Nature

Half of social-science studies fail replication test in years-long project

A massive seven-year project exploring 3,900 social-science papers has ended with a disturbing finding: researchers could replicate the results of only half of the studies that they tested 1. The ...
IEEE

Independent component analysis using nonparametric likelihood ratio criterion

Abstract: The paper presents a novel nonparametric likelihood ratio criterion for independent component analysis (ICA). This criterion is derived through a statistical hypothesis test of the ...
IEEE

Adaptive Distribution Learning with Statistical Hypothesis Testing for COVID-19 CT Scan Classification

Abstract: With the massive damage in the world caused by Coronavirus Disease 2019 SARS-CoV-2 (COVID-19), many related research topics have been proposed in the past two years. The Chest Computed ...
marktechpost

Safely Deploying ML Models to Production: Four Controlled Strategies (A/B, Canary, Interleaved, Shadow Testing)

Deploying a new machine learning model to production is one of the most critical stages of the ML lifecycle. Even if a model performs well on validation and test datasets, directly replacing the ...