Sökning: "human-centered explainable AI"

Hittade 2 uppsatser innehållade orden human-centered explainable AI.

1. 1. Human-Centered Explainability Attributes In Ai-Powered Eco-Driving : Understanding Truck Drivers' Perspective

   Master-uppsats, Högskolan i Halmstad/Akademin för informationsteknologi

   Författare :Ermela Gjona; [2023]
   Nyckelord :Explainable AI; XAI; human-centered explainable AI; HCXAI; explainability; AI-powered systems; eco-driving; user needs;

   Sammanfattning : The growing presence of algorithm-generated recommendations in AI-powered services highlights the importance of responsible systems that explain outputs in a human-understandable form, especially in an automotive context. Implementing explainability in recommendations of AI-powered eco-driving is important in ensuring that drivers understand the underlying reasoning behind the recommendations. LÄS MER

3. 2. Explainable Machine Learning for Lead Time Prediction : A Case Study on Explainability Methods and Benefits in the Pharmaceutical Industry

   Master-uppsats, KTH/Hållbar produktionsutveckling (ML)

   Författare :Paul Fussenegger; Niklas Lange; [2022]
   Nyckelord :Lead time; machine learning; explainability; regression analysis; production planning and control; Ledtid; maskininlärning; förklarbarhet; regressionsanalys; produktionsplanering och produktionsstyrning;

   Sammanfattning : Artificial Intelligence (AI) has proven to be highly suitable for a wide range of problems in manufacturing environments, including the prediction of lead times. Most of these solutions are based on ”black-box” algorithms, which hinder practitioners to understand the prediction process. LÄS MER