Kaptein, Maurits
Modern Statistical Methods for HCI
1. An Introduction to Modern Statistical Methods in HCI
Judy Robertson, Maurits Kaptein
Part I. Getting Started With Data Analysis
2. Getting Started with [R]; a Brief Introduction
Lianne Ippel
3. Descriptive Statistics, Graphs, and Visualisation
Joanna Young, Jan Wessnitzer
4. Handling Missing Data
Thom Baguley, Mark Andrews
Part II. Classical Null Hypothesis Significance Testing Done Properly
5. Effect Sizes and Power Analysis in HCI
Koji Yatani
6. Using R for Repeated and Time-Series Observations
Deborah Fry, Kerri Wazny, Niall Anderson
7. Nonparametric Statistics in Human–Computer Interaction
Jacob O. Wobbrock, Matthew Kay
Part III. Bayesian Inference
8. Bayesian Inference
Michail Tsikerdekis
9. Bayesian Testing of Constrained Hypotheses
Joris Mulder
Part IV. Advanced Modeling in HCI
10. Latent Variable Models
A. Alexander Beaujean, Grant B. Morgan
11. Using Generalized Linear (Mixed) Models in HCI
Maurits Kaptein
12. Mixture Models: Latent Profile and Latent Class Analysis
Daniel Oberski
Part V. Improving Statistical Practice in HCI
13. Fair Statistical Communication in HCI
Pierre Dragicevic
14. Improving Statistical Practice in HCI
Judy Robertson, Maurits Kaptein
Avainsanat: Computer Science, User Interfaces and Human Computer Interaction, Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law
- Toimittaja
- Kaptein, Maurits
- Robertson, Judy
- Julkaisija
- Springer
- Julkaisuvuosi
- 2016
- Kieli
- en
- Painos
- 1st ed. 2016
- Sarja
- Human–Computer Interaction Series
- Sivumäärä
- 20 sivua
- Kategoria
- Tietotekniikka, tietoliikenne
- Tiedostomuoto
- E-kirja
- eISBN (PDF)
- 9783319266336
- Painetun ISBN
- 978-3-319-26631-2