How Much More Data Do I Need? Estimating Requirements for Downstream Tasks.
Rafid MahmoodJames LucasDavid AcunaDaiqing LiJonah PhilionJose M. AlvarezZhiding YuSanja FidlerMarc T. LawPublished in: CoRR (2022)
Keyphrases
- data analysis
- data collection
- data sets
- application domains
- prior knowledge
- input data
- raw data
- high quality
- missing data
- synthetic data
- data sources
- probability distribution
- database
- experimental data
- original data
- statistical analysis
- small number
- supply chain
- knowledge discovery
- xml documents
- data structure
- training data
- semi supervised
- data processing
- image data
- case study
- neural network
- databases
- data quality
- historical data
- data mining tasks
- application specific