Computer Science Project
Resume:
BOSEON BYEON
abndci@r.postjobfree.com
PROFESSIONAL EXPERIENCE
Augusta State University, Augusta, GA
Instructor in Math and Computer Science
Taught courses and developed course projects
CSCI 1200 Introduction to Computers and Programming with VB.NET,
Fall 2009
CSCI 1210 Introduction to Java Programming, Fall 2008, Spring
2009, Fall 2009, and Spring 2010
CSCI 1301 Principles of Computer Programming with C++, Fall
2008, Spring 2009, Fall 2009, Spring 2010
CSCI 3030 Mathematical Structure for Computer Science, Spring
2010
CSCI 3410 Database Systems, Spring 2009 and Spring 2010
- Tools: PHP, MySql, and Windows
CSCI 4711 Object Oriented Software Engineering, Fall 2008
- Tools: Java, JSP, UML, XML, and Windows
US Environmental Protection Agency (US EPA), Athens, GA 05/2007 -
08/2007 and 05/2008 - 08/2008
Software Engineer - Internship
Project Multimedia, Multipathway, Multireceptor Risk Assesment
(3MRA)
Uncertainty and sensitivity analysis on exposure of humans and
ecosystems to chemicals released into environment
Performed statistical estimation and hypothesis-test
Designed large-scale database system
Developed simulation systems and graphical user interfaces
- Tools: Java, R, MySql, JRI, JfreeChart, and Windows
University of Georgia, Computer Science, Athens, GA
08/2003 - 05/2009
Ph.D. Dissertation, 05/2009
Title Enhancing the Quality of High Dimensional Noisy Data for
Classification and Regression Problems
Developed algorithms for simultaneous outlier detection and
feature selection for high dimensional noisy data
Reduced the average error rates for classification and
regression problems by 43.18% and 27.27% respectively
Five data sets were used, including two biological data sets: a
cancer data set generated from digital images, and a microarray cancer
data set
Machine learning techniques: Genetic algorithms, Prototype
selections, Decision tree, Model tree, Neural networks, Support vector
machine, Random forests outlier detection, Sign (PCA) outlier
detection, Correlation-based feature selection, and ReliefF feature
selection
- Tools: Java, C++, Weka machine learning package, GSL (C++ Gnu
scientific library), Linux, and Windows
Lab Instructor, Spring 2005, Spring 2006, Fall 2006, Fall 2007 and
Spring 2008
Taught lab classes
- Tools: Java, MS office tools, CSS, JavaScript, and Windows
Teaching Assistant, 01/2004 - 05/2008
Computer networks, Artificial intelligence, Discrete math, Software
engineering, Symbolic programming
Research Assistant, Fall 2004
Project Machine Learning Modeling for Biomaterial Data
Prediction of the amount of protein absorption to polymers
- Tools: Java, Weka package, and Linux
Machine Learning Lab Member, 08/2005 - 05/2007
Project Identification of Gene Translation Start Sites
Developed algorithms to identify gene translation start codons
Performed database homology search through BLAST
Parsed and analyzed GenBank data and BLAST result files
Project Prediction of Microbial Activity, and Temperature
Forecasting System
- Tools: Java, BioJava, Perl, Weka, Matlab, NeuroShell, Linux,
and Windows
Other Programming Experience
Nachos OS in C/C++, raw socket in C, P2P networks in C, Semantic
web process in Java, etc.
Software Development Project for a General Merchandiser, NY
12/2002 - 08/2003
Developed an order taking application for pocket PC
Developed a desktop application connected to pocket PC
Developed a desktop application communicated with QuickBook
- Tools: VC++, embedded VC++, Access, Windows CE and Windows
Long Island University, Computer Science, Brooklyn, NY
01/2000 - 05/2002
M.S. Software Development Option, 05/2002
Project E-commerce Web Programming
Developed a used book auction site
- Tools: C#, ASP.NET, ADO.NET, and Windows
Graduate Assistant, 09/2000 - 12/2001
Korea Development Institute (KDI), Seoul, Korea
08/1996 - 02/1997
Researcher
Project Industrial Structure Analysis on Korea Economy
Performed statistical estimation and hypothesis-test, programmed
in SAS and analyzed economic data
- Tools: SAS, Windows, and VAX
Yonsei University, Economics, Seoul, Korea
03/1995 - 07/1996
Teaching Assistant
HONOR & AWARD
Best Ph.D. thesis award, Computer Science, University of
Georgia, 05/2009
Israel Teitelbaum award for excellence in quantitative analysis,
Premium $1,000, Long Island University, 05/2002
Excellence award in computer science, Computer Science, Long
Island University, 05/2002
Excellent worker award, Food Service, University of Georgia,
07/2006
Tuition scholarship, Korea University, 1992 - 1993
EDUCATION
University of Georgia, Ph.D. in Computer Science (minor:
Statistics), Athens, GA, 05/2009
Long Island University, M.S. in Computer Science, Brooklyn, NY,
05/2002
North Carolina State University, Ph.D. Program in Economics,
Raleigh, NC, 08/1999 - 12/1999
Yonsei University, M.A. in Economics, Seoul, Korea, 02/1997
Korea University, B.A. in Economics, Seochang, Korea, 02/1995
PUBLICATION
Boseon Byeon and Khaled Rasheed "Using Genetic Algorithms for
Simultaneous Noise Removal and Feature Selection in Classification and
Regression Problems", The International Conference on Artificial
Intelligence (ICAI), 2009
Boseon Byeon and Khaled Rasheed "Simultaneously Removing Noise
and Selecting Relevant Features for High Dimensional Noisy Data", The
International Conference on Machine Learning and Applications (ICMLA),
2008
Boseon Byeon, Khaled Rasheed and Prashant Doshi, "Enhancing the
Quality of Noisy Training Data Using a Genetic Algorithm and Prototype
Selection", The International Conference on Machine Learning; Models,
Technologies and Applications (MLMTA), 2008
TECHNICAL SKILL
Programming Languages: C/C++, JAVA, Perl, Bash/C-shell script,
VB.NET, C#, VC++, embedded VC++, SQL, Prolog, SAS, and R
Web Programming: HTML, CSS, JavaScript, XML(DTD, XML Schemas,
XSLT), CGI in Perl, PHP, Servlet/JSP, Ajax with JavaScript, Java
Applet, ASP.NET, and ADO.NET
Softwares: NeuroShell, Access, SQL Server, Oracle, MySql,
Tomcat, Apache, Axis, IIS, Windows, Solaris, Redhat Linux, and Debian
Linux
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