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Titlebook: Statistical Learning and Modeling in Data Analysis; Methods and Applicat Simona Balzano,Giovanni C. Porzio,Maurizio Vichi Conference procee

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Directional Supervised Learning Through Depth Functions: An Application to ECG Waves Analysis,vent sudden and untimely deaths. Here, directional depth-based classifiers are employed to predict the presence or absence of cardiac arrhythmia. A comparison of their performance with respect to the directional Bayes rule is also provided.
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Penalized Versus Constrained Approaches for Clusterwise Linear Regression Modeling,opose to solve the degeneracy problem by using a penalized approach: this is done by adding a penalty term to the log-likelihood function which increasingly penalizes smaller values of the scale parameters, and the tuning of the penalty term is done based on the data. Another traditional solution to
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Effect Measures for Group Comparisons in a Two-Component Mixture Model: A Cyber Risk Analysis,form distribution is used to model indecision and the standard cumulative model is employed for the analysis of evaluation. We present probability-based measures for comparing clusters on ratings, while adjusting for other explanatory variables, and discuss marginal effects to address the interpreta
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,A Cramér–von Mises Test of Uniformity on the Hypersphere,and not the magnitudes) are of interest. In this work, a projection-based Cramér–von Mises test of uniformity on the hypersphere is introduced. This test can be regarded as an extension of the well-known Watson test of circular uniformity to the hypersphere. The null asymptotic distribution of the t
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Robust Depth-Based Inference in Elliptical Models,ct to their halfspace depth and their illumination. The densities of elliptically symmetric distributions are expressed only in terms of the depth, the illumination, and a univariate function that can be estimated from the data. These observations set the ground for robust and nonparametric inferenc
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