Online Heterogeneous Mixture Learning for Big Data

We propose the online machine learning for big data analysis with heterogeneity. We performed an experiment to compare the accuracy of each iteration between batch one and online one. It is possible to converge quickly with the same accuracy as the batch one.

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Bibliographic Details
Published in:arXiv.org 2019-06
Main Authors: Seshimo, Kazuki, Ota Akira, Nishio Daichi, Yamane Satoshi
Format: Article
Language:English
Subjects:
Big Data
Data analysis
Data management
Distance learning
Machine learning
Online Access:Get full text
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Description
Summary:We propose the online machine learning for big data analysis with heterogeneity. We performed an experiment to compare the accuracy of each iteration between batch one and online one. It is possible to converge quickly with the same accuracy as the batch one.
ISSN:2331-8422