• Title/Summary/Keyword: topic map

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온라인 주식 포럼의 핫토픽 탐지를 위한 감성분석 모형의 개발 (Development of Sentiment Analysis Model for the hot topic detection of online stock forums)

  • 홍태호;이태원;리징징
    • 지능정보연구
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    • 제22권1호
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    • pp.187-204
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    • 2016
  • 소셜 미디어를 이용하는 사용자들이 직접 작성한 의견 혹은 리뷰를 이용하여 상호간의 교류 및 정보를 공유하게 되었다. 이를 통해 고객리뷰를 이용하는 오피니언마이닝, 웹마이닝 및 감성분석 등 다양한 연구분야에서의 연구가 진행되기 시작하였다. 특히, 감성분석은 어떠한 토픽(주제)를 기준으로 직접적으로 글을 작성한 사람들의 태도, 입장 및 감성을 알아내는데 목적을 두고 있다. 고객의 의견을 내포하고 있는 정보 혹은 데이터는 감성분석을 위한 핵심 데이터가 되기 때문에 토픽을 통한 고객들의 의견을 분석하는데 효율적이며, 기업에서는 소비자들의 니즈에 맞는 마케팅 혹은 투자자들의 시장동향에 따른 많은 투자가 이루어지고 있다. 본 연구에서는 중국의 온라인 시나 주식 포럼에서 사용자들이 직접 작성한 포스팅(글)을 이용하여 기존에 제시된 토픽들로부터 핫토픽을 선정하고 탐지하고자 한다. 기존에 사용된 감성 사전을 활용하여 토픽들에 대한 감성값과 극성을 분류하고, 군집분석을 통해 핫토픽을 선정하였다. 핫토픽을 선정하기 위해 k-means 알고리즘을 이용하였으며, 추가로 인공지능기법인 SOM을 적용하여 핫토픽 선정하는 절차를 제시하였다. 또한, 로짓, 의사결정나무, SVM 등의 데이터마이닝 기법을 이용하여 핫토픽 사전 탐지를 하는 감성분석을 위한 모형을 개발하여 관심지수를 통해 선정된 핫토픽과 탐지된 핫토픽을 비교하였다. 본 연구를 통해 핫토픽에 대한 정보 제공함으로써 최신 동향에 대한 흐름을 알 수 있게 되고, 주식 포럼에 대한 핫토픽은 주식 시장에서의 투자자들에게 유용한 정보를 제공하게 될 뿐만 아니라 소비자들의 니즈를 충족시킬 수 있을 것이라 기대된다.

텍스트 마이닝을 활용한 스마트 스피커 제품의 포지셔닝: 인공지능 속성을 중심으로 (Positioning of Smart Speakers by Applying Text Mining to Consumer Reviews: Focusing on Artificial Intelligence Factors)

  • 이정현;선형주;이홍주
    • 지식경영연구
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    • 제21권1호
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    • pp.197-210
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    • 2020
  • The smart speaker includes an AI assistant function in the existing portable speaker, which enables a person to give various commands using a voice and provides various offline services associated with control of a connected device. The speed of domestic distribution is also increasing, and the functions and linked services available through smart speakers are expanding to shopping and food orders. Through text mining-based customer review analysis, there have been many proposals for identifying the impact on customer attitudes, sentiment analysis, and product evaluation of product functions and attributes. Emotional investigation has been performed by extracting words corresponding to characteristics or features from product reviews and analyzing the impact on assessment. After obtaining the topic from the review, the effect on the evaluation was analyzed. And the market competition of similar products was visualized. Also, a study was conducted to analyze the reviews of smart speaker users through text mining and to identify the main attributes, emotional sensitivity analysis, and the effects of artificial intelligence attributes on product satisfaction. The purpose of this study is to collect blog posts about the user's experiences of smart speakers released in Korea and to analyze the attitudes of customers according to their attributes. Through this, customers' attitudes can be identified and visualized by each smart speaker product, and the positioning map of the product was derived based on customer recognition of smart speaker products by collecting the information identified by each property.

