Seung Woo Son

Publication Activity (10 Years)

Years Active: 2005-2023
Publications (10 Years): 21

Top Topics

Accurate Classification

Anomaly Detection

Lossy Compression

Parallel Implementation

Top Venues

J. Supercomput.

Publications

Jungeun Yoon, Aekyeung Moon, Seung Woo Son
Outlier Elimination and Reliability Assessment for Peak and Declining Time Series Datasets. ICDM (Workshops) (2023)
Aekyeung Moon, Seung Woo Son, Hyson Kim, Minjun Kim
Lossy Predictive Models for Accurate Classification Algorithms. Big Data (2022)
Jiaxi Chen, Aekyeung Moon, Seung Woo Son
Towards Guaranteeing Error Bound in DCT-based Lossy Compression. Big Data (2022)
Aekyeung Moon, Jiaxi Chen, Seung Woo Son, Minjun Kim
Characterization of Transform-Based Lossy Compression for HPC Datasets. DRBSD@SC (2022)
Xiaoyan Zhuo, Aekyeung Moon, Jialing Zhang, Seung Woo Son
Cascaded Dimension Reduction for Effective Anomaly Detection. IEEE BigData (2021)
Jialing Zhang, Jiaxi Chen, Xiaoyan Zhuo, Aekyeung Moon, Seung Woo Son
DPZ: Improving Lossy Compression Ratio with Information Retrieval on Scientific Data. CLUSTER (2021)
Aekyeung Moon, Xiaoyan Zhuo, Jialing Zhang, Seung Woo Son, Yun Jeong Song
Anomaly Detection in Edge Nodes using Sparsity Profile. IEEE BigData (2020)
Xiaoyan Zhuo, Iman Nandi, Taha Azzaoui, Seung Woo Son
A Neural Network-Based Optimal Tile Size Selection Model for Embedded Vision Applications. HPCC/DSS/SmartCity (2020)
Aekyeung Moon, Seung Woo Son, Jiuk Jung, Yun Jeong Song
Understanding Bit-Error Trade-off of Transform-based Lossy Compression on Electrocardiogram Signals. IEEE BigData (2020)
Jialing Zhang, Jiaxi Chen, Aekyeung Moon, Xiaoyan Zhuo, Seung Woo Son
Bit-Error Aware Quantization for DCT-based Lossy Compression. HPEC (2020)
Aekyeung Moon, Xiaoyan Zhuo, Jialing Zhang, Seung Woo Son
: Improving Quality of IoT Data through Compressive Anomaly Detection. IEEE BigData (2019)
Jialing Zhang, Xiaoyan Zhuo, Aekyeung Moon, Hang Liu, Seung Woo Son
Efficient Encoding and Reconstruction of HPC Datasets for Checkpoint/Restart. MSST (2019)
Jialing Zhang, Aekyeung Moon, Xiaoyan Zhuo, Seung Woo Son
Towards Improving Rate-Distortion Performance of Transform-Based Lossy Compression for HPC Datasets. HPEC (2019)
Hang Liu, Yufei Ding, Da Zheng, Seung Woo Son, Da Yan
Challenges Towards Deploying Data Intensive Scientific Applications on Extreme Heterogeneity Supercomputers. CoRR (2018)
Aekyeung Moon, Jaeyoung Kim, Jialing Zhang, Seung Woo Son
Evaluating fidelity of lossy compression on spatiotemporal data from an IoT enabled smart farm. Comput. Electron. Agric. 154 (2018)
Aekyeung Moon, Jaeyoung Kim, Jialing Zhang, Hang Liu, Seung Woo Son
Understanding the impact of lossy compressions on IoT smart farm analytics. IEEE BigData (2017)
Xiaoyan Zhuo, Jialing Zhang, Seung Woo Son
Network intrusion detection using word embeddings. IEEE BigData (2017)
Zheng Yuan, William Hendrix, Seung Woo Son, Christoph Federrath, Ankit Agrawal, Wei-keng Liao, Alok N. Choudhary
Parallel Implementation of Lossy Data Compression for Temporal Data Sets. CoRR (2017)
