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• W2911628061 abstract "The immense amount of data created by digitalization requires parallel computing for machine-learning methods. While there are many parallel implementations for support vector machines (SVMs), there is no clear suggestion for every application scenario. Many factor—including optimization algorithm, problem size and dimension, kernel function, parallel programming stack, and hardware architecture—impact the efficiency of implementations. It is up to the user to balance trade-offs, particularly between computation time and classification accuracy. In this survey, we review the state-of-the-art implementations of SVMs, their pros and cons, and suggest possible avenues for future research." @default.
• W2911628061 created "2019-02-21" @default.
• W2911628061 creator A5084603961 @default.
• W2911628061 date "2019-02-27" @default.
• W2911628061 modified "2023-09-23" @default.
• W2911628061 title "Parallel Computing of Support Vector Machines" @default.
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• W2911628061 doi "https://doi.org/10.1145/3280989" @default.
• W2911628061 hasPublicationYear "2019" @default.
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