Data Valuation in Machine Learning: "Ingredients", Strategies, and Open Challenges.
Rachael Hwee Ling SimXinyi XuBryan Kian Hsiang LowPublished in: IJCAI (2022)
Keyphrases
- data sets
- machine learning
- raw data
- experimental data
- knowledge discovery
- complex data
- database
- data analysis
- training data
- data mining
- data structure
- high quality
- data distribution
- data collection
- data sources
- learning algorithm
- image data
- original data
- small number
- application domains
- synthetic data
- data processing
- data mining techniques
- prior knowledge
- xml documents
- databases
- data objects
- data quality
- neural network
- decision trees
- learning models
- spatial data
- background knowledge
- statistical analysis
- support vector machine
- end users
- data model
- artificial intelligence
- social networks