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A survey of machine learning for big data processing

Qiu, Junfei ; Wu, Qihui ; Ding, Guoru ; Xu, Yuhua ; Feng, Shuo

EURASIP Journal on Advances in Signal Processing, 2016-05, Vol.2016 (1), p.1-16, Article 67 [Periódico revisado por pares]

Cham: Springer International Publishing

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Título:
A survey of machine learning for big data processing
Autor: Qiu, Junfei ; Wu, Qihui ; Ding, Guoru ; Xu, Yuhua ; Feng, Shuo
Assuntos: Big data ; Computational linguistics ; Data management ; Electronic data processing ; Engineering ; Joints ; Language processing ; Learning ; Literature reviews ; Machine learning ; Natural language interfaces ; Quantum Information Technology ; Representations ; Review ; Signal processing ; Signal Processing for Big Data ; Signal,Image and Speech Processing ; Spintronics ; Surveys ; Trends
É parte de: EURASIP Journal on Advances in Signal Processing, 2016-05, Vol.2016 (1), p.1-16, Article 67
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SourceType-Scholarly Journals-1
ObjectType-Feature-2
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Descrição: There is no doubt that big data are now rapidly expanding in all science and engineering domains. While the potential of these massive data is undoubtedly significant, fully making sense of them requires new ways of thinking and novel learning techniques to address the various challenges. In this paper, we present a literature survey of the latest advances in researches on machine learning for big data processing. First, we review the machine learning techniques and highlight some promising learning methods in recent studies, such as representation learning, deep learning, distributed and parallel learning, transfer learning, active learning, and kernel-based learning. Next, we focus on the analysis and discussions about the challenges and possible solutions of machine learning for big data. Following that, we investigate the close connections of machine learning with signal processing techniques for big data processing. Finally, we outline several open issues and research trends.
Editor: Cham: Springer International Publishing
Idioma: Inglês

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A survey of machine learning for big data processing

Qiu, Junfei ; Wu, Qihui ; Ding, Guoru ; Xu, Yuhua ; Feng, Shuo

Cham: Springer International Publishing

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