Alumni

Supervised Ph.D. Students

• Suman Kalyan Sardar (co-advisor: Biswajit Sarkar), Integrating Machine Learning, Radio Frequency Identification, and Consignment Policy for Reducing Unreliability in Smart Supply Chain Management, Feb. 2021.

• Juho Yoon, Data Mining-Based Industrial Property Analytics Methodologies for Technology Commercialization, Aug. 2024. (Post-DOC, KIST)

• Muhammad Zubair Iqbal, A Group Feature Ranking and Selection method for High Dimensional Datasets, Aug. 2024. 

Supervised Master Students

• 김승우, A classification model considering a confidence score of missing value imputation. Aug. 2022. (딜로이트 Korea)

• 송창용, A multi-class data description based method for classifying predefined defect patterns and detecting undefined defect patterns. Aug. 2022. (삼성전자)

• 김현서, Prediction of Material Removal Rate and Quantification of Process Sensor Importance in Chemical Mechanical Polishing Using Convolution LSTM. Feb. 2023. (LG 에너지 솔루션)

• 최이수, Wafer Defect Pattern Clustering Method with Self Supervised Learning Robust to Pattern Imbalance. Feb. 2023.  (LG 에너지 솔루션)

• 박형일, Object Segmentation based Model for Detecting Mixed-Type Defect Patterns in Wafer Bin Maps. Feb. 2023. 

• 이주영, Robust wafer defect pattern classification and new defect pattern detection in imbalanced data using few-shot Learning, Feb. 2024. (LG 에너지 솔루션)

• 장갑수, Novel Explainable Similarity-Based Potential Customers Recommendation Method for Entering New Markets: Using a Transaction Network, Aug. 2024. (PhD. student in Arizona State University)

• 황민규, Prediction of material removal rate and process diagnosis method of chemical mechanical polishing process using dual-aspect sensor transformer, Aug. 2024. (삼성전자)

• 박상민, Robust Health Indicator Development and Attention-based Remaining Useful Life Prediction under Time-varying Operating Conditions, Feb. 2025. (한국전자기술연구원)

• 김은식, An Improved Generative Model for Missing Sensor Data Imputation, Feb. 2025.

• 권세훈, Prediction Method of Li-ion Battery State of Health Based on CEEMDAN-Multi encoder Transformer, Aug. 2025.

• 여이지, RUL Prediction via Domain Adaptation and Transfer Learning across Fault Types in Etching Systems, Aug 2025.