activity
20182023
most citedA Probabilistic Machine Learning Approach to Scheduling Parallel Loops with Bayesian Optimization

15 citations · 21 across the 6 of their papers we have counts for

collaborators

6 papers

cs.DC2023★ 1 cited

An Analytical Model-based Capacity Planning Approach for Building CSD-based Storage Systems

Hongsu Byun, Safdar Jamil, Jungwook Han +5

The data movement in large-scale computing facilities (from compute nodes to data nodes) is categorized as one of the major contributors to high cost and energy utilization. To tac…

cs.DC2022★ 15 cited

A Probabilistic Machine Learning Approach to Scheduling Parallel Loops with Bayesian Optimization

Kyurae Kim, Youngjae Kim, Sungyong Park

This paper proposes Bayesian optimization augmented factoring self-scheduling (BO FSS), a new parallel loop scheduling strategy. BO FSS is an automatic tuning variant of the factor…

cs.DC2021

LMStream: When Distributed Micro-Batch Stream Processing Systems Meet GPU

Suyeon Lee, Sungyong Park

This paper presents LMStream, which ensures bounded latency while maximizing the throughput on the GPU-enabled micro-batch streaming systems. The main ideas behind LMStream's desig…

cs.CR2019★ 2 cited

KEY-SSD: Access-Control Drive to Protect Files from Ransomware Attacks

Jinwoo Ahn, Donggyu Park, Chang-Gyu Lee +5

Traditional techniques to prevent damage from ransomware attacks are to detect and block attacks by monitoring the known behaviors such as frequent name changes, recurring access t…

cs.DC2018

SCISPACE: A Scientific Collaboration Workspace for File Systems in Geo-Distributed HPC Data Centers

Awais Khan, Taeuk Kim, Hyunki Byun +3

Future terabit networks are committed to dramatically improving big data motion between geographically dispersed HPC data centers.The scientific community takes advantage of the te…

cs.DC2018★ 3 cited

A Robust Fault-Tolerant and Scalable Cluster-wide Deduplication for Shared-Nothing Storage Systems

Awais Khan, Chang-Gyu Lee, Prince Hamandawana +2

Deduplication has been largely employed in distributed storage systems to improve space efficiency. Traditional deduplication research ignores the design specifications of shared-n…