Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning.
Yiping WangYifang ChenWendan YanKevin G. JamiesonSimon Shaolei DuPublished in: CoRR (2024)
Keyphrases
- synthetic data
- prior knowledge
- bayesian methods
- training samples
- statistical methods
- input data
- prior information
- data sets
- training data
- learning process
- data points
- dynamic programming
- test data
- data mining techniques
- data structure
- database
- learning algorithm
- knowledge discovery
- information loss
- preprocessing
- learning mechanism
- clustering method
- missing data
- noisy data
- principal axes
- unsupervised learning
- model selection
- image data
- data sources
- active learning
- data analysis
- objective function
- similarity measure