Evaluating the Robustness of ML Models to Out-of-Distribution Data Through Similarity Analysis.
Joakim LindénHåkan ForsbergMasoud DaneshtalabIngemar SöderquistPublished in: ADBIS (Short Papers) (2023)
Keyphrases
- data analysis
- statistical analysis
- empirical data
- data sets
- data collection
- data distribution
- synthetic data
- experimental data
- training data
- correlation analysis
- database
- historical data
- statistical methods
- high quality
- data structure
- prior knowledge
- original data
- accurate models
- feature selection
- incomplete data
- raw data
- data processing
- image data
- knowledge discovery
- data points
- probability distribution
- euclidean distance
- missing data
- machine learning
- missing values
- learning algorithm
- data objects
- data quality
- data sources
- social networks