Measuring Compositional Generalization: A Comprehensive Method on Realistic Data.
Daniel KeysersNathanael SchärliNathan ScalesHylke BuismanDaniel FurrerSergii KashubinNikola MomchevDanila SinopalnikovLukasz StafiniakTibor TihonDmitry TsarkovXiao WangMarc van ZeeOlivier BousquetPublished in: CoRR (2019)
Keyphrases
- synthetic data
- input data
- test data
- prior knowledge
- prior information
- data analysis
- data points
- data mining techniques
- correlation analysis
- data quality
- detection method
- database
- high accuracy
- classification accuracy
- pairwise
- data sources
- data sets
- concept hierarchy
- real world
- machine learning
- high quality
- statistical analysis
- training samples
- objective function
- data collection
- missing data
- segmentation method
- similarity measure
- high precision
- missing values
- raw data
- preprocessing
- xml documents
- information loss
- image data
- user input
- knowledge discovery