Bayesian methods are ubiquitous in machine learning. Nevertheless, the analysis of empirical results is typically performed by frequentist tests. This implies dealing with null hypothesis significance tests and p-values, even though the shortcomings of such methods are well known. We propose a nonparametric Bayesian version of the Wilcoxon signed-rank test using a Dirichlet process (DP) based p...

BACKGROUND Interscalene brachial plexus (ISB) block is often associated with phrenic nerve block and diaphragmatic paresis. The goal of our study was to test if the anterior or the posterior ultrasound guided approach of the ISB is associated with a lower incidence of phrenic nerve blocks and impaired lung function. METHODS This was a prospective, randomized and single-blinded study of 84 pat...

This procedure allows you to study the power and sample size of tests of equivalence of means of two correlated variables. Schuirmann’s (1987) two one-sided tests (TOST) approach is used to test equivalence. The paired t-test is commonly used in this situation. Other tests have been developed for the case when the data are not normally distributed. These additional tests include the Wilcoxon si...

Methods: We analyzed the results of a scale to measure IPE among 449 fourth-year students from seven faculties of a health university in Japan. The students took the Assembly Special Lesson as part of IPE using TBL. Before and after the lesson, the participants completed a questionnaire, which consisted of the IPE Tsukuba Model, to which we added two items. The scale was divided into five domai...

In this paper, we propose methods for author identification task dividing into author clustering and style breach detection. Our solution to the first problem consists of locality-sensitive hashing based clustering of real-valued vectors, which are mixtures of stylometric features and bag of n-grams. For the second problem, we propose a statistical approach based on some different tf-idf featur...

Methods The midfoot kinematics of 21 males were recorded whilst walking in a neutral shoe, a neutral shoe with a foot orthotic and a neutral shoe with nodules located on the plantar medial aspect of the foot (experimental shoe). Electromyography of the peroneus longus, tibialis anterior and medial gastrocnemius was also recorded and analysed. A Friedman’s ANOVA was used to evaluate differences ...

This paper proposes statistical approaches to test if the difference between two ontology matchers is real. Specifically, the performances of the matchers over multiple data sets are obtained and based on their performances, the conclusion can be drawn whether one method is better than one another or not. To do so, the paired t-test and Wilcoxon signed rank test are proposed and the comparisons...

Methods All HIV1-positive patients of the participating clinic wards, aged over 13 and giving informed consent are included in the cohort. Patients receiving a first prescription of NVP between 1997 and 2008 are described at baseline and during follow-up according to their treatment status, ART-naïve or not. Chi-square test, signed rank Wilcoxon test, Mc Nemar test and log-rank test are used fo...

Methods Study participants were GVK EMRI EMT instructors who attended the inaugural EMT refresher training course. These participants were from nine states within India and represented mixed educational backgrounds, including doctors and EMTs. After receiving a confidential unique ID, each study participant took a 30 multiple-choice question (MCQ) pre-test and a 60 MCQ post-test before and afte...