fairness
- noun
- /ˈfɛrnəs/
- Specialized
- The company's policies aimed to improve the fairness of hiring practices by avoiding biases in candidate selection.
- fairness perceptions
- outcome fairness
- perceived fairness
It includes algorithmic fairness, bias, privacy, and ethics in general.
- It includes algorithmic fairness, bias, privacy, and ethics in general.
- And again, none of those systems satisfy these basic criteria of fairness.
- OK, so similar error rates is definitely one of the criteria that people use in talking about fairness.
Examples
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So that's why we actually have a machine learning fairness team across Google.
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The researchers focused on ensuring the fairness of the algorithm across different demographic groups.
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Specifically, there was no significant difference between these treatment conditions for the measure of process fairness.
Academic text (1999) -
So to conclude another slide on young kids, I want to make the point about equity and fairness in health.
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In addition, perceived fairness would be significantly affected by the types of selection outcomes.
Academic text (1992) -
The research findings of such a program can be used to ensure fairness in assessment for a culturally diverse student body.
Academic text (1991) -
Years later, Emily remembered this disillusionment as an important marker in her developing awareness of fairness and justice.
Academic text (1992) -
However, RCT interventions did affect minority members' perceptions of process fairness.
Academic text (1999) -
Fairness also requires an effort, through incentives and vigorous recruitment, to achieve social-class integration of schools.
Academic text (1992) -
In discussions about social justice, fairness is often emphasized to promote equal opportunities for all.
Synonyms
Fair treatment of people and the courts that decide it
People have the same rights, position, and opportunities
Fair and equal treatment of people, for example at work or school
Treating all people fairly and equally without bias
Being fair and not taking sides
Fair and equal treatment of people when making decisions
Antonyms
- Specialized
A strong unfair feeling that makes you like or dislike someone and affects decisions
Compounds
How Fair
Surface Forms
Morphology
fairness = fair (transparent) = fair + ness
The word 'fairness' is transparently derived from 'fair' with the suffix '-ness' indicating a state or quality.
Etymology
In computing, fairness keeps the same idea: it means a computer program or model treats different groups 'equally' and does not give some groups a constant disadvantage.