Aekyeung Moon, Jaeyoung Kim, Jialing Zhang, Seung Woo Son
Lossy compression on IoT big data by exploiting spatiotemporal correlation. HPEC (2017)
Seung Woo Son, Saba Sehrish, Wei-keng Liao, Ron A. Oldfield, Alok N. Choudhary
Reducing I/O variability using dynamic I/O path characterization in petascale storage systems. J. Supercomput. 73 (5) (2017)
Zheng Yuan, William Hendrix, Seung Woo Son, Christoph Federrath, Ankit Agrawal, Wei-keng Liao, Alok N. Choudhary
Parallel Implementation of Lossy Data Compression for Temporal Data Sets. HiPC (2016)
Lu He, Yan Luo, Rui Liu, Hengyong Yu, Yu Cao, Xuzhou Chen, Seung Woo Son
Bisection and twisted SVD on GPU. HPEC (2015)
Seong Jo Kim, Yuanrui Zhang, Seung Woo Son, Mahmut T. Kandemir, Wei-keng Liao, Rajeev Thakur, Alok N. Choudhary
IOPro: a parallel I/O profiling and visualization framework for high-performance storage systems. J. Supercomput. 71 (3) (2015)
Zhengzhang Chen, Seung Woo Son, William Hendrix, Ankit Agrawal, Wei-keng Liao, Alok N. Choudhary
NUMARCK: Machine Learning Algorithm for Resiliency and Checkpointing. SC (2014)
Seung Woo Son, Zhengzhang Chen, William Hendrix, Ankit Agrawal, Wei-keng Liao, Alok N. Choudhary
Data Compression for the Exascale Computing Era - Survey. Supercomput. Front. Innov. 1 (2) (2014)
Seung Woo Son, Saba Sehrish, Wei-keng Liao, Ron A. Oldfield, Alok N. Choudhary
Dynamic file striping and data layout transformation on parallel system with fluctuating I/O workload. CLUSTER (2013)
Saba Sehrish, Seung Woo Son, Wei-keng Liao, Alok N. Choudhary, Karen Schuchardt
Improving collective I/O performance by pipelining request aggregation and file access. EuroMPI (2013)
Wei Ding, Yuanrui Zhang, Mahmut T. Kandemir, Seung Woo Son
Compiler-directed file layout optimization for hierarchical storage systems. Sci. Program. 21 (3-4) (2013)
Seong Jo Kim, Seung Woo Son, Wei-keng Liao, Mahmut T. Kandemir, Rajeev Thakur, Alok N. Choudhary
IOPin: Runtime Profiling of Parallel I/O in HPC Systems. SC Companion (2012)
Wei Ding, Yuanrui Zhang, Mahmut T. Kandemir, Seung Woo Son
Compiler-directed file layout optimization for hierarchical storage systems. SC (2012)
Wittawat Tantisiriroj, Seung Woo Son, Swapnil Patil, Samuel Lang, Garth Gibson, Robert B. Ross
On the duality of data-intensive file system design: reconciling HDFS and PVFS. SC (2011)
Mahmut T. Kandemir, Shekhar Srikantaiah, Seung Woo Son
Improving shared cache behavior of multithreaded object-oriented applications in multicores. ICCAD (2011)
Seung Woo Son, Samuel Lang, Philip H. Carns, Robert B. Ross, Rajeev Thakur, Berkin Özisikyilmaz, Prabhat Kumar, Wei-keng Liao, Alok N. Choudhary
Enabling active storage on parallel I/O software stacks. MSST (2010)
Christina M. Patrick, Mahmut T. Kandemir, Mustafa Karaköy, Seung Woo Son, Alok N. Choudhary
Cashing in on hints for better prefetching and caching in PVFS and MPI-IO. HPDC (2010)
Seong Jo Kim, Yuanrui Zhang, Seung Woo Son, Ramya Prabhakar, Mahmut T. Kandemir, Christina M. Patrick, Wei-keng Liao, Alok N. Choudhary
