Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

A/B test 109

adversarial debiasing 253

algorithmic bias 248, 249

aggregation bias 250

disparate impact 249

disparate treatment 249

emerging techniques 257

measurement bias 249

measuring 251

mitigating 252

mitigating, during data preprocessing 253

mitigating, during model in-processing 253

mitigating, during model postprocessing 254

pre-existing bias 249

proxy bias 250

sample bias 249

significance, of fairness 252

types 248, 249

unaddressed bias, consequences 251

algorithmic bias, sources

aggregation bias 250

historical bias 250

proxy bias 250

representation or sample bias 250

alternative hypothesis 141

architectural governance 264, 275

dimensions 276

pillars 275, 276

transformative architectural principles...