Scientific Inference with Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena.
Timo FreieslebenGunnar KönigChristoph MolnarÁlvaro Tejero-CanteroPublished in: Minds Mach. (2024)
Keyphrases
- machine learning
- real world
- data mining
- machine learning approaches
- wide range
- pattern recognition
- model selection
- statistical methods
- data sets
- random fields
- statistical models
- experimental data
- synthetic data
- machine learning algorithms
- knowledge acquisition
- support vector machine
- prior knowledge
- graphical models
- knowledge discovery
- classification rules
- case study
- artificial intelligence
- biological systems
- learning algorithm