VISUAL ANALYSIS THROUGH INSIGHTS

I am an Associate Professor at the University of the District of Columbia. I received Ph.D degree in Computer Science from the University of North Carolina at Charlotte in May 2010. My main research areas include HCI, Visual Analytics, Information Visualization, and Big Data Analytics. In the past, I have published many scientific research papers. Currently, he concentrates more on Visual Analytics that is a research area where visualization and analytics face together. In Visual Analytics, HCI (Human Computer Interaction) paradigm is deeply considered by researchers by increasing the overall performance of analyzing complex dataset and digging out unknown, but useful knowledge.

On-going Research

Here are some of current research projects.

iPCA (interactive Principal Component Analaysis) is a system, with which uses are interactively analyze data. It uses Principle Component Analysis (PCA) that is a widely used mathematical technique in many fields for factor and trend analysis, dimension reduction, etc.

Interactive visual analysis is an important approach for analyzing network intrusions for discovering a significant difference among the attack categories. To address the effectiveness of identifying network abnormality, an integration of various methods need to be performed.

GVis (A Scalable Visualization Framework for Genomic Data) is a framework with which it is possible to brose the phylogeny hierarchy of organisms from the highest level down to the level of an individual organism of interest and also analyze each interest gene by initiating the gene-finding and gene-match analyzing tool. The framework permits one to navigate through and explore large amounts of genomic data (thousand of genomes or more) using a 2.5D space layout.

Machine learning and cloud computing technology are important for us to better identify threats and speed up computation times. In recent years, the MapReduce computing platform, particularly through the Hadoop Distributed File System (HDFS), has been used to perform advanced computational analysis. In this project, a development of innovative approaches with integration of the cloud computing technology to perform intrusion detection analysis as well as rainfall prediction is considered.

Recent Publications

Journal Journal / Conference Conference / Symposium Symposium / Workshop Workshop / Poster Poster / Book Book / Other Other
Book S.Y. Ji, K. Najarian, T. Huynh, D.H. Jeong, An Integration of Decision Tree and Visual Analysis to Analyze Intracranial Pressure, Neuroproteomics: Methods and Protocols, 405-419, May 2017. LINK
Journal Dong Hyun Jeong, Bong-Keun Jeong and Soo-Yeon Ji: Designing a Hybrid Approach with Computational Analysis and Visual Analytics to Detect Network Intrusions, The 7th IEEE Annual Computing and Communication Workshop and Conference, pp.1-7, 2017. PDF
Journal N. Keegan, S.-Y. Ji, A. Chaudhary, C. Concolato, B. Yu, D. H. Jeong, A survey of cloud-based network intrusion detection analysis, Human-centric Computing and Information Sciences, Vol. 6, No. 19. doi:10.1186/s13673-016-0076-z, Springer-Verlag, December 2016. LINK
Journal Dong Hyun Jeong, Soo Yeon Ji, Applying Data Transformation to Derive Insights for Network Intrusion Detection, IEEE Symposium on Visualization for Cyber Security (VizSec) 2016, Oct. 24, 2016. LINK
Journal S. Y. Ji, B.-K. Jeong, S. Choi, D. H. Jeong, A multi-level intrusion detection method for abnormal network behaviors, Journal of Network and Computer Applications, Vol. 62, pp. 9-17, doi:10.1016/j.jnca.2015.12.004, Elsevier, Feb. 2016. LINK
Journal Dong Hyun Jeong, Soo-Yeon Ji, Evan A Suma, Byunggu Yu and Remco Chang. Designing a collaborative visual analytics system to support users' continuous analytical processes. Human-centric Computing and Information Sciences, 5:5, doi:10.1186/s13673-015-0023-4, Springer-Verlag, 2015. LINK
Journal Soo-Yeon Ji, Seonho Choi, and Dong Hyun Jeong. Designing an Internet Traffic Predictive Model by Applying a Signal Processing Method. Journal of Network and Systems Management, doi:10.1007/s10922-014-9335-3, Springer-Verlag, Volume 23, Issue 4, pp 998-1015, October 2015. LINK

Photos

My hobby is photography. I built up my hobby when I was in college. At that time, I joined a club to learn how to take pictures and how to develop. Although I knew how to develop black and white film, my personal style has been changed a lot after digital camera came out. Nowadays, almost everybody has a digital camera. Some people try to take pictures and modify them by applying special effects. However, I still not prefer to adding any special effects onto taken pictures.

LAS VEGAS, NEVADA

Picture taken from Stratosphere Tower Observation Deck.

NIAGARA FALLS, CANADA

Picture taken from Niagara Parks Butterfly Conservatory.

JEJU ISLAND, SOUTH KOREA

Picture taken from Aqua Planet.

CASTLE PINES, DENVER, COLORADO

Picture taken from Castle Pines, CO.

CHINESE GARDEN, SINGAPORE

Picture taken from Chinese Garden.

NOTRE DAME CATHEDRAL, QUEBEC, CANADA

Picture taken from Notre Dame Cathedral.