Automated Tracing of I/O Stack. EuroMPI (2010)
Mahmut T. Kandemir, Sai Prashanth Muralidhara, Mustafa Karaköy, Seung Woo Son
Computation mapping for multi-level storage cache hierarchies. HPDC (2010)
Justin M. Wozniak, Seung Woo Son, Robert B. Ross
Distributed object storage rebuild analysis via simulation with GOBS. DSN Workshops (2010)
Christina M. Patrick, Rajat Garg, Seung Woo Son, Mahmut T. Kandemir
Improving I/O performance using soft-QoS-based dynamic storage cache partitioning. CLUSTER (2009)
Seung Woo Son, Mahmut T. Kandemir, Yuanrui Zhang, Rajat Garg
Topology-Aware I/O Caching for Shared Storage Systems. PDCCS (2009)
Seung Woo Son, Mahmut T. Kandemir, Mustafa Karaköy, Dhruva R. Chakrabarti
A compiler-directed data prefetching scheme for chip multiprocessors. PPOPP (2009)
Rajat Garg, Seung Woo Son, Mahmut T. Kandemir, Padma Raghavan, Ramya Prabhakar
Markov Model Based Disk Power Management for Data Intensive Workloads. CCGRID (2009)
Ozcan Ozturk, Mahmut T. Kandemir, Seung Woo Son, Ibrahim Kolcu
Shared scratch pad memory space management across applications. Int. J. Embed. Syst. 4 (1) (2009)
Justin M. Wozniak, Bryan Jacobs, Robert Latham, Samuel Lang, Seung Woo Son, Robert B. Ross
Implementing Reliable Data Structures for MPI Services in High Component Count Systems. PVM/MPI (2009)
Seung Woo Son, Sai Prashanth Muralidhara, Ozcan Ozturk, Mahmut T. Kandemir, Ibrahim Kolcu, Mustafa Karaköy
Profiler and compiler assisted adaptive I/O prefetching for shared storage caches. PACT (2008)
Guangyu Chen, Feihui Li, Seung Woo Son, Mahmut T. Kandemir
Application mapping for chip multiprocessors. DAC (2008)
Ozcan Ozturk, Seung Woo Son, Mahmut T. Kandemir, Mustafa Karaköy
Prefetch throttling and data pinning for improving performance of shared caches. SC (2008)
Mahmut T. Kandemir, Feihui Li, Mary Jane Irwin, Seung Woo Son
A novel migration-based NUCA design for chip multiprocessors. SC (2008)
Christina M. Patrick, Seung Woo Son, Mahmut T. Kandemir
Comparative evaluation of overlap strategies with study of I/O overlap in MPI-IO. ACM SIGOPS Oper. Syst. Rev. 42 (6) (2008)
Seung Woo Son, Mahmut T. Kandemir, Mustafa Karaköy
Improving I/O performance through compiler-directed code restructuring and adaptive prefetching. IPDPS (2008)
Christina M. Patrick, Seung Woo Son, Mahmut T. Kandemir
Enhancing the performance of MPI-IO applications by overlapping I/O, computation and communication. PPOPP (2008)
Mahmut T. Kandemir, Seung Woo Son, Mustafa Karaköy
Improving I/O Performance of Applications through Compiler-Directed Code Restructuring. FAST (2008)
Mahmut T. Kandemir, Seung Woo Son, Mustafa Karaköy
Improving disk reuse for reducing power consumption. ISLPED (2007)
Seung Woo Son, Guangyu Chen, Ozcan Ozturk, Mahmut T. Kandemir, Alok N. Choudhary
Compiler-Directed Energy Optimization for Parallel Disk Based Systems. IEEE Trans. Parallel Distributed Syst. 18 (9) (2007)
Ozcan Ozturk, Mahmut T. Kandemir, Seung Woo Son
An ilp based approach to reducing energy consumption in nocbased CMPS. ISLPED (2007)
