Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. Lower-bounds on the Bayesian Risk in Estimation Procedures via f–Divergences
 
conference paper

Lower-bounds on the Bayesian Risk in Estimation Procedures via f–Divergences

Vandenbroucque, Adrien
•
Esposito, Amedeo Roberto  
•
Gastpar, Michael C.  
2022
2022 IEEE International Symposium on Information Theory (ISIT)
2022 IEEE International Symposium on Information Theory (ISIT)

We consider the problem of parameter estimation in a Bayesian setting and propose a general lower-bound that includes part of the family of f-Divergences. The results are then applied to specific settings of interest and compared to other notable results in the literature. In particular, we show that the known bounds using Mutual Information can be improved by using, for example, Maximal Leakage, Hellinger divergence, or generalizations of the Hockey-Stick divergence.

  • Details
  • Metrics
Type
conference paper
DOI
10.1109/ISIT50566.2022.9834708
Author(s)
Vandenbroucque, Adrien
Esposito, Amedeo Roberto  
Gastpar, Michael C.  
Date Issued

2022

Published in
2022 IEEE International Symposium on Information Theory (ISIT)
Start page

1106

End page

1111

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LINX  
Event nameEvent placeEvent date
2022 IEEE International Symposium on Information Theory (ISIT)

Espoo, Finland

June 26-July 1, 2022

Available on Infoscience
December 9, 2022
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/193099
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés