High-dimensional Data Stream Classification via Sparse Online Learning
The amount of data in our society has been exploding in the era of big data today. In this paper, we address several open challenges of big data stream classification, including high volume, high velocity, high dimensionality, and high sparsity. Many existing studies in data mining literature solve...
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| Main Authors: | , , , , , |
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| Format: | text |
| Language: | English |
| Published: |
Institutional Knowledge at Singapore Management University
2014
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/sis_research/2646 https://ink.library.smu.edu.sg/context/sis_research/article/3646/viewcontent/High_d_data_stream_SO_2014_ICDM_afv.pdf |
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| Institution: | Singapore Management University |
| Language: | English |