Rational ignorance: simpler models learn more from finite data.
Henry H. MattinglyMark K. TranstrumMichael C. AbbottBenjamin B. MachtaPublished in: CoRR (2017)
Keyphrases
- data sets
- experimental data
- data processing
- data collection
- data analysis
- synthetic data
- original data
- data distribution
- prior knowledge
- accurate models
- raw data
- image data
- learned models
- historical data
- complex data
- search engine
- high quality
- application domains
- database
- data structure
- data mining techniques
- sensor data
- spatial data
- bayesian networks
- statistical models
- statistical methods
- probabilistic model
- machine learning
- data objects
- input data
- hidden variables
- data mining tools
- data points
- artificial neural networks