Tag: significance
-
AICO: Feature Significance Tests for Supervised Learning
AICO: Feature Significance Tests for Supervised Learning arXiv:2506.23396v1 Announce Type: new Abstract: The opacity of many supervised learning algorithms remains a key challenge, hindering scientific discovery and limiting broader deployment — particularly in high-stakes domains. This paper develops model- and distribution-agnostic significance tests to assess the influence of input features in any regression or classification…
-
In Defense of Statistical Significance
In Defense of Statistical Significance We have to draw the line somewhere Photo by Siora Photography on Unsplash It’s become something of a meme that statistical significance is a bad standard. Several recent blogs have made the rounds, making the case that statistical significance is a “cult” or “arbitrary.” If you’d like a classic polemic (and…
-
Why “Statistical Significance” Is Pointless
Why “Statistical Significance” Is Pointless Here’s a better framework for data-driven decision-making Continue reading on Towards Data Science » Samuele Mazzanti Go to original source