Stability estimation for unsupervised clustering: A review

T Liu, H Yu, RH Blair - Wiley Interdisciplinary Reviews …, 2022 - Wiley Online Library
Cluster analysis remains one of the most challenging yet fundamental tasks in unsupervised
learning. This is due in part to the fact that there are no labels or gold standards by which …

Redefining β-blocker response in heart failure patients with sinus rhythm and atrial fibrillation: a machine learning cluster analysis

A Karwath, KV Bunting, SK Gill, O Tica, S Pendleton… - The Lancet, 2021 - thelancet.com
Background Mortality remains unacceptably high in patients with heart failure and reduced
left ventricular ejection fraction (LVEF) despite advances in therapeutics. We hypothesised …

A robust clustering strategy for stratification unveils unique patient subgroups in acutely decompensated cirrhosis

S Palomino-Echeverria, E Huergo… - Journal of Translational …, 2024 - Springer
Background Patient heterogeneity poses significant challenges for managing individuals
and designing clinical trials, especially in complex diseases. Existing classifications rely on …

Drivers of coastal benthic communities in a complex environmental setting

YV Lin, PA Château, Y Nozawa, CL Wei… - Marine Pollution …, 2024 - Elsevier
Analyzing the environmental factors affecting benthic communities in coastal areas is crucial
for uncovering key factors that require conservation action. Here, we collected benthic and …

Sleep spindle architecture associated with distinct clinical phenotypes in older adults at risk for dementia

IF Orlando, C O'Callaghan, A Lam, AC McKinnon… - Molecular …, 2024 - nature.com
Sleep spindles are a hallmark of non-REM sleep and play a fundamental role in memory
consolidation. Alterations in these spindles are emerging as sensitive biomarkers for …

Habitat change and its consequences on reef fish specialization in biogeographic transition zones

YV Lin, WV Hsiao, WJ Chen… - Journal of Biogeography, 2022 - Wiley Online Library
Aim Reef fishes are commonly recognized as sentinels of the ongoing tropicalization in
biogeographic transition zones between temperate and tropical areas. Despite the reliance …

Internal migration and mobile communication patterns among pairs with strong ties

MID Fudolig, D Monsivais, K Bhattacharya, HH Jo… - EPJ Data …, 2021 - epjds.epj.org
Using large-scale call detail records of anonymised mobile phone service subscribers with
demographic and location information, we investigate how a long-distance residential move …

Optimal transport, mean partition, and uncertainty assessment in cluster analysis

J Li, B Seo, L Lin - Statistical Analysis and Data Mining: The …, 2019 - Wiley Online Library
In scientific data analysis, clusters identified computationally often substantiate existing
hypotheses or motivate new ones. Yet the combinatorial nature of the clustering result …

DStab: estimating clustering quality by distance stability

AE Bayá, MG Larese - Pattern Analysis and Applications, 2023 - Springer
Most commonly, stability analyses are performed using an external validation measure. For
example, the Jaccard index is one of the indexes of choice for stability measurement. The …

In the eye of the beholder: Social traits predict motor simulation during naturalistic action perception

J Prinsen, K Alaerts - Neuropsychologia, 2024 - Elsevier
Previous research has robustly demonstrated that eye contact between actor and observer
promotes the simulation of perceived actions into the observer's own motor system, which in …