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Understanding Inscrutability Solon Barocas Microsoft Research @s010n

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Page 1: Barocas - Algorithms and Explanation

UnderstandingInscrutabilitySolonBarocas

MicrosoftResearch@s010n

Page 2: Barocas - Algorithms and Explanation

Performance/Interpretability

Page 3: Barocas - Algorithms and Explanation
Page 4: Barocas - Algorithms and Explanation
Page 5: Barocas - Algorithms and Explanation

DARPA’sExplainableArtificialIntelligence(XAI)

Page 6: Barocas - Algorithms and Explanation

SourcesofInscrutability

Page 7: Barocas - Algorithms and Explanation

Linear

LengthofEmployment

Cred

itScore

Page 8: Barocas - Algorithms and Explanation

Nonlinear

LengthofEmployment

Cred

itScore

Page 9: Barocas - Algorithms and Explanation

Non-Monotonic

LengthofEmployment

Cred

itScore

Page 10: Barocas - Algorithms and Explanation

MultidimensionalLinear

Page 11: Barocas - Algorithms and Explanation

MultidimensionalNonlinear

Page 12: Barocas - Algorithms and Explanation

MultidimensionalNon-Monotonic

Page 13: Barocas - Algorithms and Explanation

MultidimensionalNon-Monotonic

Page 14: Barocas - Algorithms and Explanation

4-LayerNeuralNetwork

Page 15: Barocas - Algorithms and Explanation

Accountingforadecision

Steppingthroughthelogic

Defendingthebasisofdecision-making

Page 16: Barocas - Algorithms and Explanation

Features

Learningmethods

Monotonicity

Post-hocexplanations

Page 17: Barocas - Algorithms and Explanation

Istherereallyatrade-off?

Page 18: Barocas - Algorithms and Explanation

UnderstandingInscrutabilityThankssomuchtoChandlerMay!

SolonBarocasMicrosoftResearch

@s010n


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