1 hasil untuk "Stephen Techtmann"

Predicting oil contamination in water using machine learning on microbial compositions

Tong Gao; Isaac Bigcraft; Stephen Techtmann dkk.

PLOS One, Vol. 21 No. 3 · 2026 · Inggris · PLOS Scopus

We present a compact and generative machine-learning framework that predicts oil contamination based on microbial community compositions from experimental samples. Our method combines dimensionality reduction with data augmentation and generative modeling to address high-dimensional, non-linear…