Learning the Clustering of Longitudinal Shape Data Sets into a Mixture of Independent or Branching Trajectories
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Computer Vision"
DOI: 10.1007/s11263-020-01337-8
Abstract: Given repeated observations of several subjects over time, i.e. a longitudinal data set, this paper introduces a new model to learn a classification of the shapes progression in an unsupervised setting: we automatically cluster a… read more here.
Keywords: data sets; clustering longitudinal; shape; learning clustering ... See more keywords
CONNECTOR, fitting and clustering of longitudinal data to reveal a new risk stratification system
Sign Up to like & getrecommendations! Published in 2022 at "Bioinformatics"
DOI: 10.1101/2022.08.08.503120
Abstract: The transition from the evaluation of a single time point to the examination of the entire dynamic evolution of a system is possible only in the presence of the proper framework. The strong variability of… read more here.
Keywords: longitudinal data; system; clustering longitudinal; connector fitting ... See more keywords
Clustering of longitudinal data by using an extended baseline: A new method for treatment efficacy clustering in longitudinal data
Sign Up to like & getrecommendations! Published in 2018 at "Statistical Methods in Medical Research"
DOI: 10.1177/0962280215621591
Abstract: Heterogeneity in treatment efficacy is a major concern in clinical trials. Clustering may help to identify the treatment responders and the non-responders. In the context of longitudinal cluster analyses, sample size and variability of the… read more here.
Keywords: longitudinal data; clustering longitudinal; data using; extended baseline ... See more keywords