MolFeSCue: enhancing molecular property prediction in data-limited and imbalanced contexts using few-shot and contrastive learning.
Ruochi ZhangChao WuQian YangChang LiuYan WangKewei LiLan HuangFengfeng ZhouPublished in: Bioinform. (2024)
Keyphrases
- data collection
- prior knowledge
- data analysis
- data sets
- data sources
- learning tasks
- spatial data
- data points
- image data
- background knowledge
- data processing
- machine learning
- data structure
- learning process
- active learning
- predictive model
- learning models
- reinforcement learning
- database
- knowledge discovery
- online learning
- prediction accuracy
- input data
- learning algorithm
- data distribution
- missing values
- original data
- probability distribution