Practical Fairness

Index

A

• accountability, What Is Fairness?
• accuracy, Antidiscrimination measures of equity, Rationality measures of equity, Equality and Security
• addiction-by-design, Our Fairness Problems Now
• Adler, Philip, Auditing Black-Box Models for Indirect Influence-How it works, A vanilla audit with default library options
• Adult data set, The US Census Data Set-The US Census Data Set
• adversarial attacks, Defending Against Adversarial Attacks
• adversarial debiasing, Adversarial Debiasing-Code Demonstration
  • code demonstration, Code Demonstration-Code Demonstration
  • mechanics of, How It Works
• adversarial learning, The Basic Idea, Adversarial Debiasing
• Adversarial Robustness Toolbox (ART), Some Poisoning Attack Packages
• adverse impact rule, Quality Assurance for a Data Set: Identifying Potential Discrimination
• AIF360, Antidiscrimination measures of equity, AIF360 Pipeline-Fairness Metrics
  • fairness metrics, Fairness Metrics
  • loading data, Loading the Data-Loading the Data
• AIX360, Code Demonstration-Code Demonstration
• Algorithmic Accountability Act (2009), Legal Responses to Fairness in Technology, Proposed US Laws for Algorithms
• algorithmic decision making laws/regulations, Algorithmic Decision Making
  • GDPR, GDPR
  • proposed US laws, Proposed US Laws for Algorithms
• α-discriminatory decision rule, Quality Assurance for a Data Set: Identifying Potential Discrimination
• Alter, Adam, How It Works
• Android phones, facial recognition feature of, Naively chosen data
• anonymization, Measures of Privacy
• antidiscrimination
  • as domain of fairness ...