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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
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:2018-10-05
Downloads:0

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