Table of Contents (powered by https://videoken.com)
0:00:00 Introduction to the Speaker
0:00:19 Dependable Data Driven Discovery [D4] Framework
0:01:43 Data Driven Decisions Are Everywhere
0:02:42 Data Driven Decisions in Safety-critical Systems
0:04:25 Data Driven Decisions in Lifestyle
0:04:39 Decision Making Systems
0:05:04 What happens if something goes wrong?
0:05:16 Examples: Unfair!
0:06:15 Examples: Unaccountable!
0:07:00 Examples: Uncertain!
0:08:03 Examples: Not transparent!
0:08:57 Credibility of Data-Driven Decision
0:09:55 Credibility of Untrustworthy Data-Driven Decisions
0:11:21 We believe that foundational research is essential to ensure data driven discovery and decisions are trustworthy.
0:11:53 ISU Dependable Data Driven Discovery Initiative
0:12:52 Recipient of a Major NSF Award
0:13:15 What do we mean by Dependable?
0:13:49 Data Science Lifecycle
0:15:37 Stages in Data Science Lifecycle
0:16:19 Data Flow Between Stages
0:16:46 D4 (Dependable Data Driven Discovery) Framework
0:18:46 Parts of the D4 Framework
0:20:19 Case Study: Self-driving
0:21:19 Courtesy: Temple Police
0:21:55 Apollo Platform Structure
0:22:42 Map Production
0:23:04 Lifecycle
0:24:18 Risk: Timeliness
0:24:54 COMPAS By Northpointe, Inc.
0:26:47 Crime Prediction using COMPAS
0:28:01 D4 Framework: Risks, Measures
0:28:52 D4 Framework: Mechanism
0:31:03 Summary
0:32:38 Q&A

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