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Grant Award View - GA188892-V1
Scalable and Robust Bayesian Inference for Implicit Statistical Models
GA ID:
GA188892-V1
Agency:
Australian Research Council
Approval Date:
8-Sep-2021
Variation Publish Date:
6-Oct-2021
Variation Date:
8-Sep-2021
Category:
Science, Technology, Engineering and Mathematics (STEM) Research
Grant Term:
8-Sep-2021 to 30-Jun-2025
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