Information Criterion, which incorporates a ranking of degrees of evidence of significant differences between the compared models … criteria and revealing limited relevance among the models based on independent probabilistic samples, when tested on a well …-established database. Our approach challenges the traditional hierarchical models commonly used in time series analysis, which assume …

. The coefficients of the PH and AFT exponential models have the same magnitude but have opposite signs. It follows that … there is a symmetric relation between the coefficients. In the case of exponential PH and AFT models, there is a relation of … parameters of both models. In this case also, we can talk about a symmetric relation. The exponential PH model is valid if the …

The purpose of this study is to identify the most effective supervised machine learning models for predicting the … learning techniques offer robust predictive capabilities. This research evaluates a range of supervised models, including Tree …-Based Models (Decision Trees, Bagging, Random Forests, Adaboost, Gradient Boosting Machine (GBM), Light-GBM, XGBoost, CatBoost …