Publications

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2016 - present

A New Approach to Multivariate Network Traffic Analysis
Jinoh Kim and Alex Sim
Accepted for Journal of Computer Science and Technology (JCST), Springer (impact factor: 1.06)

Multivariate Network Traffic Analysis using Clustered Patterns (Online)
Jinoh Kim, Alex Sim, Brian Tierney, Sang C. Suh, Ikkyun Kim
Computing Journal, Springer (impact factor: 1.47)

An Empirical Study on Network Anomaly Detection using Convolutional Neural Networks
Donghwoon Kwon, Kathiravan Natarajan, Sang C. Suh, Hyunjoo Kim, Jinoh Kim
International Workshop on Scalable Network Traffic Analytics (ICDCS/SNTA'18)
Vienna, Austria, July 2, 2018

Spatio-temporal Analysis of HPC I/O and Connection Data
Jinoh Kim, Jinhwan Choi, Alex Sim
International Workshop on Scalable Network Traffic Analytics (ICDCS/SNTA'18)
Vienna, Austria, July 2, 2018

Website Fingerprinting Attack Mitigation using Traffic Morphing
Eric Chan-Tin, Taejoon Kim, Jinoh Kim
International Workshop on Scalable Network Traffic Analytics (ICDCS/SNTA'18)
Vienna, Austria, July 2, 2018

An Empirical Evaluation of Deep Learning for Network Anomaly Detection
Ritesh K. Malaiya, Donghwoon Kwon, Jinoh Kim, Sang C. Suh, Hyunjoo Kim, Ikkyun Kim
International Conference on Computing, Networking and Communications (ICNC'18)
Hawaii, USA, March 5-8, 2018 (acceptance rate: 26%)

Scalable Gene Sequence Analysis on Spark
Muthahar Syed, Taehyun Hwang, Jinoh Kim
Big Data and Visual Analytics, pp. 97-113, Springer, 2017 (Book chapter, ISBN 978-3-319-63917-8)

A Survey of Deep Learning-based Network Anomaly Detection
Donghwoon Kwon, Hyunjoo Kim, Jinoh Kim, Sang C. Suh, Ikkyun Kim, Kuinam J. Kim
Cluster Computing Journal, Springer, pp. 1-13, 2017 (impact factor: 2.04)

A New Approach to Online, Multivariate Network Traffic Analysis
Jinoh Kim and Alex Sim
The 2nd Workshop on Network Security Analytics and Automation (ICCCN/NSAA'17)
Vancouver, Canada, July 31-August 3, 2017

Unsupervised Labeling for Supervised Anomaly Detection in Enterprise and Cloud Networks
Sunhee Baek, Donghwoon Kwon, Jinoh Kim, Sang C. Suh, Hyunjoo Kim, Ikkyun Kim
The 4th IEEE International Conference on Cyber Security and Cloud Computing (CSCloud'17)
New York, NY, June 26-28, 2017 (acceptance rate: 28.7%)

A Lightweight Network Anomaly Detection Technique
Jinoh Kim, Wucheol Yoo, Alex Sim, Sang C. Suh, Ikkyun Kim
IEEE International Workshop on Computing, Networking and Communications (ICNC/CNC'17)
Silicon Valley, CA, January 2017

An Approach to Online Network Monitoring Using Clustered Patterns
Jinoh Kim, Alex Sim, Sang C. Suh, Ikkyun Kim
IEEE International Conference on Computing, Networking and Communications (ICNC'17)
Silicon Valley, CA, January 2017 (acceptance rate: 29%)


2011 - 2015

Enhancing Classification Accuracy using a Spatial Partitioning Technique
Humberto Aguilar, Ilhwan Moon, Jinoh Kim, Sang C. Suh, and Ganho Choi
The 20th SDPS Conference (SDPS 2015)
Dallas, TX, November 2015

Security for Scientific Data Services Framework
Jinoh Kim, Bin Dong, Surendra Byna, Kesheng Wu
The 2nd International Workshop on Privacy and Security of Big Data (IEEE BigData/PSBD'15)
Santa Clara, CA, October 2015

A Case Study on Converged Security with Event Correlation of Physical and Information Security
Koohong Kang and Jinoh Kim
International Journal of Security and its Applications, SERSC
Vol. 9, Issue 9, pp.77-94, 2015

Incorporating Multiple Cluster Models for Network Traffic Classification
Anil Kumar, Jinoh Kim, Sang C. Suh, and Ganho Choi
The 40th IEEE Conference on Local Computer Networks (LCN 2015)
Clearwater Beach, Florida, October 2015 (Short paper)

Exploiting Replication for Energy-Aware Scheduling in Disk Storage Systems
Jerry Chou, Ting-Hsuan Lai, Jinoh Kim, Doron Rotem
IEEE Transactions on Parallel and Distributed Systems
Vol. 26, No. 10, pp. 2734-2749, 2015 (impact factor: 2.17)

Scalable Security Event Aggregation for Situation Analysis
Jinoh Kim, Ilhwan Moon, Kyungil Lee, Sang C. Suh, and Ikkyun Kim
The first IEEE Conference Big Data Services (BigDataService'15)
San Francisco, March 2015 (acceptance rate: 25%)

A Security-enabled Grid System for MINDS Distributed Data Mining
Seonho Kim, Jinoh Kim, Jon B. Weissman
Journal of Grid Computing, Springer (impact factor: 1.67)
Vol. 12, No. 3, pp.521-542, 2014.