A scientometric, bibliometric, and thematic map analysis of hydraulic calcium silicate root canal sealers

  • Anastasios Katakidis;Konstantinos Kodonas;Anastasia Fardi;Christos Gogos
    • Restorative Dentistry and Endodontics
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    • 제48권4호
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    • pp.41.1-41.17
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    • 2023
  • Objectives: This scientometric and bibliometric analysis explored scientific publications related to hydraulic calcium silicate-based (HCSB) sealers used in endodontology, aiming to describe basic bibliometric indicators and analyze current research trends. Materials and Methods: A comprehensive search was conducted in Web of Science and Scopus using specific HCSB sealer and general endodontic-related terms. Basic research parameters were collected, including publication year, authorship, countries, institutions, journals, level of evidence, study design and topic of interest, title terms, author keywords, citation counts, and density. Results: In total, 498 articles published in 136 journals were retrieved for the period 2008-2023. Brazil was the leading country, and the universities of Bologna in Italy and Sao Paolo in Brazil were represented equally as leading institutions. The most frequently occurring keywords were "calcium silicate," "root canal sealer MTA-Fillapex," and "biocompatibility," while title terms such as "calcium," "sealers," "root," "canal," "silicate based," and "endodontic" occurred most often. According to the thematic map analysis, "solubility" appeared as a basic theme of concentrated research interest, and "single-cone technique" was identified as an emerging, inadequately developed theme. The co-occurrence analysis revealed 4 major clusters centered on sealers' biological and physicochemical properties, obturation techniques, retreatability, and adhesion. Conclusions: This analysis presents bibliographic features and outlines changing trends in HCSB sealer research. The research output is dominated by basic science articles scrutinizing the biological and specific physicochemical properties of commonly used HCSB sealers. Future research needs to be guided by studies with a high level of evidence that utilize innovative, sophisticated technologies.

소유의 의미유형 : 한.영 소유구문의 의미차이 (Types of Possessive Meanings: Semantic Differences between Korean and English Possessives)

  • 윤재학
    • 한국언어정보학회지:언어와정보
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    • 제13권1호
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    • pp.93-125
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    • 2009
  • We examine attributive possessive constructions in Korean in examples like wuli manwula 'my wife' and wuli nala 'my country', where an apparently plural pronoun wuli 'our' is used to convey the singular meaning of 'my.' An example like wuli manwula has been a frequent topic of joke, because it clearly contains the literal sense of 'shared wife.' This type of use and the frequent use of wuli in an exclusive my context led many to claim that these are products of Korean culture which emphasizes groups and group solidarity over individuality, the example wuli manwula being the extreme case. Drawing on the work of Taylor (1989; 1996), Croft (2001; 2003), Haspelmath (1997; 2003), and 윤재학 (2003), we compare the meanings of Korean and English possessive constructions and seek a more linguistically based account for the data. In particular, it is shown that (i) wuli in question is not really the plural form of nay 'my', (ii) the possessive constructions in Korean are more conservative and limited in possible relations than the English counterparts are, and that (iii) these two facts interact to produce the afore-mentioned uses.

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모바일 카메라를 이용한 경량 3D 모델링 (Light 3D Modeling with mobile equipment)

  • 주승환;서희석;한성휴
    • 디지털산업정보학회논문지
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    • 제12권4호
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    • pp.107-114
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    • 2016
  • Recently, 3D related technology has become a hot topic for IT. 3D technologies such as 3DTV, Kinect and 3D printers are becoming more and more popular. According to the flow of the times, the goal of this study is that the general public is exposed to 3D technology easily. we have developed a web-based application program that enables 3D modeling of facial front and side photographs using a mobile phone. In order to realize 3D modeling, two photographs (front and side) are photographed with a mobile camera, and ASM (Active Shape Model) and skin binarization technique are used to extract facial height such as nose from facial and side photographs. Three-dimensional coordinates are generated using the face extracted from the front photograph and the face height obtained from the side photograph. Using the 3-D coordinates generated for the standard face model modeled with the standard face as a control point, the face becomes the face of the subject when the RBF (Radial Basis Function) interpolation method is used. Also, in order to cover the face with the modified face model, the control point found in the front photograph is mapped to the texture map coordinate to generate the texture image. Finally, the deformed face model is covered with a texture image, and the 3D modeled image is displayed to the user.

