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Understand the paper: An explainable AI decision-support-system to automate loan underwriting

Contributors
Total time needed: ~3 hours
Objectives
Understanding belief-rule-base (BRB) approach to exaplain AI models
Potential Use Cases
Automate loan underwriting
Who is This For ?
INTERMEDIATEPeople with basic knowledge on machine learning and explainable AI.
Click on each of the following annotated items to see details.
Resource Asset4/4
VIDEO 1. Explaining the decisions of automated loan decision support system
  • Manual underwriting are paper based and incovnient, can we automate the underwriting process?
  • Can we take an advantage of explainable AI to understand the decisions?
60 minutes
PAPER 2. Understanding Belief Rule Base (BRB) expert system
  • What is Belief Rule Base (BRB) expert system?
30 minutes
PAPER 3. A strategy to interpret BRB expert System
  • How can we interpret BRB expert system locally and globally?
30 minutes
PAPER 4. Explaining automated decisions of Belief Rule Based loan underwritings expert system
  • How to deal with lack of explainability in the AI model?
  • How to represent knowledge by using rules?
  • What are the limitations of Belief Rule Based expert systems?
60 minutes

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