From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning.
Alexandre AlcoforadoLucas Hideki OkamuraIsrael Campos FamaBárbara Fernandes Dias BuenoArnold Moya LavadoThomas Palmeira FerrazBruno VelosoAnna Helena Reali CostaPublished in: PROPOR (2024)
Keyphrases
- data sets
- prior knowledge
- data analysis
- image data
- data collection
- background knowledge
- data sources
- human experts
- training data
- high quality
- neural network
- synthetic data
- active learning
- database
- online learning
- raw data
- learning systems
- data points
- high dimensional data
- knowledge acquisition
- reinforcement learning
- statistical analysis
- semi supervised
- image retrieval
- video sequences
- learning tasks
- decision trees
- machine learning
- original data