상세 보기
효율적인 빅 데이터 마이닝을 위한 iSSD 기반 협업 처리 방안
iSSD-Based Collaborative Processing for Big Data Mining
- 조용연;
- 김상욱;
- 배덕호
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 SSD; Simulator-based evaluation; Collaborative processing; Heterogeneous scheduling
- 제목
- 효율적인 빅 데이터 마이닝을 위한 iSSD 기반 협업 처리 방안
- 제목 (타언어)
- iSSD-Based Collaborative Processing for Big Data Mining
- 저자
- 조용연; 김상욱; 배덕호
- 발행일
- 2017-02
- 저널명
- 한국통신학회논문지
- 권
- 42
- 호
- 2
- 페이지
- 460 ~ 470