EcoVal: An Efficient Data Valuation Framework for Machine Learning.
Ayush K. TarunVikram S. ChundawatMurari MandalHong Ming TanBowei ChenMohan S. KankanhalliPublished in: CoRR (2024)
Keyphrases
- machine learning
- data analysis
- data sets
- data collection
- image data
- training data
- end users
- prior knowledge
- synthetic data
- database
- data processing
- information extraction
- sensor data
- experimental data
- data sources
- data mining
- social networks
- data distribution
- raw data
- original data
- data objects
- heterogeneous sources
- computer systems
- databases
- small number
- input data
- data mining techniques
- supervised learning
- feature selection
- support vector machine
- knowledge discovery
- data points
- pattern recognition
- high quality
- decision trees
- clustering algorithm