EXACT: Towards a platform for empirically benchmarking Machine Learning model explanation methods.
Benedict ClarkRick WilmingArtur DoxPaul EschenbachSami HachedDaniel Jin WodkeMichias Taye ZewdieUladzislau BruilaMarta OliveiraHjalmar SchulzLuca Matteo CornilsDanny PankninAhcène BoubekkiStefan HaufePublished in: CoRR (2024)
Keyphrases
- machine learning
- computational model
- machine learning methods
- machine learning models
- hybrid method
- statistical methods
- statistical models
- mathematical models
- objective function
- learning models
- probabilistic model
- statistical model
- machine learning algorithms
- data sets
- explanation based learning
- qualitative and quantitative
- supervised learning
- probability distribution
- significant improvement
- preprocessing
- real time
- text mining
- learned models
- artificial intelligence
- web services
- decision trees
- classification models
- prior knowledge
- hidden markov models
- computational cost
- mathematical model
- information extraction
- data mining techniques