physics.ao-ph · 2026-08-23 · No. 93

Atmospheric and Oceanic Physics, 2026-08-23.

1 new papers in physics.ao-ph. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    The impact of feature engineering and an optimisation framework for ocean colour machine learning

    Edson Silva, Julien Brajard, Simon Cappe, Lasse H. Pettersson, François Counillon

    physics.ao-ph · cs.LG

    Machine learning (ML) is widely used for the development of ocean colour algorithms, but most studies focus on model parameter training and hyperparameter tuning. The optimisation of the data that feeds the models - i.e., Feature Engineering (FE) - is not fully explored. We assess the impact of FE in ocean colour machine learning models and we propose an optimisation framework that includes seven sequenced levels of data transformation: i....

    arxiv.org/abs/2608.19899 · PDF

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