The Worst of Both Worlds: A Comparative Analysis of Errors in Learning from Data in Psychology and Machine Learning.
Jessica HullmanSayash KapoorPriyanka NanayakkaraAndrew GelmanArvind NarayananPublished in: AIES (2022)
Keyphrases
- machine learning
- data sets
- data analysis
- prior knowledge
- learning models
- image data
- training data
- learning problems
- learning tasks
- raw data
- statistical methods
- learning algorithm
- learning process
- data structure
- active learning
- data points
- knowledge acquisition
- bayesian methods
- database
- missing data
- learning systems
- synthetic data
- unsupervised learning
- data collection
- knowledge discovery
- high quality
- databases
- model selection
- statistical analysis
- high dimensional data
- data processing
- online learning
- information extraction
- reinforcement learning
- data mining
- data quality
- neural network