효율적인 빅 데이터 마이닝을 위한 iSSD 기반 협업 처리 방안

iSSD-Based Collaborative Processing for Big Data Mining

초록

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.

키워드

Intelligent SSDSimulator-based evaluationCollaborative processingHeterogeneous scheduling
제목
효율적인 빅 데이터 마이닝을 위한 iSSD 기반 협업 처리 방안
제목 (타언어)
iSSD-Based Collaborative Processing for Big Data Mining
저자
조용연김상욱배덕호
DOI
10.7840/kics.2017.42.2.460
발행일
2017-02
저널명
한국통신학회논문지
42
2
페이지
460 ~ 470