TY - JOUR
T1 - The doctrinal paradox: Comparison of decision rules in a probabilistic framework
AU - Alabert, Aureli
AU - Farré, Mercè
N1 - Funding Information:
This work has been partially supported by grant numbers MTM2014-59179-C2-1-P from the Ministry of Economy and Competitiveness of Spain, and 2017-SGR-1094 from the Ministry of Business and Knowledge of Catalonia. The authors sincerely thank the work of the anonymous reviewer for their very helpful comments, literature recommendations, and presentation suggestions. We also thank the Associate Editor in charge, for their additional comments and contributions to improve the manuscript.
Publisher Copyright:
© 2021, The Author(s).
PY - 2021
Y1 - 2021
N2 - The doctrinal paradox is analysed from a probabilistic point of view assuming a simple parametric model for the committee’s behaviour. The well known premise-based and conclusion-based majority rules are compared in this model, by means of the concepts of false positive rate (FPR), false negative rate (FNR) and Receiver Operating Characteristics (ROC) space. We introduce also a new rule that we call path-based, which is somehow halfway between the other two. Under our model assumptions, the premise-based rule is shown to be the best of the three according to an optimality criterion based in ROC maps, for all values of the model parameters (committee size and competence of its members), when equal weight is given to FPR and FNR. We extend this result to prove that, for unequal weights of FNR and FPR, the relative goodness of the rules depends on the values of the competence and the weights, in a way which is precisely described. The results are illustrated with some numerical examples.
AB - The doctrinal paradox is analysed from a probabilistic point of view assuming a simple parametric model for the committee’s behaviour. The well known premise-based and conclusion-based majority rules are compared in this model, by means of the concepts of false positive rate (FPR), false negative rate (FNR) and Receiver Operating Characteristics (ROC) space. We introduce also a new rule that we call path-based, which is somehow halfway between the other two. Under our model assumptions, the premise-based rule is shown to be the best of the three according to an optimality criterion based in ROC maps, for all values of the model parameters (committee size and competence of its members), when equal weight is given to FPR and FNR. We extend this result to prove that, for unequal weights of FNR and FPR, the relative goodness of the rules depends on the values of the competence and the weights, in a way which is precisely described. The results are illustrated with some numerical examples.
UR - http://www.scopus.com/inward/record.url?scp=85119257752&partnerID=8YFLogxK
U2 - https://doi.org/10.1007/s00355-021-01372-5
DO - https://doi.org/10.1007/s00355-021-01372-5
M3 - Article
AN - SCOPUS:85119257752
ER -