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Machine Learning in a Changing World
Citation
Scanlan, JD and Hartnett, JS and Williams, RN, Machine Learning in a Changing World, AISAT 2009 The 3rd International Workshop on Artificial Intelligence in Science and Technology, 23-24 November 2009, Hobart, Australia EJ ISBN 978-1-86295-550-9 (2009) [Refereed Conference Paper]
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Abstract
For many different fields of research the target of the research evolves over time. In this paper a machine learning approach called DynamicWEB is presented. This allows a knowledge hierarchy to evolve as the result of changes in multiple observations of the same entities. By adapting the hierarchy to these changes, the learning technique is able to preserve and improve itself instead of being affected negatively by it. Several machine learning datasets are examined that demonstrate the value of this technique.
Item Details
| Item Type: | Refereed Conference Paper |
|---|---|
| Research Division: | Information and Computing Sciences |
| Research Group: | Computer Software |
| Research Field: | Computer System Security |
| Objective Division: | Information and Communication Services |
| Objective Group: | Communication Networks and Services |
| Objective Field: | Communication Networks and Services not elsewhere classified |
| Author: | Scanlan, JD (Dr Joel Scanlan) |
| Author: | Hartnett, JS (Mrs Jacky Hartnett) |
| Author: | Williams, RN (Dr Ray Williams) |
| ID Code: | 61559 |
| Year Published: | 2009 |
| Deposited By: | Information and Communication Technology |
| Deposited On: | 2010-03-04 |
| Last Modified: | 2014-12-07 |
| Downloads: | 455 View Download Statistics |
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