Transparent Data Mining for Big and Small Data

By T. Cerquitelli, Daniele Quercia, Frank A. Pasquale. 2017

38 citations recorded by the source corpus.

Subfields: Information Systems

Citations in the corpus

• Meaningful Explanations of Black Box AI Decision Systems (2019, neutral): “…set is available, decision rules are also widely used to proxy a black box model by directly designing a transparent classifier (Guidotti et al. 2018b) which is locally or globally interpretable on its own (Lakkaraju, Bach, and Leskovec 2016; Malioutov et al. 2017; Craven and Shavlik 1995).”
• Economics, Fairness and Algorithmic Bias (2020, unknown): “Examples include point systems (Jung et al., 2017; Ustun and Rudin, 2016), additive models (Caruana et al., 2015; Lou et al., 2012, 2013) or checklists (Malioutov et al., 2017).”