Essays about: "High-Stake Decisions"

Found 2 essays containing the words High-Stake Decisions.

1. 1. Computationally Efficient Explainable AI: Bayesian Optimization for Computing Multiple Counterfactual Explanantions

   University essay from KTH/Matematik (Avd.)

   Author : Giorgio Sacchi; [2023]
   Keywords : Explainable AI; Counterfactual Explanations CFEs ; Bayesian Optimization BO ; Black-Box Models; Model-Agnostic; Machine Learning ML ; Efficient Computation; High-Stake Decisions; Förklarbar AI; Kontrafaktuell Förklaring CFE ; Bayesiansk Optimering BO ; Svarta lådmodeller; Modellagnostisk; Maskininlärning; Beräkningsmässigt Effektiv; Beslut med höga insatser;

   Abstract : In recent years, advanced machine learning (ML) models have revolutionized industries ranging from the healthcare sector to retail and E-commerce. However, these models have become increasingly complex, making it difficult for even domain experts to understand and retrace the model's decision-making process. READ MORE

3. 2. Explaining the output of a black box model and a white box model: an illustrative comparison

   University essay from Uppsala universitet/Filosofiska institutionen

   Author : Viklund Joel; [2020]
   Keywords : explainable ai; black box; transparency; white box; machine learning; information processing system; inherently interpretable; interpretable model;

   Abstract : The thesis investigates how one should determine the appropriate transparency of an information processing system from a receiver perspective. Research in the past has suggested that the model should be maximally transparent for what is labeled as ”high stake decisions”. READ MORE