output
20052023
most citedCommon pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans

1k citations

14 papers

q-bio.QM2023★ 3 cited

GeneFEAST: the pivotal, gene-centric step in functional enrichment analysis interpretation

Avigail Taylor, Valentine M Macaulay, Anand K Maurya +2

Summary: GeneFEAST, implemented in Python, is a gene-centric functional enrichment analysis summarisation and visualisation tool that can be applied to large functional enrichment…

cs.LG2023★ 120 cited

How to estimate carbon footprint when training deep learning models? A guide and review

Lucia Bouza Heguerte, Aurélie Bugeau, Loïc Lannelongue

Machine learning and deep learning models have become essential in the recent fast development of artificial intelligence in many sectors of the society. It is now widely acknowled…

cs.SE2022★ 11 cited

Navigating the challenges in creating complex data systems: a development philosophy

Sören Dittmer, Michael Roberts, Julian Gilbey +6

In this perspective, we argue that despite the democratization of powerful tools for data science and machine learning over the last decade, developing the code for a trustworthy a…

cs.LG2022★ 131 cited

Classification of datasets with imputed missing values: does imputation quality matter?

Tolou Shadbahr, Michael Roberts, Jan Stanczuk +15

Classifying samples in incomplete datasets is a common aim for machine learning practitioners, but is non-trivial. Missing data is found in most real-world datasets and these missi…

cs.DS2021★ 4 cited

Constrained Consensus Sequence Algorithm for DNA Archiving

Dominique Lavenier

The paper describes an algorithm to compute a consensus sequence from a set of DNA sequences of approximatively identical length generated by 3rd sequencing generation technologies…

q-bio.GN2021★ 1 cited

LRez: C++ API and toolkit for analyzing and managing Linked-Reads data

Pierre Morisse, Claire Lemaitre, Fabrice Legeai

Linked-Reads technologies, such as 10x Genomics, combine both the high-quality and low cost of short-reads sequencing and a long-range information, through the use of barcodes able…