Research
Research Areas
Spiking Neural Network
Development of 3rd generation neuromorphic model using background knowledge such as brain science and life science based on biological mimicry Development of 3rd generation neuromorphic model using background knowledge such as brain science and life science based on biological mimicry.
Reinforcement Learning
Conducting research projects on model optimization and robot control technology based on reinforcement learning. Conducting research projects on model optimization and robot control technology based on reinforcement learning.
Medical AI / XAI
Proceed with an explainable AI-based medical artificial intelligence development project Proceed with an explainable AI-based medical artificial intelligence development project.
Time Series analysis
Time series data analysis project based on body signals such as brain waves and electrocardiograms are carried out Time series data analysis project based on body signals such as brain waves and electrocardiograms are carried out.
Recent Research
Recent Research in BCML
Bio Computing and Machine Learning Lab
Welcome to the BCML Lab
At BCML, we are devoted to exploring the intricate nexus of biology, computation, and machine learning. Our research is rooted in innovated areas such as Spiking Neural Networks that delve into the complex world of computational neuroscience, and Reinforcement Learning, which provides new insights into how software can lean, adapt, and evolve. We are also committed to advancing healthcare, using Medical AI and XAI (Explainable AI) to create systems that not only augment decision-making in medical scenarios but also provide transparency in their operation. Furthermore, we are pioneering efforts in Time Series Analysis, seeking patterns and forecasting trends to enhance our understanding of various sequences.
Department of Computer Engineering, Kwangwoon University, Seoul, Korea