Barocas - Algorithms and Explanation

18
Understanding Inscrutability Solon Barocas Microsoft Research @s010n

Transcript of Barocas - Algorithms and Explanation

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UnderstandingInscrutabilitySolonBarocas

MicrosoftResearch@s010n

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Performance/Interpretability

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DARPA’sExplainableArtificialIntelligence(XAI)

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SourcesofInscrutability

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Linear

LengthofEmployment

Cred

itScore

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Nonlinear

LengthofEmployment

Cred

itScore

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Non-Monotonic

LengthofEmployment

Cred

itScore

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MultidimensionalLinear

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MultidimensionalNonlinear

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MultidimensionalNon-Monotonic

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MultidimensionalNon-Monotonic

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4-LayerNeuralNetwork

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Accountingforadecision

Steppingthroughthelogic

Defendingthebasisofdecision-making

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Features

Learningmethods

Monotonicity

Post-hocexplanations

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Istherereallyatrade-off?

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UnderstandingInscrutabilityThankssomuchtoChandlerMay!

SolonBarocasMicrosoftResearch

@s010n


Barocas - Presentation - Final - Berkeley Law · Barocas - Presentation - Final.pptx Author: sir Created Date: 20150509131633Z ...

Barocas - Presentation - Final - Berkeley Law · Barocas - Presentation - Final.pptx Author: sir Created Date: 20150509131633Z ...

Explanation by Subsumption or nomological explanation:

Explanation by Subsumption or nomological explanation:

Diagram Explanation: Written Explanation: Can Demonstration.

Diagram Explanation: Written Explanation: Can Demonstration.

Particles Explanation

Particles Explanation

BIG ROAS - pointit.com€¦ · BIG ROAS. Direct Response + Brand Awareness for Programmatic Performance. Evan Barocas | Point it Digital Marketing. Director of Display Advertising.

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Explanation Text

Explanation Text

A Model-Agnostic Approach to Quantifying the …...explanation methods and three "referee" TSC algorithms. 3.We provide a discussion of the quantitative and qualitative assessment

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SEQUENTIAL AND PARALLEL ALGORITHMS FOR CAUSAL EXPLANATION WITH

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Constitutional explanation Vs. Layman's explanation.

Constitutional explanation Vs. Layman's explanation.

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Explaining Explanation - PhilPapers · Explaining Explanation ... original and challenging explanation of explanation. ... Each book in this series is written to bring into view and

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Big Data’s Disparate Impact Big Data’s Disparate Impact Solon Barocas* & Andrew D. Selbst** Advocates of algorithmic techniques like data mining argue that these techniques eliminate

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Explanation classroomversion

Explanation classroomversion

@Experience explanation

@Experience explanation

Introduction to Machine Learning - Fairness in Machine Learning · 2020-05-26 · Introduction IMain text - [1] ISolon Barocas, Moritz Hardt, Arvind Narayanan IOther recommended resources:

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FROM NARRATIVES TO ALGORITHMS: EXTENDING …€¦ · FROM NARRATIVES TO ALGORITHMS: EXTENDING ARCHAEOLOGICAL EXPLANATION BEYOND ARCHAEOLOGY C. Michael Barton School of Human Evolution

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Making Algorithms Trustworthy: What Can Statistical ... · Making Algorithms Trustworthy: What Can Statistical Science Contribute to Transparency, Explanation and Validation? David

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Explanation of variations -- Integrated Technical Services ... · Explanation of variations -- Integrated Technical Services: ... Explanation of variations -- Integrated Technical

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Cooperative Supper Theme: Sephardic Foodschowdc.org/wp-content/uploads/2016/08/chowline_april_2018.pdfFood Experience newsletter editor, Su-san Barocas posted this story and recipe

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