Discovery Projects - Grant ID: DP0343346

Funding Activity

Website
http://dataportal.arc.gov.au/NCGP/Web/Grant/Grant/DP0343346

Funding Status
Closed

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Funded Activity Summary

Analysing Iterative Machine Learning Algorithms with Information Geometric Methods. Online machine learning problems arise from situations where data is provided a point at a time. There are many classical algorithms for solving such problems based on the principle of stochastic gradient descent. Recent research by the CIs and others have thrown up interesting but diverse geometric connections that offer new insights. The proposed research aims to integrate the understanding of these algorithms with the aim of designing algorithms better able to exploit prior knowledge, and to extend existing algorithms to new problem domains thus offering well principled and well understood algorithms for solving a variety of novel online problems.

Funded Activity Details

Start Date: 01-01-2003

End Date: 31-12-2007

Funding Scheme: Discovery Projects

Funding Amount: $159,264.00

Funder: Australian Research Council

Research Topics

ANZSRC Field of Research (FoR)

Signal Processing | Neural Networks, Genetic Alogrithms And Fuzzy Logic | Artificial Intelligence and Image Processing | Pattern Recognition

ANZSRC Socio-Economic Objective (SEO)

Application packages | Communication equipment not elsewhere classified |

Other Keywords

Application packages | Artificial Intelligence and Image Processing | Communication equipment not elsewhere classified | Neural Networks, Genetic Alogrithms And Fuzzy Logic | Pattern Recognition | Signal Processing

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