Minimum standards for evaluating machine-learned models of high-dimensional data

The maturation of machine learning and technologies that generate high dimensional data have led to the growth in the number of predictive models, such as the “epigenetic clock”. While powerful, machine learning algorithms run a high risk of overfitting, particularly when training data is limited, a...

Full description

Bibliographic Details
Published in:Frontiers in Aging
Main Author: Brian H. Chen
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-09-01
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fragi.2022.901841/full