‌History

‌researches we ‌have conducted from past until now

- 2022 -
< Project > BCI(Establishment of standardization basis for BCI and AI Interoperability) in Gachon University
AB-XLNet : Named Entity Recognition Tool for Health Information Technology Standardization/Paper

< Project > ITRC(Information Technology Research CenterInformation) in Gachon University
The Application of Transfer Learning and Imagery EEG for Prediction of Depression Severity Score/Poster
An artificial intelligence system that provides depression prediction information based on EEG data/Patent
Method for generating augmented data based on transfer learning for EEG data/Patent
Artificial intelligence system providing medical type information for EEG report and its implementation method/Patent
Transfer learning method for improving the performance of EEG-based deep learning model to predict depression/Poster
Integrated Explainable Artificial Intelligence(X-Integrate) for Survival Analysis in Colorectal cancer/Poster
Extraction of medication related information written in the discharge record using XLNet/Poster
Liver cancer prediction model using LightGBM/Poster
Protected Health Information Recognition by Fine-Tuning a Pre-training Transformer Model/Paper
Deep Learning-Based Model for Classification of Medical Record Types in EEG Report/Paper
An artificial intelligence system that derives variable contributions to variables that determine optimal chemotherapy and optimal chemotherapy for colorectal cancer patients/Patent
Method and system for recognizing personal health information of medical data using machine-learning model/Patent
Method and system for generating medical synthetic data using machine-learning model/Patent
​
< Project > Research to establish the ecosystem for vitalizing the use of big data in healthcare 
Guidelines for the use of health and medical data /Guideline


- 2021 -
< Project > ITRC(Information Technology Research CenterInformation) in Gachon University
The deep learning method for predict beck’s depression inventory score using EEG/Paper
Method and system for augmenting medical text data using machine-learning models/Patent
EEG result report based medical record type classification software/SW
Generalized Autoregressive Pretraining Model (XLNet)-based Protected Health Information Identification Software for Text Understanding/SW
Filtered bidirectional encoder model (Filtered-BERT) based medical text data augmentation algorithm/SW
Heart disease prediction model using SMOTE to solve data imbalance/Poster
Comparison of Ensemble Model for Classification of Fetal Conditions/Poster
‌Prediction of Beck Depression Inventory Score in EEG: Application of Deep-Asymmetry Method/Paper
Data augmentation for improving model to pre-screening depression/Poster
Colorectal Cancer Chemotherapy Recommendation Model Using RE-GBM/Poster
Ensemble-based machine learning model for stroke prediction/Poster
Heart disease prediction model using tree-based algorithm/Poster
Filtered BERT: Similarity filter-based augmentation with bidirectional transfer learning for Protected Health Information prediction in clinical documents/Paper

< Project > Research to strengthen the foundation for vitalizing the use of big data in healthcare
Guidelines for the use of health and medical data /Guideline
- 2020 -
< Project > Development of decision support system (B-CDSS) for prediction and prevention of brain diseases
A recurrence prediction model based deep learning using oversampling method for colorectal cancer patient following surgery/Paper
Deep-Asymmetry: Asymmetry Matrix Image for Deep Learning Method in Pre-Screening Depression/Paper
Deep learning model with motor activity actigraph data to screening depression/Poster
Analysis of survival period for recommendation of chemotherapy by stage of colorectal cancer/Poster
Activity Analysis System and Method for diagnosing ADHD for Child/Patent
Low channel electroencephalogram based deep learning method to prescreening depression/Paper
Balance Analysis System and Method for diagnosing the Degree of Dementia/Patent
Method, System and Computer-Readable Mediums thereof for determining the degree of dementia Based on Voice Recognition Using Machine Learning Model/Patent
Method, System and Computer-Readable Medium for Prescreening Brain Disorders of a User/Patent
Brain Disease Research Assistance System, Method and Computer-readable Medium Using Text-Mining/Patent

< Project > Medical data analysis intelligent SW technology development business
A data-driven approach to a chemotherapy recommendation model based on deep learning for patients with colorectal cancer in Korea/Paper
- 2019 -

< Project > Development of decision support system (B-CDSS) for prediction and prevention of brain diseases
Development of CDSS rule base system/SW
Imagery Signal based Deep Learning Method for pre-screening Major Depressive Disorder/Paper
System and method for enhancing concentration of attention through auditory stimulation/Patent
Attention-enhancing system using multiple senses/Patent
Glove module system for image training to enhance concentration/Patent
Development of pubmed based data viewer/Patent

