kaptein, Maurits |d 1983- |0 (DE-588)1100728430 |4 edt | |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u 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 |3 Inhaltsverzeichnis |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u 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 |3 Klappentext |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028936518 | ||
Datensatz im Suchindex
| _version_ | 1804176166734528513 |
|---|---|
| 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.
|
| any_adam_object | 1 |
| author2 | Robertson, Judy Kaptein, Maurits 1983- |
| author2_role | edt edt |
| author2_variant | j r jr m k mk |
| author_GND | (DE-588)1100727698 (DE-588)1100728430 |
| author_facet | Robertson, Judy Kaptein, Maurits 1983- |
| building | Verbundindex |
| bvnumber | BV043520572 |
| classification_rvk | ST 278 |
| ctrlnum | (OCoLC)951160528 (DE-599)BVBBV043520572 |
| discipline | Informatik |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>02097nam a2200433 c 4500</leader><controlfield tag="001">BV043520572</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20160602 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">160420s2016 a||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783319266312</subfield><subfield code="9">978-3-319-26631-2</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)951160528</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV043520572</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-355</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 278</subfield><subfield code="0">(DE-625)143644:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Modern statistical methods for HCI</subfield><subfield code="c">Judy Robertson, Maurits Kaptein (editors)</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">[Cham]</subfield><subfield code="b">Springer</subfield><subfield code="c">[2016]</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">xx, 348 Seiten</subfield><subfield code="b">Illustrationen, Diagamme</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">Human–computer interaction series</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">"Additional material to this book can be downloaded from http://extras.springer.com."</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Informatik</subfield><subfield code="0">(DE-588)4026894-9</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Statistik</subfield><subfield code="0">(DE-588)4056995-0</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Mensch-Maschine-Kommunikation</subfield><subfield code="0">(DE-588)4125909-9</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Benutzeroberfläche</subfield><subfield code="0">(DE-588)4131424-4</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Informatik</subfield><subfield code="0">(DE-588)4026894-9</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Benutzeroberfläche</subfield><subfield code="0">(DE-588)4131424-4</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="2"><subfield code="a">Mensch-Maschine-Kommunikation</subfield><subfield code="0">(DE-588)4125909-9</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="3"><subfield code="a">Statistik</subfield><subfield code="0">(DE-588)4056995-0</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Robertson, Judy</subfield><subfield code="0">(DE-588)1100727698</subfield><subfield code="4">edt</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Kaptein, Maurits</subfield><subfield code="d">1983-</subfield><subfield code="0">(DE-588)1100728430</subfield><subfield code="4">edt</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Regensburg - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">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</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Regensburg - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">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</subfield><subfield code="3">Klappentext</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-028936518</subfield></datafield></record></collection> |
| id | DE-604.BV043520572 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:27:52Z |
| institution | BVB |
| isbn | 9783319266312 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028936518 |
| oclc_num | 951160528 |
| open_access_boolean | |
| owner | DE-355 DE-BY-UBR |
| owner_facet | DE-355 DE-BY-UBR |
| physical | xx, 348 Seiten Illustrationen, Diagamme |
| publishDate | 2016 |
| publishDateSearch | 2016 |
| publishDateSort | 2016 |
| publisher | Springer |
| record_format | marc |
| 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 |
| subject_GND | (DE-588)4026894-9 (DE-588)4056995-0 (DE-588)4125909-9 (DE-588)4131424-4 |
| 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 |