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SUMMARY:CIS - Colloquium - Verdical data science for the practice of respo
 nsible data analysis and decision making by Prof. Bin Yu
DTSTART:20201207T180000
DTEND:20201207T190000
DTSTAMP:20260406T001226Z
UID:44ba1b961a8bf7711aa54437a56dc41f5403e5b2c2246dd5b74c5a61
CATEGORIES:Conferences - Seminars
DESCRIPTION:Prof. Bin YU\nProf. Bin YU is currently Chancellor's Professor
  in the Departments of Statistics and of Electrical Engineering & Computer
  Sciences at the University of California\, Berkeley.\n\nTitle: Verdical d
 ata science for the practice of responsible data analysis and decision mak
 ing\n\nAbstract: Veridical data science aims at responsible\, reliable\, r
 eproducible\, and transparent data analysis and decision-making. Predictab
 ility\, computability\, and stability (PCS) are three core principles towa
 rds veridical data science. They embed the scientific principles of predic
 tion and replication in data-driven decision making while recognizing the 
 central role of computation. Based on these principles\, the PCS framework
  consists of a workflow and documentation (in R Markdown or Jupyter Notebo
 ok) for the entire data science life cycle from problem formulation\, data
  collection\, data cleaning to modeling and data result interpretation and
  conclusions.\nEmploying the PCS framework in causal inference and analyzi
 ng data from clincial trial VIGOR\, we developed staDISC for stable discov
 ery of interpretable subgroups via calibration for precision medicine. The
  sugroups discovered by staDISC using the VIGOR data is validated to a goo
 d extent with the APPROVe study.\n\n\nThe Center for Intelligent Systems a
 t EPFL (CIS) is a collaboration among IC\, SB\, and STI that brings togeth
 er researchers working on different aspects of Intelligent Systems. In Jun
 e 2020\, CIS has launched its CIS Colloquia featuring invited notable spea
 kers.\nMore info https://www.epfl.ch/research/domains/cis/prof-bin-yu/\n 
LOCATION:Zoom-Webinar https://epfl.zoom.us/s/93271527509 https://epfl.zoom
 .us/s/93271527509
STATUS:CONFIRMED
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