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Anatomy of a learning problem
Citation
Reid, MD and Montgomery, J and Premachandra, M, Anatomy of a learning problem, Proceedings of the 25th Conference on Neural Information Processing Systems, 16-17 December 2011, Sierra Nevada,Spain, pp. 1-8. ISBN 9781618395993 (2011) [Refereed Conference Paper]
Copyright Statement
Copyright 2011 Curran Associates
Official URL: http://videolectures.net/nipsworkshops2011_sierran...
Abstract
In order to relate machine learning problems we argue that we need to
be able to articulate what is meant by a single machine learning problem. By
attempting to name the various aspects of a learning problem we hope to clarify
ways in which learning problems might be related to each other. We tentatively put
forward a proposal for an anatomy of learning problems that will serve as scaffolding
for posing questions about relations. After surveying the way learning problems are
discussed in a range of repositories and services. We then argue that the terms
used to describe problems to better understand a range of viewpoints within
machine learning ranging from the theoretical to the practica
Item Details
| Item Type: | Refereed Conference Paper |
|---|---|
| Research Division: | Mathematical Sciences |
| Research Group: | Applied Mathematics |
| Research Field: | Theoretical and Applied Mechanics |
| Objective Division: | Expanding Knowledge |
| Objective Group: | Expanding Knowledge |
| Objective Field: | Expanding Knowledge in the Information and Computing Sciences |
| UTAS Author: | Montgomery, J (Dr James Montgomery) |
| ID Code: | 92354 |
| Year Published: | 2011 |
| Deposited By: | Information and Communication Technology |
| Deposited On: | 2014-06-16 |
| Last Modified: | 2019-06-11 |
| Downloads: | 0 |
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