24 citations · 45 across the 6 of their papers we have counts for
7 papers
DiNo and RanBu: Lightweight Predictions from Shallow Random Forests
Tiago Mendonça dos Santos, Rafael Izbicki, Luís Gustavo Esteves
Random Forest ensembles are a strong baseline for tabular prediction tasks, but their reliance on hundreds of deep trees often results in high inference latency and memory demands,…
The e-value and the Full Bayesian Significance Test: Logical Properties and Philosophical Consequences
Julio Michael Stern, Carlos Alberto de Braganca Pereira, Marcelo de Souza Lauretto +5
This article gives a conceptual review of the e-value, ev(H|X) -- the epistemic value of hypothesis H given observations X. This statistical significance measure was developed in o…
Logical coherence in Bayesian simultaneous three-way hypothesis tests
Bernardo F. Reimann, Rafael Izbicki, Julio M. Stern +2
This paper studies whether Bayesian simultaneous three-way hypothesis tests can be logically coherent. Two types of results are obtained. First, under the standard error-wise const…
Teaching decision theory proof strategies using a crowdsourcing problem
Luis G. Esteves, Rafael Izbicki, Rafael B. Stern
Teaching how to derive minimax decision rules can be challenging because of the lack of examples that are simple enough to be used in the classroom. Motivated by this challenge, we…
Logically-consistent hypothesis testing in the hexagon of oppositions
Julio M. Stern, Luis G. Esteves, Rafael Izbicki +1
Although logical consistency is desirable in scientific research, standard statistical hypothesis tests are typically logically inconsistent. In order to address this issue, previo…
Interpretable hypothesis tests
Victor Coscrato, Luís Gustavo Esteves, Rafael Izbicki +1
Although hypothesis tests play a prominent role in Science, their interpretation can be challenging. Three issues are (i) the difficulty in making an assertive decision based on th…
Pragmatic hypotheses in the evolution of science
Luis G. Esteves, Rafael Izbicki, Rafael B. Stern +1
This paper introduces pragmatic hypotheses and relates this concept to the spiral of scientific evolution. Previous works determined a characterization of logically consistent stat…