Seung Woo Son, Konrad Malkowski, Guilin Chen, Mahmut T. Kandemir, Padma Raghavan
Reducing energy consumption of parallel sparse matrix applications through integrated link/CPU voltage scaling. J. Supercomput. 41 (3) (2007)
Seung Woo Son, Mahmut T. Kandemir
A Prefetching Algorithm for Multi-speed Disks. Trans. High Perform. Embed. Archit. Compil. 1 (2007)
Mahmut T. Kandemir, Taylan Yemliha, Seung Woo Son, Ozcan Ozturk
Memory bank aware dynamic loop scheduling. DATE (2007)
Seung Woo Son, Mahmut T. Kandemir
Integrated Data Reorganization and Disk Mapping for Reducing Disk Energy Consumption. CCGRID (2007)
Seung Woo Son, Mahmut T. Kandemir
Runtime system support for software-guided disk power management. CLUSTER (2007)
Ramya Prabhakar, Seung Woo Son, Christina M. Patrick, Sri Hari Krishna Narayanan, Mahmut T. Kandemir
Securing Disk-Resident Data through Application Level Encryption. IEEE Security in Storage Workshop (2007)
Mahmut T. Kandemir, Seung Woo Son
Reducing power through compiler-directed barrier synchronization elimination. ISLPED (2006)
Seung Woo Son, Konrad Malkowski, Guilin Chen, Mahmut T. Kandemir, Padma Raghavan
Integrated link/CPU voltage scaling for reducing energy consumption of parallel sparse matrix applications. IPDPS (2006)
Ozcan Ozturk, Mahmut T. Kandemir, Seung Woo Son, Mustafa Karaköy
Selective code/data migration for reducing communication energy in embedded MpSoC architectures. ACM Great Lakes Symposium on VLSI (2006)
Seung Woo Son, Mahmut T. Kandemir
Energy-aware data prefetching for multi-speed disks. Conf. Computing Frontiers (2006)
Seung Woo Son, Guangyu Chen, Mahmut T. Kandemir
A Compiler-Guided Approach for Reducing Disk Power Consumption by Exploiting Disk Access Locality. CGO (2006)
Seung Woo Son, Guangyu Chen, Mahmut T. Kandemir, Feihui Li
Energy savings through embedded processing on disk system. ASP-DAC (2006)
Seung Woo Son, Guangyu Chen, Mahmut T. Kandemir
Power-aware code scheduling for clusters of active disks. ISLPED (2005)
Seung Woo Son, Guangyu Chen, Mahmut T. Kandemir, Alok N. Choudhary
Dynamic Compilation for Reducing Energy Consumption of I/O-Intensive Applications. LCPC (2005)
Mahmut T. Kandemir, Seung Woo Son, Guangyu Chen
An evaluation of code and data optimizations in the context of disk power reduction. ISLPED (2005)
Seung Woo Son, Guangyu Chen, Mahmut T. Kandemir
Disk layout optimization for reducing energy consumption. ICS (2005)
Seung Woo Son, Mahmut T. Kandemir, Alok N. Choudhary
Software-Directed Disk Power Management for Scientific Applications. IPDPS (2005)
Kenin Coloma, Alok N. Choudhary, Avery Ching, Wei-keng Liao, Seung Woo Son, Mahmut T. Kandemir, Lee Ward
Power and Performance in I/O for Scientific Applications. IPDPS (2005)
Seung Woo Son, Guangyu Chen, Mahmut T. Kandemir, Alok N. Choudhary
Exposing disk layout to compiler for reducing energy consumption of parallel disk based systems. PPOPP (2005)
Sri Hari Krishna Narayanan, Seung Woo Son, Mahmut T. Kandemir, Feihui Li
Using loop invariants to fight soft errors in data caches. ASP-DAC (2005)