Cloud Based Metalearning System for Predictive Modeling of Biomedical Data

Rapid growth and storage of biomedical data enabled many opportunities for predictive modeling and improvement of healthcare processes. On the other side analysis of such large amounts of data is a difficult and computationally intensive task for most existing data mining algorithms. This problem is...

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Detalles Bibliográficos
Autores principales: Vukićević, Milan, Radovanović, Sandro, Milovanović, Miloš, Minović, Miroslav
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4032768/
https://www.ncbi.nlm.nih.gov/pubmed/24892101
http://dx.doi.org/10.1155/2014/859279
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author Vukićević, Milan
Radovanović, Sandro
Milovanović, Miloš
Minović, Miroslav
author_facet Vukićević, Milan
Radovanović, Sandro
Milovanović, Miloš
Minović, Miroslav
author_sort Vukićević, Milan
collection PubMed
description Rapid growth and storage of biomedical data enabled many opportunities for predictive modeling and improvement of healthcare processes. On the other side analysis of such large amounts of data is a difficult and computationally intensive task for most existing data mining algorithms. This problem is addressed by proposing a cloud based system that integrates metalearning framework for ranking and selection of best predictive algorithms for data at hand and open source big data technologies for analysis of biomedical data.
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spelling pubmed-40327682014-06-02 Cloud Based Metalearning System for Predictive Modeling of Biomedical Data Vukićević, Milan Radovanović, Sandro Milovanović, Miloš Minović, Miroslav ScientificWorldJournal Research Article Rapid growth and storage of biomedical data enabled many opportunities for predictive modeling and improvement of healthcare processes. On the other side analysis of such large amounts of data is a difficult and computationally intensive task for most existing data mining algorithms. This problem is addressed by proposing a cloud based system that integrates metalearning framework for ranking and selection of best predictive algorithms for data at hand and open source big data technologies for analysis of biomedical data. Hindawi Publishing Corporation 2014 2014-04-14 /pmc/articles/PMC4032768/ /pubmed/24892101 http://dx.doi.org/10.1155/2014/859279 Text en Copyright © 2014 Milan Vukićević et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Vukićević, Milan
Radovanović, Sandro
Milovanović, Miloš
Minović, Miroslav
Cloud Based Metalearning System for Predictive Modeling of Biomedical Data
title Cloud Based Metalearning System for Predictive Modeling of Biomedical Data
title_full Cloud Based Metalearning System for Predictive Modeling of Biomedical Data
title_fullStr Cloud Based Metalearning System for Predictive Modeling of Biomedical Data
title_full_unstemmed Cloud Based Metalearning System for Predictive Modeling of Biomedical Data
title_short Cloud Based Metalearning System for Predictive Modeling of Biomedical Data
title_sort cloud based metalearning system for predictive modeling of biomedical data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4032768/
https://www.ncbi.nlm.nih.gov/pubmed/24892101
http://dx.doi.org/10.1155/2014/859279
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