Explainable AI using dead simple Decision Management Denis Gagne
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This document discusses explainable artificial intelligence and decision making. It introduces Decision Model and Notation (DMN) as a way to model and automate business decisions in an explainable way. DMN uses diagrams to depict decision logic that can be both explained and executed. This allows decisions to be transparent, provable and explainable, meeting requirements like GDPR. An example is provided of using DMN to determine how to split repair costs between a rental car company and renter based on membership level, responsibility and damage type.
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Explainable AI using dead simple Decision Management Denis Gagne
- 1. with dead simple Decision Management 1 UsingDMN Chair BPMN MIWG at OMG Co-Chair BPM Health Workgroup at OMG DMN RTF Member at OMG BPMN RTF Member at OMG CMMN RTF Member at OMG Chair BPSWG at WfMC XPDL Co-Editor at WfMC Denis Gagné CEO & CTO
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- 3. 3 AI
- 4. Demystifying Artificial Intelligence 4 Artificial Intelligence (AI) Natural intelligence (NI) Poole, Mackworth and Goebel
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- 8. The Dark Secret 8 MIT Technology Review 2017 💣
- 9. 9 Marvin Minsky Directly Explainable White Box AI Black Box AI Explainable ? The current AI resurgence The main approaches to AI
- 11. Explainable AI is required if not mandatory A Black Box solution will not cut it 11
- 12. Explainable Decisions Transparency, Provability and Explainability are mandatory requirements of today’s business decisions automation Article 22 of the GDPR requires that companies be able to explain to their customers how machine decisions are made. 12
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- 14. 14 DMN to the rescue
- 16. constructs model decisions depicted in diagrams (optionally) automated 16 Purpose
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- 18. 18 Business people Business Analysts Developers 👦👨 👩
- 20. What you model is what you execute ! 20 • • • • •
- 22. 22 Decision Requirement Diagram (DRD)
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- 27. 27 If Condition on Req1 and Condition on Req2 and … then Possible Answer 1
- 28. 28 EU Rent A car rental company named EU Rent regularly deals with incidents during rental contracts. EU Rent wants to be able to recuperate some of the cost of the repairs from the renter but also wants to motivate renters to become Gold members of their reward membership.
- 29. 29 Q How do we split the cost of repairs? ▪ Renter % ▪ EU-Rent %A
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- 31. 31 IF Membership Level is AND Responsibility is AND Damage Type is THEN EU Rent % is AND Renter % is
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- 34. Conclusion 34