Early detection of student performance factors is essential for universities to develop supportive academic initiatives that suit individual students. This study examines four factors, including Grade Point Average (GPA) from 12, GPA courses taken the university, course load, and previous failure in ascertain relationship between these performance. Academic records 9048 semesterly 2021 an Engli...

background: myocardial infarction (mi) occurs due to heart muscle death that costs like human life, which is higher than the treatment costs. this study aimed to present an mi prediction model using classification data mining methods, which consider the imbalance nature of the problem. methods: we enrolled 455 healthy and 295 myocardial infarction cases of visitors to shahid madani specialized ...

The problem of prediction is revisited with a view towards going beyond the typical nonparametric setting and reaching a fully model-free environment for predictive inference, i.e., point predictors and predictive intervals. A basic principle of model-free prediction is laid out based on the notion of transforming a given setup into one that is easier to work with, namely i.i.d. or Gaussian. As...