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Grant Award View - GA188892-V2

Scalable and Robust Bayesian Inference for Implicit Statistical Models

Contact Details

ARC NCGP General Enquiries

:
02 6287 6600

:

GA ID:
GA188892-V2
Agency:
Australian Research Council
Approval Date:
8-Sep-2021
Variation Publish Date:
16-Feb-2022
Variation Date:
28-Feb-2022
Category:
Science, Technology, Engineering and Mathematics (STEM) Research
Grant Term:
28-Feb-2022 to 27-Feb-2026
Value (AUD):
$1,026,000.00 (GST inclusive where applicable)
Varies:
GA188892 - Scalable and Robust Bayesian Inference for Implicit Statistical Models

One-off/Ad hoc:
No
Aggregate Grant Award:
No

PBS Program Name:
ARC 21/22 Discovery
Grant Program:
ARC Future Fellowships
Grant Activity:
Scalable and Robust Bayesian Inference for Implicit Statistical Models
Purpose:
This project aims to develop the next generation of efficient methods for fitting complex simulation-based statistical models to data. Practitioners and scientists are interested in such implicit models to enable discoveries, produce accurate predictions and inform decisions under uncertainty. However, the associated computational cost has restricted researchers to implicit models that must have a small number of parameters and be well specified, impeding scientific progress. This project will develop new computational methods and algorithms for implicit models that scale to high dimensions and are robust to misspecification. Benefits will arise from the more routine use of implicit models in epidemiology, biology, ecology and other fields.

GO ID:
GO Title:
Future Fellowships for funding commencing in 2021
Internal Reference ID:
FT21 Round 1
Selection Process:
Targeted or Restricted Competitive

Confidentiality - Contract:
No
Confidentiality - Outputs:
No

Grant Recipient Details

Recipient Name:
Queensland University of Technology
Recipient ABN:
83 791 724 622

Grant Recipient Location

Suburb:
BRISBANE CITY
Town/City:
BRISBANE CITY
Postcode:
4000
State/Territory:
QLD
Country:
AUSTRALIA

Grant Delivery Location

State/Territory:
QLD
Postcode:
4000
Country:
AUSTRALIA

Contact Details

ARC NCGP General Enquiries

:
02 6287 6600

: