Explainable classification by learning human-readable sentences in feature subsets

• Published in: Information sciences Vol. 564; pp. 202 - 219
• Main Authors: Krishnamurthy, Prashanth, Sarmadi, Alireza, Khorrami, Farshad
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.07.2021
• Subjects: Classifier; Decision rules; Explainability; Human-readable; Machine learning; Decision rules; Classifier; Human-readable; Explainability; Machine learning

•Mining of human-readable decision rules from empirical data sets.•Extraction of context-aware human-readable explanations for classification outputs.•Enables human analyst to obtain contextual understanding of decision logic.•Learns population of sentences (sets of inequalities among learned featur...