Results 1 to 10 of about 752,283 (330)

High-dimensional supervised classification in a context of non-independence of observations to identify the determining SNPs in a phenotype. [PDF]

open access: yesInfect Dis Model, 2023
Gaye A   +7 more
europepmc   +1 more source

Interpretable weakly-supervised learning through kernel density matrices: A digital pathology use case.

open access: yesPLoS ONE
Classification methods based on deep learning require selecting between fully-supervised or weakly-supervised approaches, each presenting limitations in uncertainty quantification and interpretability.
Sebastian Medina   +3 more
doaj   +1 more source

Impact of Pre- and Post-Processing Steps for Supervised Classification of Colorectal Cancer in Hyperspectral Images. [PDF]

open access: yesCancers (Basel), 2023
Tkachenko M   +5 more
europepmc   +1 more source

Semi-supervised Classification Based Mixed Sampling for Imbalanced Data

open access: yesOpen Physics, 2019
In practical application, there are a large amount of imbalanced data containing only a small number of labeled data. In order to improve the classification performance of this kind of problem, this paper proposes a semi-supervised learning algorithm ...
Zhao Jianhua, Liu Ning
doaj   +1 more source

Subclass-Aware Contrastive Semi-Supervised Learning for Inflammatory Bowel Disease Classification from Colonoscopy Images

open access: yesBioengineering
Inflammatory bowel disease (IBD) includes Crohn’s disease (CD) and ulcerative colitis (UC). The accurate classification of IBD from colonoscopy images is critical for diagnosis and treatment.
Kechen Lin   +5 more
doaj   +1 more source

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