bayes4psy : an open source R package for Bayesian statistics in psychology

Demšar, Jure (avtor), Repovš, Grega (avtor), Štrumbelj, Erik (avtor)

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.

• Jezik: Angleški jezik
• Ključne besede: Bayesian statistics, R, psychology, reaction time, success rate, Bayesian t-test, color analysis, linear model
• Vrsta gradiva: Članek v reviji
• Tipologija: 1.01 - Izvirni znanstveni članek
• Organizacija: FRI - Fakulteta za računalništvo in informatiko; FF - Filozofska fakulteta
• Status publikacije: Objavljeno
• Različica publikacije: Objavljena publikacija
• Leto izida: 2020
• Št. strani: 20 str.
• Številčenje: Vol. 11, art. 947
• PID: 20.500.12556/RUL-127097
• UDK: 519.22:159.9
• ISSN pri članku: 1664-1078
• DOI: 10.3389/fpsyg.2020.00947
• COBISS.SI-ID: 14800387
• Datum objave v RUL: 17.05.2021

Gradivo je del revije

• Naslov: Frontiers in psychology
• Skrajšan naslov: Front. psychol.
• Založnik: Frontiers Media
• ISSN: 1664-1078
• COBISS.SI-ID: 519967513

Licence

• Licenca: CC BY 4.0, Creative Commons Priznanje avtorstva 4.0 Mednarodna
• Povezava: http://creativecommons.org/licenses/by/4.0/deed.sl
• Opis: To je standardna licenca Creative Commons, ki daje uporabnikom največ možnosti za nadaljnjo uporabo dela, pri čemer morajo navesti avtorja.
• Začetek licenciranja: 12.05.2020

Sekundarni jezik

• Jezik: Slovenski jezik
• Ključne besede: Bayesova statistika, R, psihologija, reakcijski čas, uspešnost, Bayesov t-test, analiza barv, linearni model