A Supervised Contrastive Framework for Learning Disentangled Representations of Cellular Perturbation Data.
Xinming TuJan-Christian HütterZitong Jerry WangTakamasa KudoAviv RegevRomain LopezPublished in: MLCB (2023)
Keyphrases
- data sets
- learning algorithm
- data collection
- prior knowledge
- data processing
- original data
- data analysis
- high quality
- data sources
- image data
- database
- computer systems
- synthetic data
- learning scheme
- learning models
- data points
- online learning
- databases
- raw data
- statistical analysis
- multiple representations
- weakly supervised
- external representations
- relational models
- data structure
- bayesian methods
- feature selection
- knowledge acquisition
- pairwise
- reinforcement learning