q-bio.QM · 2026-07-03 · No. 42

Quantitative Methods, 2026-07-03.

1 new papers in q-bio.QM. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Structured Gaussian Processes for Uncertainty-Aware Classification of High-Dimensional, Small-Sampled Omics Data

    Yue Zhang, Nandini Amit Gadhia, Georgios Karagiannis, Michalis Smyrnakis

    q-bio.QM · cs.LG

    Classifying heterogeneous omics data remains a fundamental challenge in computational biology, particularly in high-dimensional, small-sample settings where nonlinear interactions dominate and class imbalance further complicates reliable prediction of minority phenotypes. While traditional kernel methods rely on feature abundance, they fail to leverage the known interaction landscapes of biological systems. In this work, we propose a...

    arxiv.org/abs/2607.02103 · PDF

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