How to train novices in Bayesian reasoning

T Büchter, A Eichler, N Steib, K Binder… - Mathematics, 2022 - mdpi.com
Bayesian Reasoning is both a fundamental idea of probability and a key model in applied
sciences for evaluating situations of uncertainty. Bayesian Reasoning may be defined as the …

A new visualization for probabilistic situations containing two binary events: the frequency net

K Binder, S Krauss, P Wiesner - Frontiers in psychology, 2020 - frontiersin.org
In teaching statistics in secondary schools and at university, two visualizations are primarily
used when situations with two dichotomous characteristics are represented: 2× 2 tables and …

Why can only 24% solve Bayesian reasoning problems in natural frequencies: Frequency phobia in spite of probability blindness

P Weber, K Binder, S Krauss - Frontiers in psychology, 2018 - frontiersin.org
For more than 20 years, research has proven the beneficial effect of natural frequencies
when it comes to solving Bayesian reasoning tasks (Gigerenzer and Hoffrage,). In a recent …

Tversky and Kahneman's cognitive illusions: who can solve them, and why?

G Bruckmaier, S Krauss, K Binder, S Hilbert… - Frontiers in …, 2021 - frontiersin.org
In the present paper we empirically investigate the psychometric properties of some of the
most famous statistical and logical cognitive illusions from the “heuristics and biases” …

[HTML][HTML] Using staged tree models for health data: Investigating invasive fungal infections by aspergillus and other filamentous fungi

MT Filigheddu, M Leonelli, G Varando… - Computational and …, 2024 - Elsevier
Abstract Machine learning models are increasingly used in the medical domain to study the
association between risk factors and diseases to support practitioners in understanding …

Natural frequency trees improve diagnostic efficiency in Bayesian reasoning

K Binder, S Krauss, R Schmidmaier… - Advances in Health …, 2021 - Springer
When physicians are asked to determine the positive predictive value from the a priori
probability of a disease and the sensitivity and false positive rate of a medical test (Bayesian …

An eye-tracking study of statistical reasoning with tree diagrams and 2× 2 tables

G Bruckmaier, K Binder, S Krauss… - Frontiers in …, 2019 - frontiersin.org
Changing the information format from probabilities into frequencies as well as employing
appropriate visualizations such as tree diagrams or 2× 2 tables are important tools that can …

Designing visualisations for bayesian problems according to Multimedia principles

T Büchter, N Steib, K Böcherer-Linder, A Eichler… - Education …, 2022 - mdpi.com
Questions involving Bayesian Reasoning often arise in events of everyday life, such as
assessing the results of a breathalyser test or a medical diagnostic test. Bayesian …

Bayesian versus diagnostic information in physician-patient communication: Effects of direction of statistical information and presentation of visualization

SF Brose, K Binder, MR Fischer, M Reincke, LT Braun… - Plos one, 2023 - journals.plos.org
Background Communicating well with patients is a competence central to everyday clinical
practice, and communicating statistical information, especially in Bayesian reasoning tasks …

Do children have Bayesian intuitions?

G Gigerenzer, J Multmeier, A Föhring… - Journal of …, 2021 - psycnet.apa.org
Can children solve Bayesian problems, given that these pose great difficulties even for most
adults? We present an ecological framework in which Bayesian intuitions emerge from a …