Litcius/Paper detail

Machine learning explainability via microaggregation and shallow decision trees

Alberto Blanco-Justicia, Josep Domingo‐Ferrer, Sergio Mart́ınez, David Sánchez

2020Knowledge-Based Systems62 citationsDOI

Topics & Concepts

Computer scienceBlack boxMachine learningSurrogate modelScalabilityArtificial intelligenceRepresentativeness heuristicDecision treeFocus (optics)Alternating decision treeBig dataData scienceData miningDecision tree learningDatabaseIncremental decision treeMathematicsStatisticsPhysicsOpticsExplainable Artificial Intelligence (XAI)Adversarial Robustness in Machine LearningMachine Learning and Data Classification
Machine learning explainability via microaggregation and shallow decision trees | Litcius