Incremental Learning Versus Batch Learning for Classification of User’s Behaviour in Medical Imaging

Carlos Viana-Ferreira; Sérgio Matos; Carlos Costa

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Paper

Incremental Learning Versus Batch Learning for Classification of User’s Behaviour in Medical Imaging

Topics: Pattern Recognition and Machine Learning

In Proceedings of the International Conference on Health Informatics - Volume 0BIOSTEC, 431-438, 2015 , Lisbon, Portugal

Authors: Carlos Viana-Ferreira ; Sérgio Matos and Carlos Costa

Affiliation: Universidade de Aveiro, Portugal

Keyword(s): Batch Learning, DICOM, Incremental Learning, PACS, Pattern Recognition.

Related Ontology Subjects/Areas/Topics: Biomedical Engineering ; Health Information Systems ; Pattern Recognition and Machine Learning

Abstract: Communication latency still hinders the adoption of Cloud computing paradigms in medical imaging environments where it could serve as a reliable technology to support repository outsourcing solutions or inter-institutional workflows, for instance. One way to overcome this is by implementing cache repositories and prefetching mechanisms. Nevertheless, such solutions are usually based on static rules that may inefficiently manage the cache storage capacity. For that reason, this paper compares a pattern recognition system using incremental learning versus batch learning, in order to assess which one could be more appropriately used in a medical imaging cache mechanism.

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Paper citation in several formats:

Viana-Ferreira, C.; Matos, S. and Costa, C. (2015). Incremental Learning Versus Batch Learning for Classification of User’s Behaviour in Medical Imaging. In Proceedings of the International Conference on Health Informatics (BIOSTEC 2015) - HEALTHINF; ISBN 978-989-758-068-0; ISSN 2184-4305, SciTePress, pages 431-438. DOI: 10.5220/0005219704310438

@conference{healthinf15,
author={Carlos Viana{-}Ferreira. and Sérgio Matos. and Carlos Costa.},
title={Incremental Learning Versus Batch Learning for Classification of User’s Behaviour in Medical Imaging},
booktitle={Proceedings of the International Conference on Health Informatics (BIOSTEC 2015) - HEALTHINF},
year={2015},
pages={431-438},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005219704310438},
isbn={978-989-758-068-0},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the International Conference on Health Informatics (BIOSTEC 2015) - HEALTHINF
TI - Incremental Learning Versus Batch Learning for Classification of User’s Behaviour in Medical Imaging
SN - 978-989-758-068-0
IS - 2184-4305
AU - Viana-Ferreira, C.
AU - Matos, S.
AU - Costa, C.
PY - 2015
SP - 431
EP - 438
DO - 10.5220/0005219704310438
PB - SciTePress