< Project > Medical data analysis intelligent SW technology development business
AgensGraph Based Graph Model Analysis & Visualization Module/SW
achine Learning Model for Early Diagnosis of Colorectal Cancer using Base Questionnaire/Paper
Improving Clinical Decision Support System by Analyzing Prognostic Factors of Colorctal Cancer Stage IV Patients/Poster
An Ensemble Algorithm Model for the Diagnosis of Colorectal Cancer Based on Machine Learning/Poster
Evaluation of Diagnosis Model for Colorectal Cancer by Feature Selection Method: Using PLCO Dataset/Poster
Improving Clinical Decision Support System by Analyzing Risk factors of Recurrence of Colorectal Cancer patients/Poster
PubMed and Colorectal Cancer Treatment Guideline-Based Colorectal Cancer Research Support System 'CCRSS'/Patent

< Project > Development of interactive chatbot and drug recognition technology for clinical trial support
Development of a Pill Character Recognition System to Prevent Misuse of Pill/Poster
Pill Recognition System to Enhance Medication Adherence for Metabolic Syndrome Patients/Poster
Medicine image analysis system for clinical trial participant and method thereof/Patent


-2018-

ITRC(Information Technology Research CenterInformation) in Gachon University / Project
Intelligent Software Development (Dr. Answer) by Asan Medical Center, Seoul / Project
The Korean Society of Medical Informatics / Spring Conference
System and Method for Enhancing Attention Concentration Through Auditory Stimulation / Patent
 A Research of Calculating Attention Concentration Considering Visual SCPT and EEG Data / Paper
Gachon Big Data Research Society / Research Society

- 2017 -

Knowledge Sharing Program Chile Telemedicine Pilot Service Model Design Sponsored by Korea Trade Investment Promotion Agency
Design and Run a Program of Multidimensional Data Analysis in Gachon University Institute For Talented Education
ITRC (Information Technology Research CenterInformation) in Gachon University
Institute for Scientifically Able Youth in Gachon University
The Korean Society of Medical Informatics 30th Anniversary Planning

- 2016 -

Design and development of integrated platform for child / adolescent obesity treatment management Sponsored by Ministry of science
Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Econom
Design and Development Kids Programming Education Platform 'LogiCong'

- 2015 -

Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Economy
Design and development of integrated platform for child / adolescent obesity treatment management Sponsored by Ministry of science

- 2014 -

Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Economy
Design and development of integrated platform for child / adolescent obesity treatment management Sponsored by Ministry of science

- 2013 -

Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Economy
Design and development of integrated platform for child / adolescent obesity treatment management Sponsored by Ministry of science

‌- 2012 -

‌Development of personalized smart healthcare service based on GPOS Platform. Sponsored by Department of Small and Medium Business Administration of Republic of Korea
Development of a Service and Algorithm for CDSS(Clinical Data Decision Support System) in a Remote Healthcare Environment. Sponsored by Department of Small and Medium Business Administration of Republic of Korea and U-Korea Co. Ltd.
Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Economy
Design and development of integrated platform for child / adolescent obesity treatment management Sponsored by Ministry of science

‌- 2011 -

‌Project Leader, Development of personalized smart healthcare service based on GPOS Platform. Sponsored by Department of Small and Medium Business Administration of Republic of Korea.
Project Leader, Standardization for securing U-health Interoperability . Sponsored by Korean Agency for Technology and Standards
Project Leader, Smart medical Informations standard forum. Sponsored by TTA(Telecommunication Technology Association)
Development of a Service and Algorithm for CDSS(Clinical Data Decision Support System) in a Remote Healthcare Environment. Sponsored by Department of Small and Medium Business Administration of Republic of Korea and U-Korea Co. Ltd
Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Economy
Design and development of integrated platform for child / adolescent obesity treatment management Sponsored by Ministry of science

‌- 2010 -

‌Project Leader, Development of personalized smart healthcare service based on GPOS Platform. Sponsored by Department of Small and Medium Business Administration of Republic of Korea
Development of a Service and Algorithm for CDSS(Clinical Data Decision Support System) in a Remote Healthcare Environment. Sponsored by Department of Small and Medium Business Administration of Republic of Korea and U-Korea Co. Ltd
Multi-Platform based Health Management and Promotion Service Development for Chronic Disease Patients. Sponsored by Ministry of Knowledge Economy.

‌- 2009 -

‌Project Leader, Automated translation system based on Corpus . Sponsored by Department of Small and Medium Business Administration of Republic of Korea
Project Leader, Test-bed construction for Healthcare call centers. Sponsored by Ministry of Knowledge Economy

‌- 2008 -

‌Project Leader, Survey of the Home Healthcare system for a Cardiac Patient. IBM Korea
Project Leader, Automated translation system based on Corpus . Sponsored by Department of Small and Medium Business Administration of Republic of Korea

‌- 2007 -

‌Project Leader, Development Service Platform for Clinical Data and Users. Korea Food & Drug Administration
Project Leader, Stream-based Distributed Interoperable Healthcare Infrastructure supporting Provenance and QoE, IBM Korea