iSSD-Based Collaborative Processing for Big Data Mining 


Vol. 42,  No. 2, pp. 460-470, Feb.  2017


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  Abstract

We address how to handle big data mining effectively using the intelligent SSD (iSSD). ISSD is a storage device equipped with computing power inside SSD for reducing the transferring cost and for processing data nearby SSD where the data is stored. We first introduce the structural characteristics of iSSD for efficient data processing. Then, we present how to process data mining algorithms by using iSSD. Finally, we discuss how to improve the performance of data mining algorithms significantly by exploiting heterogeneous computing environment where host CPUs and GPU coexist for maximizing the performance.

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  Cite this article

[IEEE Style]

Y. Jo, S. Kim, D. Bae, "iSSD-Based Collaborative Processing for Big Data Mining," The Journal of Korean Institute of Communications and Information Sciences, vol. 42, no. 2, pp. 460-470, 2017. DOI: .

[ACM Style]

Yong-Yoen Jo, Sang-Wook Kim, and Duck-Ho Bae. 2017. iSSD-Based Collaborative Processing for Big Data Mining. The Journal of Korean Institute of Communications and Information Sciences, 42, 2, (2017), 460-470. DOI: .

[KICS Style]

Yong-Yoen Jo, Sang-Wook Kim, Duck-Ho Bae, "iSSD-Based Collaborative Processing for Big Data Mining," The Journal of Korean Institute of Communications and Information Sciences, vol. 42, no. 2, pp. 460-470, 2. 2017.