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    의미연결망과 토픽모델링을 활용한 스마트 도시재생 연구동향 분석 = Analysis of Smart Urban Regeneration Research Trends Using Semantic Network and Topic modeling

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    https://www.riss.kr/link?id=A108896196

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    다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

    The purpose of this study is to analyze the research topics and research trends of smart urban regeneration research by period. For this study, information such as titles, abstracts, and years of 95 academic papers and 162 theses related to smart city regeneration registered in the Korean Journal Citation Index (KCI) was extracted and analyzed. Specifically, the semantic network and topic modeling analysis were performed using the NetMiner 4.5 program. As a result of the analysis, studies related to smart urban regeneration have increased rapidly since 2018, and the frequency of words such as local government, region, energy, analysis, and plan was high. K-means clustering analysis was reached to the end, and based on the above, 7 topics were minimized, and 7 keywords were stretched out for each topic through the LDA algorithm. As a result, Topic4, which has sustainability, community, and cooperation as keywords, was able to classify the most weighting picks into topics, and topic modeling analysis was analyzed by classifying them based on the past 2018 in relation to smart urban regeneration.The common point before and after 2018 is that it seeks to form a base-oriented community through the integration and integration of technologies and to preserve the identity of the region based on convenience. The difference is that before 2018, research related to smart urban regeneration was conducted centering on urban image and eco-friendly design, but after 2018, smart technology was applied to industry, environment, and regionally specialized resources to realize sustainable smart urban regeneration based on the region.
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    The purpose of this study is to analyze the research topics and research trends of smart urban regeneration research by period. For this study, information such as titles, abstracts, and years of 95 academic papers and 162 theses related to smart city...

    The purpose of this study is to analyze the research topics and research trends of smart urban regeneration research by period. For this study, information such as titles, abstracts, and years of 95 academic papers and 162 theses related to smart city regeneration registered in the Korean Journal Citation Index (KCI) was extracted and analyzed. Specifically, the semantic network and topic modeling analysis were performed using the NetMiner 4.5 program. As a result of the analysis, studies related to smart urban regeneration have increased rapidly since 2018, and the frequency of words such as local government, region, energy, analysis, and plan was high. K-means clustering analysis was reached to the end, and based on the above, 7 topics were minimized, and 7 keywords were stretched out for each topic through the LDA algorithm. As a result, Topic4, which has sustainability, community, and cooperation as keywords, was able to classify the most weighting picks into topics, and topic modeling analysis was analyzed by classifying them based on the past 2018 in relation to smart urban regeneration.The common point before and after 2018 is that it seeks to form a base-oriented community through the integration and integration of technologies and to preserve the identity of the region based on convenience. The difference is that before 2018, research related to smart urban regeneration was conducted centering on urban image and eco-friendly design, but after 2018, smart technology was applied to industry, environment, and regionally specialized resources to realize sustainable smart urban regeneration based on the region.

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    참고문헌 (Reference)

    1 김영우 ; 최진규 ; 강범준, "포스트코로나 건축도시설계 공모전의 핵심개념 분석" 대한건축학회 37 (37): 129-140, 2021

    2 장선영 ; 정승현, "토픽모델링을 이용한 도시 분야 연구동향 분석" 한국산학기술학회 22 (22): 661-670, 2021

    3 임시영 ; 임용민 ; 이재용, "텍스트마이닝 기법을 이용한 U-City와 Smart City의 연구 동향에 대한 분석" 대한공간정보학회 22 (22): 87-97, 2014

    4 한국고용정보원, "지역산업과 고용" 2022

    5 차민경 ; 권상희, "언론의 ‘창조경제’에 대한 의제설정 의미연결망 분석" 한국언론학회 59 (59): 088-120, 2015

    6 조돈철, "스마트도시 이슈페이퍼: 스마트 도시재생 추진 동향과 시사점" 울산·경남지역혁신플랫폼 스마트공동체사업단 스마트도시건설연구센터 2022

    7 강수연 ; 정연준 ; 이경환 ; 고은정, "몬테카를로 시뮬레이션을 활용한 스마트 도시재생서비스 도출 및 중요도 산정" 대한건축학회 38 (38): 27-35, 2022

    8 김영주 ; 김미정, "도시재생에 관한 연구동향 분석 연구" 한국실내디자인학회 28 (28): 51-59, 2019

    9 국토교통부, "내 삶을 바꾸는 도시재생 뉴딜 로드맵" 2018

    10 "국토교통부"

    1 김영우 ; 최진규 ; 강범준, "포스트코로나 건축도시설계 공모전의 핵심개념 분석" 대한건축학회 37 (37): 129-140, 2021

    2 장선영 ; 정승현, "토픽모델링을 이용한 도시 분야 연구동향 분석" 한국산학기술학회 22 (22): 661-670, 2021

    3 임시영 ; 임용민 ; 이재용, "텍스트마이닝 기법을 이용한 U-City와 Smart City의 연구 동향에 대한 분석" 대한공간정보학회 22 (22): 87-97, 2014

    4 한국고용정보원, "지역산업과 고용" 2022

    5 차민경 ; 권상희, "언론의 ‘창조경제’에 대한 의제설정 의미연결망 분석" 한국언론학회 59 (59): 088-120, 2015

    6 조돈철, "스마트도시 이슈페이퍼: 스마트 도시재생 추진 동향과 시사점" 울산·경남지역혁신플랫폼 스마트공동체사업단 스마트도시건설연구센터 2022

    7 강수연 ; 정연준 ; 이경환 ; 고은정, "몬테카를로 시뮬레이션을 활용한 스마트 도시재생서비스 도출 및 중요도 산정" 대한건축학회 38 (38): 27-35, 2022

    8 김영주 ; 김미정, "도시재생에 관한 연구동향 분석 연구" 한국실내디자인학회 28 (28): 51-59, 2019

    9 국토교통부, "내 삶을 바꾸는 도시재생 뉴딜 로드맵" 2018

    10 "국토교통부"

    11 박한샘 ; 김동현 ; 장성주, "구조적 토픽 모델링 기반 스마트 시티 연구 동향 분석" 한국디지털콘텐츠학회 20 (20): 1839-1846, 2019

    12 김나현 ; 김용진, "고령자를 위한 스마트 도시재생 서비스 중요도에 관한 연구" (사) 한국도시재생학회 9 (9): 5-23, 2023

    13 이성직 ; 김한준, "TF‐IDF의 변형을 이용한 전자뉴스에서의 키워드 추출 기법" 한국전자거래학회 14 (14): 59-73, 2009

    14 Huston, S., "Smart Urban Regeneration: Visions, Institutions and Mechanisms for Real Estate" Routledge 2017

    15 Blei, D. M., "Probabilistic topic models" 55 (55): 77-84, 2012

    16 Greene, D., "How Many Topics? Stability Analysis for Topic Models" 8724 : 498-513, 2014

    17 Griffiths, T. L., "Finding scientific topics" 101 (101): 5228-5235, 2004

    18 Allam, Z., "Economically Incentivising Smart Urban Regeneration. Case Study of Port Louis, Mauritius" 1 (1): 53-74, 2018

    19 Dadgar, S. M. H., "A Novel Text Mining Apporach Based on TF-IDF and Support Vector Machine for News Classification" 112-116, 2016

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