Causal Artificial Intelligence

Index

• A
• action, taking, 40–42
• Advanced Analytics model, 11, 299
• agent-based modeling, for creating synthetic data, 215
• agriculture use case, 242–250
• AI Fairness 360 (AIF360), 182
• algorithms, 180, 299
• ALICE, 321
• Amazon Redshift, 197
• Amazon Web Service (AWS) Data Exchange, 197
• analytical sophistication model, 8–11
• analytics
  • causal AI in perspective with, 7–8
  • collaboration between business leaders and professionals of, 72–74
• Analytics Enablers model, 10
• Analytics model, 10
• anonymization, 198
• application programming interfaces (APIs), 196, 202, 207
• Applied Econometric Methods for Causal Inference, 325
• artificial intelligence (AI)
  • causal AI as next generation of, 43–46
  • ensuring responsible, 175–184
  • integrating with causal AI, 278–279
  • merging with causal AI models, 291
  • promise of, 14–15
• Asana, 192
• association, in Ladder of Causation, 39, 40
• augmented intelligence
  • causal AI and, 26
  • defined, 299
  • importance of, 51–52
• AWS (Amazon Web Service) Data Exchange, 197
• Azua, 314

• B
• backdoor criterion, 299
• backdoor paths
  • about, 85–86, 108–109
  • as a core concept of causal AI, 23–24
  • defined, 299
• Barenboim, Elias, 117–118
• Barrett, Malcolm, 109
• Bayesian networks, 34–35, 300
• Bayesian optimization, 206
• Beautiful Soup, 196, 216
• belief networks, 34–35, 300
• bench testing, 234–236
• BETS (Bootstrap Elastic net regression from Time Series), 216, 282, 323
• BI (business intelligence), 277
• bias. See also bias detection
  • avoiding, 3
  • in causal AI systems, 176–178
  • defined, 299
  • demographic, 179
  • tools ...