Understanding Ceteris Paribus: Assumptions in Determining Causation

Discover how the ceteris paribus assumption isolates variables to clarify economic causation, simplifying complex ...
IEEE

Nonlinear Optimal Classification Trees

Abstract: This paper presents nonlinear optimal classification trees, an advanced approach developed to enhance the accuracy and interpretability of classification trees. By integrating kernel-based ...
IEEE

Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-Supervised Medical Image Classification

Abstract: Semi-supervised learning (SSL) is a popular solution to alleviate the high annotation cost in medical image classification. As a main branch of SSL, consistency regularization engages in ...
Frontiers

Machine learning-based classification of seismic events: a case study of seismic events in Jilin Province, NE China

Introduction: The rapid and accurate identification of natural and non-natural seismic events is crucial for compiling comprehensive earthquake catalogs and assessing regional seismic risk. Methods: ...
FierceBiotech

FDA opens door to massive real-world datasets in medical device submissions

The FDA said it plans to accept new forms of real-world evidence in product applications, starting with a subset of medical device submissions. The agency said the policy change aims to enable the use ...