Towards Algorithmic Fidelity: Mental Health Representation across Demographics in Synthetic vs. Human-generated Data.
Shinka MoriOana IgnatAndrew LeeRada MihalceaPublished in: LREC/COLING (2024)
Keyphrases
- data sets
- high quality
- data analysis
- data collection
- database
- raw data
- training data
- knowledge discovery
- data processing
- data distribution
- data sources
- mental health
- small number
- data points
- prior knowledge
- statistical analysis
- application domains
- original data
- statistical methods
- multimedia data
- experimental data
- human generated
- data quality
- data objects
- machine learning
- missing values
- information systems
- end users
- synthetic data
- decision trees
- data mining techniques
- probability distribution