Big Data AI Center
” Leveraging big data and AI technologies to derive business insights and create practical value across various industries,
ith a focus on machine learning, natural language processing, and data analysis.
Research and applications aimed at solving diverse industrial challenges, including product development, marketing, finance,
and energy, as well as conducting research in the public sector to address societal problems. “
Artificial Intelligence
Deep Learning
or Projects
Project: Smart Manufacturing (Knowledge Graph Development in Semiconductor Field, Extraction of C-MDPS Operating Noise Characteristic Frequencies, Learning-Based Yield Prediction, etc.)
Project: Finance (Prediction of Stock Turning Points Using Social Indicators, Detection of Investment Hot Topics on Social Media, etc.)
Project: Services (Automation of Container Transport Dispatching, Development of User Services for Autonomous Vehicles, etc.)
Graduate: Advanced Topics in Industrial Engineering, Data Mining Techniques, Data-Driven Learning
Research Institutes and Industries
Entrepreneurship and Startups
We develop data mining, machine learning, and natural language processing algorithms and apply them to real-world business data to derive actionable insights. Our research goes beyond improving algorithm accuracy and performance, striving to produce insights that directly contribute to business value creation. The lab aims to advance from the technical role of a data scientist to that of a big data architect/designer, contributing to corporate, public, and scientific advancements.
Our lab has collaborated on various industry-academic partnership projects with leading domestic companies, such as Hyundai Heavy Industries and LG Electronics. Additionally, we actively participate in national research and human resource development programs, including the BK21 Program, the Regional Research University Program, and the Mid-Career Researcher Support Program by the NRF (National Research Foundation of Korea). By integrating theoretical knowledge learned in graduate studies and research labs with real-world applications, we strive to nurture talented individuals with practical skills.
Graduates from our lab have successfully contributed to society in diverse roles, working at major companies like Samsung Electronics, LG Electronics, and Hyundai Heavy Industries, as well as at research institutes such as ETRI, the Korea Institute of Energy Research, and the Agency for Defense Development.
Focus areas include data mining, machine learning, deep learning, and natural language processing for addressing challenges in new product development, design, manufacturing, marketing and sales, finance, risk management, and human relations.