Discovery Projects - Grant ID: DP190100006

Funding Activity

Website
http://dataportal.arc.gov.au/NCGP/Web/Grant/Grant/DP190100006

Funding Status
Closed

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Funded Activity Summary

Explaining the outcomes of complex computational models. This project aims to develop new algorithms that automatically generate explanations for the results produced by complex computational models. In recent times, these models have become increasingly accurate, and hence pervasive. However, the reasoning of Deep Neural Networks and Bayesian Networks, and of complex Regression models and Decision Trees is often unclear, impairing effective decision making by practitioners who use the results of these models or investigate the decisions made by the systems. Practical benefits of clear decision making reasoning by complex computational models include reduced risk, increased productivity and revenue, appropriate adoption of technologies including improved education for practitioners, and improved outcomes for end users. Significant benefits will be demonstrated through the evaluations with practitioners in the areas of healthcare and energy.

Funded Activity Details

Start Date: 01-07-2019

End Date: 31-10-2022

Funding Scheme: Discovery Projects

Funding Amount: $408,000.00

Funder: Australian Research Council

Research Topics

ANZSRC Field of Research (FoR)

Pattern Recognition and Data Mining | Expert Systems | Artificial Intelligence and Image Processing | Natural Language Processing

ANZSRC Socio-Economic Objective (SEO)

Computer Software and Services not elsewhere classified |

Other Keywords

Artificial Intelligence and Image Processing | Computer Software and Services not elsewhere classified | Expert Systems | Natural Language Processing | Pattern Recognition and Data Mining

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