Clustering Disease Trajectories in Contrastive Feature Space for Biomarker Proposal in Age-Related Macular Degeneration.
Robbie HollandOliver LeingangChristopher HolmesPhilipp AndersRebecca KayeSophie RiedlJohannes C. PaetzoldIvan EzhovHrvoje BogunovicUrsula Schmidt-ErfurthHendrik P. N. SchollSobha SivaprasadAndrew J. LoteryDaniel RueckertMartin J. MentenPublished in: MICCAI (7) (2023)
Keyphrases
- feature space
- age related macular degeneration
- high dimensionality
- data points
- clustering method
- data clustering
- clustering algorithm
- cluster analysis
- k means
- feature vectors
- high dimensional
- unsupervised learning
- self organizing maps
- gene expression data
- dissimilarity measure
- input space
- hierarchical clustering
- spectral clustering
- classification accuracy
- kernel methods
- similarity function
- dimensionality reduction
- retinal images
- disease progression
- mass spectrometry data
- feature selection
- feature extraction
- image sequences
- distance metric
- image representation
- lung cancer