Standards for the Control of Algorithmic Bias

Paperback

Heisler, Natalie , Grossman, Maura R. 저자(글)

CRC Press · 2025년 05월 27일

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작가정보

저자(글) Heisler, Natalie

저자(글) Grossman, Maura R.

목차

• Acknowledgements * List of Tables *List of Abbreviations *Chapter One: Introduction *1.1 Regulation of Artificial Intelligence: The European Context *1.2 Regulation of Artificial Intelligence: The Canadian Administrative Context *1.3 Equality Rights: Disparate Impact in ADM *1.3.1 Case Study: Disparate Impact in the COMPAS ADM *1.4 Situating Disparate Impact in the Charter *1.5 The Role of Standards in Protecting Human Rights *1.5.1 Narrowing the Scope of Administrative Law *1.5.2 Soft Law and Its Status in Judicial Review *1.6 Methodology *Chapter Two: Administrative Law and Standards for the Control of Algorithmic Bias *2.1 Foundational Principles: Transparency, Deference and Proportionality *2.1.1 Transparency *2.1.2 Deference *2.1.3 Proportionality *2.2 Reasonableness Review *2.2.1 Illustrative Scenario *2.3 Standards to Mitigate the Creation of Biased Predictions *2.3.1 Construct Validity *2.3.2 Representativeness of Input Data *2.3.3 Knowledge Limits *2.3.4 Measurement Validity in Model Inputs *2.3.5 Measurement Validity in Output Variables *2.3.6 Accuracy of Input Data *2.4 Standards for the Evaluation of Predictions *2.4.1 Accuracy of Predictions and Inferences: Uncertainty *2.4.2 Individual Fairness *2.5 Chapter Summary: Proposed Standards for the Control of Algorithmic Bias *Chapter Three: Substantive Equality and Standards for the Measurement of Disparity *3.1 The Measure of Disparity in the Prima Facie Test of Discrimination *3.2 Legislative and Policy Approaches to the Measurement of Disparity *3.3 The Supreme Court of Canada on Measures of Disparity in Fraser *3.4 Disaggregated Data *3.5 Chapter Summary: Standards for the Measurement of Disparity *Chapter Four: Implementation Recommendations *4.1 Overview of the Standards Framework *4.2 Implementing the Standards Framework *Chapter Five: Conclusions and Further Research *References *

기본정보

ISBN	9781032550244 ( 1032550244 )
발행(출시)일자	2025년 05월 27일
쪽수	110쪽
언어	영어