Your browser does not allow JavaScript!
JavaScript is necessary for the proper functioning of this website. Please enable JavaScript or use a modern browser.
Open Science Slovenia
Open Science
DiKUL
slv
|
eng
Search
Browse
New in RUL
About RUL
In numbers
Help
Sign in
bayes4psy : an open source R package for Bayesian statistics in psychology
ID
Demšar, Jure
(
Author
),
ID
Repovš, Grega
(
Author
),
ID
Štrumbelj, Erik
(
Author
)
PDF - Presentation file,
Download
(1,55 MB)
MD5: 821DDA87F78CE0114A47EFD8AAE02E39
URL - Source URL, Visit
https://www.frontiersin.org/articles/10.3389/fpsyg.2020.00947/full
Image galllery
Abstract
Research in psychology generates complex data and often requires unique statistical analyses. These tasks are often very specific, so appropriate statistical models and methods cannot be found in accessible Bayesian tools. As a result, the use of Bayesian methods is limited to researchers and students that have the technical and statistical fundamentals that are required for probabilistic programming. Such knowledge is not part of the typical psychology curriculum and is a difficult obstacle for psychology students and researchers to overcome. The goal of the bayes4psy package is to bridge this gap and offer a collection of models and methods to be used for analysing data that arises from psychological experiments and as a teaching tool for Bayesian statistics in psychology. The package contains the Bayesian t-test and bootstrapping along with models for analysing reaction times, success rates, and tasks utilizing colors as a response. It also provides the diagnostic, analytic and visualization tools for the modern Bayesian data analysis workflow.
Language:
English
Keywords:
Bayesian statistics
,
R
,
psychology
,
reaction time
,
success rate
,
Bayesian t-test
,
color analysis
,
linear model
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
FRI - Faculty of Computer and Information Science
FF - Faculty of Arts
Publication status:
Published
Publication version:
Version of Record
Year:
2020
Number of pages:
20 str.
Numbering:
Vol. 11, art. 947
PID:
20.500.12556/RUL-127097
UDC:
519.22:159.9
ISSN on article:
1664-1078
DOI:
10.3389/fpsyg.2020.00947
COBISS.SI-ID:
14800387
Publication date in RUL:
17.05.2021
Views:
1189
Downloads:
288
Metadata:
Cite this work
Plain text
BibTeX
EndNote XML
EndNote/Refer
RIS
ABNT
ACM Ref
AMA
APA
Chicago 17th Author-Date
Harvard
IEEE
ISO 690
MLA
Vancouver
:
Copy citation
Share:
Record is a part of a journal
Title:
Frontiers in psychology
Shortened title:
Front. psychol.
Publisher:
Frontiers Research Foundation
ISSN:
1664-1078
COBISS.SI-ID:
519967513
Licences
License:
CC BY 4.0, Creative Commons Attribution 4.0 International
Link:
http://creativecommons.org/licenses/by/4.0/
Description:
This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Licensing start date:
12.05.2020
Secondary language
Language:
Slovenian
Keywords:
Bayesova statistika
,
R
,
psihologija
,
reakcijski čas
,
uspešnost
,
Bayesov t-test
,
analiza barv
,
linearni model
Projects
Funder:
ARRS - Slovenian Research Agency
Project number:
L1-7542
Name:
Napredek računsko intenzivnih metod za učinkovito sodobno splošnonamensko statistično analizo in sklepanje
Funder:
ARRS - Slovenian Research Agency
Project number:
P3-0338
Name:
Fiziološki mehanizmi nevroloških motenj in bolezni
Funder:
ARRS - Slovenian Research Agency
Project number:
J3-9264
Name:
Razstavljanje kognicije: Mehanizmi in reprezentacije delovnega spomina
Funder:
ARRS - Slovenian Research Agency
Project number:
P5-0410
Name:
Digitalizacija kot gonilo trajnostnega razvoja posameznika, organizacij in družbe
Funder:
ARRS - Slovenian Research Agency
Project number:
P5-0110
Name:
Psihološki in nevroznanstveni vidiki kognicije
Similar documents
Similar works from RUL:
Similar works from other Slovenian collections:
Back