Research

Research Interests

• Aritificial Intelligence

• Knowledge Discovery & Data Mining

• Web Mininig

• Cloud Computing

• Bioinformatics

Awards and Honors

• Microsoft Research Asia Fellowship Award, 2004

• Korean Government Engineering Scholarship, 2004

Publications

International Journal

• "Fairness-aware recommendation with meta learning", (with Hyeji Oh), Scientific Reports 14(1), 2024

• "Hybrid Inductive Graph Method for Matrix Completion", (with Jayun Yong), IJDWM 20(1), 2024

• "ALSI-Transformer: Transformer-Based Code Comment Generation With Aligned Lexical and Syntactic Information", (with Youngmi Park, Ahjeong Park), IEEE Access 11: 39037-39047, 2023

• "MIDAS: Model-Independent Training Data Selection Under Cost Constraints", (with Gyoung-Don Joo), IEEE Access 6: 74462-74474, 2018

• "On the Internet of Things", (with Won Kim, Jaehyuk Choi, Ok-Ran Jeong, Woo-Jin Han, Woong-Kee Loh, Joon Yoo), IJWGS 11(4): 410-426, 2015

• "Supporting Set-Valued Joins in NoSQL Using MapReduce", (with Kyuseok Shim), Information Systems, Information Systems 49: 52-64, 2015

• "Theoretical analysis of constructing wavelet synopsis on partitioned data sets", Multimedia Tools and Applications, 74(7): 2417-2432, 2015

• "A holistic view of big data", IJDWM 10(3), 59-69, 2014

• "On cyberattack mechanisms", (with Jaehyuk Choi, Ok-Ran Jeong, Woo-Jin Han and Won Kim), IJWGS 9(4), 351-368, 2013

• "E-books on the mobile e-reader", (with Ok-Ran Jeong, Jaehyuk Choi and Won Kim), Mobile Information Systems 9(1), 55-68, 2013

• "CATCH: A Detecting Algorithm for Coalition Attacks of Hit Inflation in Internet Advertising", (with Hui Miao and Kyuseok Shm), Information Systems 36(8), 1105-1123, 2011

• "Botnets: threats and responses", (with Ok-Ran Jeong, Won Kim and Jungmin So), International Journal of Web Information Systems 7(1), 6-17, 2011

• "The Dark Side of the Internet: Attacks, Costs and Responses", (with Won Kim, Ok-Ran Jeong and Jungmin So), Information Systems 36(3), 675-705, 2011

• "TEXT: Automatic Template Extraction from Heterogeneous Web Pages", (with Kyuseok Shim), IEEE Transactions on Knowledge and Data Engineering 23(4), 612-626, 2011

• "A Framework for Accurate Geospatial Modeling Using Image Ranking and Machine Learning", (with Peter Bajcsy, Yu-Feng Lin and Alex Yahja), Journal of Hydroinformatics 13(3), 443-460, 2011

• "TagSmart: Software for Analysis and Visualization of Yeast Mutant Fitness Data Measured by TAG Microarrays", (with Sangkyum Kim, Russell Dorer, Dan Xie, Jiawei Han, Sheng Zhong), BMC Bioinformatics 8, 2007

• "SQUIRE: Sequential Pattern Mining with Quantities", (with Jong-Hwa Lim, Kyuseok Shim and Raymond T. Ng), Journal of Systems and Software 80(10), 1726-1745, 2007

International Conference

• "PESSN: Precision Enhancement Method for Semantic Segmentation Network", (with Jungeun Park and Chaewon Shin), BigComp 2019

• "XPath based crawling method with crowdsourcing for targeted online market places", (with Jae-Ho Shin and Gyoung-Don Joo), BigComp 2016

• "On Botnets", (with Won Kim, Ok-Ran Jeong and Jungmin So), iiWAS-2010, Paris, France, November 2010 (invited keynote paper)

• "XWave: Approximate Extended Wavelets for Streaming Data", (with Sudipto Guha and Kyuseok Shim), the 30th International Conference on Very Large Data Bases, Toronto, Canada, August 2004

• "SQUIRE: Sequential Pattern Mining with Quantities", (with Jong-Hwa Lim, Kyuseok Shim and Raymond T. Ng), the 20th International Conference on IEEE Data Engineering, Boston, USA, March 2004

Korean Journal

• "맵리듀스 환경에서 웨이블릿 시놉시스 생성 알고리즘", 정보과학회논문지 : 데이터베이스 제39권 제6호, 2012. 12, pp. 346~353

• "정량 정보를 포함한 순차 패턴 마이닝 알고리즘", (임종화, Raymond T. Ng, 심규석과 공저), 정보과학회논문지 : 데이타베이스 제33권 제5호, 2006. 10, pp. 453 ~ 462

Korean Conference

• "크라우드소싱을 이용한 준지도 학습모델의 SVM", (주경돈, 신재호와 공저), 한국정보과학회 학술발표논문집, December 2015

• "XPath를 기반으로 한 특정 온라인 쇼핑몰 크롤링 기법 구현", (신재호, 김태우와 공저), 한국정보과학회 학술발표논문집, December 2014

• "퀀터티가 있는 순차 패턴을 찾는 깊이 우선 탐색 알고리즘", (심규석과 공저), 한국정보과학회 춘계 학술논문집, April 2004

• "퀀터티가 있는 순차 패턴을 찾는 효율적인 알고리즘", (임종화, 심규석과 공저), 한국정보과학회 춘계 학술논문집, April 2003

Miscellaneous

• "스트림 데이터 마이닝", (심규석, 우정철과 공저), 한국정보과학회지, 21권 10호, October 2003

Patents

• Massive Webcasting-Community System, Korea Patent No. 10-2001-0034020

• Parallel Controlled Webcasting System, Korea Patent No. 10-2000-0022960