A Quantitative Measure Of Fairness And Discrimination For Resource

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Transcript of A Quantitative Measure Of Fairness And Discrimination For Resource

Page 1: A Quantitative Measure Of Fairness And Discrimination For Resource
Raj Jain
jain@cse horizontal
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Fairness & Impartiality

Fairness & Impartiality

On Fairness

On Fairness

Fairness-aware AI A data science perspective · 2018-10-22 · fairness-aware ML AirBnB case: digital discrimination 2014 Repeated coverage in Guardian 2015 FATML is sold out 2017

Fairness-aware AI A data science perspective · 2018-10-22 · fairness-aware ML AirBnB case: digital discrimination 2014 Repeated coverage in Guardian 2015 FATML is sold out 2017

On the Choice of Fairness: Finding Representative Fairness ...

On the Choice of Fairness: Finding Representative Fairness ...

PUBLIC POLICY FOR FAIRNESS & EFFICIENCYSep 12, 2019  · Procedural fairness Substantive fairness Veil of ignorance fairness What the allocation looks like How the allocation got there.

PUBLIC POLICY FOR FAIRNESS & EFFICIENCYSep 12, 2019  · Procedural fairness Substantive fairness Veil of ignorance fairness What the allocation looks like How the allocation got there.

FAD: Fairness through Adversarial Discriminationcs229.stanford.edu/proj2018/poster/109.pdf · FAD: Fairness through Adversarial Discrimination Adversarial Model Discussion •Expand

FAD: Fairness through Adversarial Discriminationcs229.stanford.edu/proj2018/poster/109.pdf · FAD: Fairness through Adversarial Discrimination Adversarial Model Discussion •Expand

Fairness Creams

Fairness Creams

Fairness aware machine learning - University of Helsinki · Fairness aware machine learning ... 2008 First paper on discrimination-aware data mining by Pedrechi et al 2009 First paper

Fairness aware machine learning - University of Helsinki · Fairness aware machine learning ... 2008 First paper on discrimination-aware data mining by Pedrechi et al 2009 First paper

Fairness Testing: Testing Software for Discrimination€¦ · Discrimination testing, fairness testing, software bias, testing ACM Reference format: Sainyam Galhotra, Yuriy Brun,

Fairness Testing: Testing Software for Discrimination€¦ · Discrimination testing, fairness testing, software bias, testing ACM Reference format: Sainyam Galhotra, Yuriy Brun,

Fairness in Criminal Justice Risk Assessmentsmkearns/papers/FairnessSMR.pdf · 2018. 7. 15. · risk assessment, machine learning, fairness, criminal justice, discrimination The use

Fairness in Criminal Justice Risk Assessmentsmkearns/papers/FairnessSMR.pdf · 2018. 7. 15. · risk assessment, machine learning, fairness, criminal justice, discrimination The use

Discrimination at work - Allen & · PDF fileAbout this report This report examines some of the factors contributing to discrimination at work. A&O conducted a quantitative survey with

Discrimination at work - Allen & · PDF fileAbout this report This report examines some of the factors contributing to discrimination at work. A&O conducted a quantitative survey with

Algorithmic+Accountability+via+Quantitative+ Input+Influenceece734/fall2016/lectures/18734-QII.pdf · Big+Data+Systems+Threaten+Fairness+ Explicit+Use [Datta,Tschantz ,Datta+2015]

Algorithmic+Accountability+via+Quantitative+ Input+Influenceece734/fall2016/lectures/18734-QII.pdf · Big+Data+Systems+Threaten+Fairness+ Explicit+Use [Datta,Tschantz ,Datta+2015]

Fairness & Discrimination in Retrieval & …an information access system mediates an information consumer’s interaction with a large corpus of information items. generalizes information

Fairness & Discrimination in Retrieval & …an information access system mediates an information consumer’s interaction with a large corpus of information items. generalizes information

What is Fairness? - University Of Marylandeconweb.umd.edu/~drazen/sandler_fairness.pdf · 2017. 4. 3. · Fairness in Process versus Fairness in Outcomes Let’s talk about fairness

What is Fairness? - University Of Marylandeconweb.umd.edu/~drazen/sandler_fairness.pdf · 2017. 4. 3. · Fairness in Process versus Fairness in Outcomes Let’s talk about fairness

A Quantitative Measure Of Fairness And Discrimination For ...jain/papers/ftp/fairness.pdf · Title: A Quantitative Measure Of Fairness And Discrimination For Resource Allocation In

A Quantitative Measure Of Fairness And Discrimination For ...jain/papers/ftp/fairness.pdf · Title: A Quantitative Measure Of Fairness And Discrimination For Resource Allocation In

Disentangling the Fairness & Discrimination and Synergy ... · Erasmus University of Rotterdam Follow this and additional works at: Part of the Human Resources Management Commons,

Disentangling the Fairness & Discrimination and Synergy ... · Erasmus University of Rotterdam Follow this and additional works at: Part of the Human Resources Management Commons,

FAIRNESS! - web.stemiliescps.wa.edu.au

FAIRNESS! - web.stemiliescps.wa.edu.au

The Social Satisfaction: a Fairness Theory about Income Distribution with Applications in China Ouyang Kui Institute of Quantitative & Technical Economics,

The Social Satisfaction: a Fairness Theory about Income Distribution with Applications in China Ouyang Kui Institute of Quantitative & Technical Economics,

Chapter 02: Legal Compliance 2-1. Federal Laws regarding selection systems are not based on general fairness but on specific cases of discrimination.

Chapter 02: Legal Compliance 2-1. Federal Laws regarding selection systems are not based on general fairness but on specific cases of discrimination.

Disentangling the Fairness & Discrimination and …...Milliken & Martins, 1996; van Knippenberg etal., 2004), to date, most conceptualizations and operationalizations of diversity

Disentangling the Fairness & Discrimination and …...Milliken & Martins, 1996; van Knippenberg etal., 2004), to date, most conceptualizations and operationalizations of diversity