A Hybrid Classifier with a Binning Method for Network Application Identification
Ilhwan Moon, Umar Albalawi, Jinoh Kim, Sang C. Suh, Wang-Hwan Lee
Journal of Integrated Design and Process Science, SDPS
Vol. 18, No. 2, pp.3-22, September 2014

Maximizing True Positives for Signature-based Network Application Identification
Justin Tharp, Jinoh Kim, Sang C. Suh, Hyeonkoo Cho
The 19th SDPS Conference (SDPS 2014)
Kuching, Malaysia, June 2014

Incorporating Multiple Supervised Learning Algorithms for Effective Intrusion Detection
Umar Albalawi, Sang C. Suh, Jinoh Kim
International Conference on Computer Networks and Security (ICCNS 2014)
Barcelona, Spain, February 2014

iPACS: Power-Aware Covering Sets for Energy Proportionality and Performance in Data Parallel Computing Clusters
Jinoh Kim, Jerry Chou, Doron Rotem
Journal of Parallel and Distributed Computing, Elsevier (impact factor: 1.12)
Vol. 74, Issue 1, pp.1762-1774, January 2014

Reconciling Multiple Matches for the Signature-Based Application Identification
Justin Tharp, Jinoh Kim, Sang C. Suh, Hyeonkoo Cho
3rd International Conference on Communication and Network Security (ICCNS'13)
London, UK, November 2013
Also published in Journal of Communications, ETPub, Vol. 8, No. 12, December 2013

A Hybrid Classifier using Payload Encoding and Flow Statistics for Application Identification
Ilhwan Moon, Umar Albalawi, Jinoh Kim, Sang C. Suh, Wang-Hwan Lee
The 18th SDPS Conference (SDPS 2013)
Campinas, Brazil, October 2013

FREP: Energy Proportionality for Disk Storage Using Replication
Jinoh Kim and Doron Rotem
Journal of Parallel and Distributed Computing (impact factor: 1.12)
Vol. 72, Issue 8, pp. 960-974, August 2012

Network Awareness for Volunteer Networks
Jon Weissman and Jinoh Kim
Book chapter in Desktop Grid Computing (Editor: Christophe Cerin and Gilles Fedak)
Chapman and Hall/CRC, ISBN-10:1439862141, ISBN-13:978-1439862148, May 2012

Energy Saving Techniques for Disk Storage Systems
Jerry Chou, Jinoh Kim, and Doron Rotem
Book chapter in Handbook of Energy-Aware and Green Computing (Editor: Sanjay Ranka and Ishfaq Ahmad)
Chapman & Hall/CRC, ISBN-10:1439850402, ISBN-13:978-1439850404, January 2012

Parallel In Situ Indexing for Data-intensive Computing
Jinoh Kim, Hasan Abbasi, Luis Chacon, Ciprian Docan, Scott Klasky, Qing Liu, Norbert Podhorszki, Arie Shoshani, Kesheng Wu
IEEE Symposium on Large-scale Data Analysis and Visualization (LDAV 2011)
Providence, RI, October 2011

Passive Network Performance Estimation for Large-scale, Data-intensive Computing
Jinoh Kim, Abhishek Chandra, and Jon Weissman
IEEE Transactions on Parallel and Distributed Systems (impact factor: 2.17)
Vol. 22 Issue 8, pp. 1365-1373, August 2011

Data Parallelism for Large-scale Distributed Computing
Jinoh Kim
International Journal on Internet and Distributed Computing Systems (IJIDCS'11), ISSN: 2219-1887
Vol. 1, Issue 1, pp.1-11 June 2011

Energy Proportionality and Performance in Data Parallel Computing Clusters
Jinoh Kim, Jerry Chou, and Doron Rotem
23rd Scientific and Statistical Database Management Conference (SSDBM'11)
Portland, OR, July 2011

Energy-aware Scheduling in Disk Storage Systems
Jerry Chou, Jinoh Kim, and Doron Rotem
31st International Conference on Distributed Computing Systems (ICDCS'11)
Minneapolis, MN, June 2011 (acceptance rate: 15%)

Energy Proportionality for Disk Storage Using Replication
Jinoh Kim and Doron Rotem
14th International Conference on Extending Database Technology (EDBT'11)
Uppsala, Sweden, March 2011 (acceptance rate: 27%)


2006 - 2010

Using Replication for Energy Conservation in RAID Systems
Jinoh Kim and Doron Rotem
International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA'10)
Las Vegas, NV, July 2010

Using Data Accessibility for Resource Selection in Large-scale Distributed Systems
Jinoh Kim, Abhishek Chandra, and Jon Weissman
IEEE Transactions on Parallel and Distributed Systems (impact factor: 2.17)
Vol. 20, Issue 6, pp.788-801, June 2009

Accessibility-based Resource Selection in Loosely-coupled Distributed Systems
Jinoh Kim, Abhishek Chandra, and Jon Weissman
28th International Conference on Distributed Computing Systems (ICDCS'08)
Beijing, China, June 2008 (acceptance rate: 16%)

Exploiting Heterogeneity for Collective Data Downloading in Volunteer-based Networks
Jinoh Kim, Abhishek Chandra, and Jon Weissman
7th IEEE International Symposium on Cluster Computing and the Grid (CCGrid'07)
Rio de Janeiro, Brazil, May 2007 (acceptance rate: 33%)

NGS: Service Adaptation in Open Grid Platforms
Krishnaveni Budati, Jinoh Kim, Abhishek Chandra, and Jon B. Weissman
IPDPS NSF Next Generation Software Workshop
Long Beach, CA, March 2007

DDDAS/ITR: A Data Mining and Exploration Middleware for Grid and Distributed Computing
Jon B. Weissman, Vipin Kumar, Varun Chandola, Eric Eilertson, Levent Ertoz, Gyorgy Simon, Seonho Kim, and Jinoh Kim
Workshop on Dynamic Data Driven Application Systems (in ICCS 2007)
Beijing, China, May 2007



Prior to 2006: here


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