텍스트 마이닝 기법을 활용한 인공지능과 헬스케어 융․복합 분야 연구동향 분석 = Research Trend Analysis by using Text-Mining Techniques on the Convergence Studies of AI and Healthcare Technologies

다국어 초록 (Multilingual Abstract)

The goal of this study is to review the major research trend on the convergence studies of AI and healthcare technologies. For the study, 15,260 English articles on AI and healthcare related topics were collected from Scopus for 55 years from 1963, and text mining techniques were conducted. As a result, seven key research topics were defined : “AI for Clinical Decision Support System (CDSS)”, “AI for Medical Image”, “Internet of Healthcare Things (IoHT)”, “Big Data Analytics in Healthcare”, “Medical Robotics”, “Blockchain in Healthcare”, and “Evidence Based Medicine (EBM)”. The result of this study can be utilized to set up and develop the appropriate healthcare R&D strategies for the researchers and government. In this study, text mining techniques such as Text Analysis, Frequency Analysis, Topic Modeling on LDA (Latent Dirichlet Allocation), Word Cloud, and Ego Network Analysis were conducted.

참고문헌 (Reference)

1 최한준, "헬스케어산업에서의블록체인기술의활용" 1-26, 2017

2 클레이튼 M. 크리스텐슨, "파괴적 의료혁신" 청년의사 2015

3 윤지은, "토픽모델링과 에고 네트워크 분석을 활용한 스마트 헬스케어 연구동향 분석" 한국디지털콘텐츠학회 19 (19): 981-993, 2018

4 정근하, "텍스트마이닝과 네트워크 분석을 활용한미래예측 방법 연구" 한국과학기술기획평가원 1-138, 2010

5 송경진, "클라우스 슈밥의 제4차 혁명" 새로운 현재 2016

6 김정원, "지능정보사회 중장기 종합대책의 수립 배경과 주요 내용" KIET 74-77, 2017

7 신영석, "제4차 산업혁명에 조응하는 보건의료 체계 개편 방안" 한국보건사회연구원 2017

8 이동훈, "임상의사결정지원시스템(CDSS) 기술동향" 31 (31): 77-85, 2016

9 남춘호, "일기자료 연구에서 토픽모델링 기법의 활용가능성 검토" 비교문화연구소 22 (22): 89-135, 2016

10 정규환, "인공지능 기반 의료영상 분석 기술 동향" 정보통신기획평가원 1863 : 1-12, 2018

11 최윤섭, "의료 인공지능" 클라우드 나인 2018

12 GlobalTech Korea, "의료 로봇의 규제 : 위험 요소를 최소화하면서 기회를 극대화하기" 한국산업 기술진흥원 1-27, 2016

13 김용학, "사회연결망분석" 박영사 2016

14 김종필, "블록체인 기술 혜택의 효과가 블록체인 보험 서비스의 수용의도에 미치는 영향 : UTAUT 모형을 기반으로" 한국IT서비스학회 17 (17): 163-189, 2018

15 강희정, "보건의료 빅데이터의 정책현황과 과제" (238) : 55-71, 2016

16 이수상, "네트워크 분석 방법론" 논형 2012

17 조용래, "국가 출연연구소의 협업적 융합연구 성과 분석" 한국기술혁신학회 20 (20): 1089-1121, 2017

18 Simon, H., "What’s news for machine learning in medical imaging"

19 Blei, D. M., "Probabilistic Topic Models" 55 (55): 77-84, 2012

20 MarketAndMarket, "Medical Robots Market by Product(Instruments & Accessories, Medical Robotic Systems(Surgical Robots, Rehabilitation Robots, Non-invasive Radiosurgery Robots)), Application(Laparoscopy, Pharmaceutical Applications), and Region-Global Forecasts to 2023" 2018

21 Steyvers, M., "Latent Semantic Analysis : A Road to Meaning" Laurence Erlbaum 1-15, 2007

22 P&S Market Research, "Global Clinical Decision Support Systems(CDSS) Market Size, Share, Development, Growth and Demand Forecast to 2020-Industry Insights by Product (Integrated and Standalone), by Application (Drug Dosing Support, Clinical Guidelinies, Clinical Reminders, Drug-Drug Interactions, Drug Allergy Alerts, and Others), By Model (Knowledge-Based, and Non-Knowledge-Based), By Mode of Delivery(Web-Bsed, Cloud-Based and On-Premises), By Component(Software, Hardware, and Services), and By Healthcare Provider Entity Capacity" 2016

23 Sackett, D. L., "Evidence based medicine : what it is and what is isn’t" 312 : 71-22, 1996

24 Joel J. P. C. Rodrigues, "Enabling Technologies for the Internet of Health Things" Institute of Electrical and Electronics Engineers (IEEE) 6 : 13129-13141, 2018

25 Heo, J.E., "During the Fourth Revolution, Hospitals active in using Bigdata"

26 P&S Market Research, "Big Data Analytics in Healthcare by Component(Software[Electronic Health Record Software, Practice Management, Workforce Manangement], Hardware [Data Storage, Routers, Firewalls, Virtual Private Networks, E-Mail Service], Services), by Deployment Type(On-Demand, On-Premise), by Analytics Type(Descriptive, Predictive, Prescriptive), by Application(Financial Analytics[Claim Processing, Revenue Cycle Management, Risk Adjustment & Assessment, Payment Integrity and Fraud, Waste and Abuse], Clinical Data Analytics [Quality Control, Population Health Management, Clinical Decision Support, Reporting and Compliance, Precision Health], Operational Analytics, Population Health Analytics), by Region (U.S., Canada, U.K., Germany, France, Italy, China, Japan, India, Brazil, U.A.E.)–Global Market Size, Share, Development, Growth, and Demand Forecast, 2013～2023" 2018

27 이명진, "Aibril Health 현황 및 계획" 32-43, 2018

28 서혜미, "AAL(능동형 생활지원) 산업 현황및 표준화 동향" 국가기술표준원 1-20, 2018

29 최현수, "4차 산업혁명에 대비한 보건복지분야 데이터 주도 정책 추진 필요성과 방향" (250) : 15-28, 2017

30 최경윤, "4차 산업혁명 시대의 유럽 헬스케어 정책및 산업 동향" 한국무역협회 1-14, 2018

31 헬스케어 특별위원회, "4차 산업혁명 기반 헬스케어 발전 전략"