Research Status and Trend of Digital Twin: Visual Knowledge Mapping Analysis

  • Chen, Qiuying;Lee, Sang-Joon
    • International journal of advanced smart convergence
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    • 제10권4호
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    • pp.84-97
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    • 2021
  • Digital twins are one of the promising digital technologies used to facilitate digital transformation. Therefore, it needs to continually be developed remain relevant in industry and academia. Consolidation of research is required to create a common understanding of the topic and to ensure that future research is built upon a solid foundation. Based on a bibliometric review and a thematic analysis of 217 publications on digital twins from the past two decades, this paper creates and analyzes a visual knowledge map and proposes areas for further research. To comprehensively analyze the development trends and research trends of digital twins, we performed statistical analysis of the relevant literature on digital twins within the core collection database of Web of Science. Through our research, we have shown that the current situation, trends, and hotspots of digital twin research were analyzed via CiteSpace. This study demonstrates that research on digital twins is rapidly growing in popularity, that the output of the research depends largely on the core group of authors conducting it, and that digital twins warrant cross-domain and cross-disciplinary research pathways.

A Novel Text Sample Selection Model for Scene Text Detection via Bootstrap Learning

  • Kong, Jun;Sun, Jinhua;Jiang, Min;Hou, Jian
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권2호
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    • pp.771-789
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    • 2019
  • Text detection has been a popular research topic in the field of computer vision. It is difficult for prevalent text detection algorithms to avoid the dependence on datasets. To overcome this problem, we proposed a novel unsupervised text detection algorithm inspired by bootstrap learning. Firstly, the text candidate in a novel form of superpixel is proposed to improve the text recall rate by image segmentation. Secondly, we propose a unique text sample selection model (TSSM) to extract text samples from the current image and eliminate database dependency. Specifically, to improve the precision of samples, we combine maximally stable extremal regions (MSERs) and the saliency map to generate sample reference maps with a double threshold scheme. Finally, a multiple kernel boosting method is developed to generate a strong text classifier by combining multiple single kernel SVMs based on the samples selected from TSSM. Experimental results on standard datasets demonstrate that our text detection method is robust to complex backgrounds and multilingual text and shows stable performance on different standard datasets.

[Retracted]Relationship between Corporate Governance and Risk Disclosure: A Systematic Literature Review Using R-Tools

  • Ag Kaifah Riyard, KIFLEE;Nornajihah Nadia, HASBULLAH;Suddin, LADA;Faerozh, MADLI
    • The Journal of Asian Finance, Economics and Business
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    • 제10권2호
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    • pp.355-365
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    • 2023
  • This study examined the relationship between corporate governance and risk disclosure via a systematic literature review and bibliometric visualization analysis. The study aimed to present evidence of risk disclosure intellectual structure, volume, and development knowledge trends. Data was extracted from Scopus and analyzed with Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and RTools. In turn, 64 articles were extracted from the Scopus database. The results demonstrated that the number of corporate governance and risk disclosure publications increased significantly from 2015 to 2019 compared to before 2015. RTools revealed the most prominent journals, authors, and interests in the field. The co-occurrences map was constructed based on 208 keywords from 64 articles, where the keywords were required to appear once in the research. Interestingly, the keyword search yielded new concepts relatively unexplored in the risk disclosure field. The 13 clusters were generated, which contained 1987 total links and 1567 direct citations. Based on the scientific analysis discussion, corporate governance and risk disclosure is an interesting topic that has produced many publications. Applying research keywords arguably aided in producing and publishing papers in top journals. Despite the number of publications decreasing due to the COVID-19 pandemic, the pandemic also presented new opportunities for future research.

동시출현단어 분석에 기반한 메타데이터 분야의 지적구조에 관한 연구 (A Study on the Intellectual Structure of Metadata Research by Using Co-word Analysis)

  • 최예진;정연경
    • 정보관리학회지
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    • 제33권3호
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    • pp.63-83
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    • 2016
  • 다양한 매체와 유형으로 생산되는 정보자원에 대한 이용이 높아짐에 따라, 정보자원을 기술하기 위한 정보조직의 도구로서 메타데이터에 대한 중요성이 높아지고 있다. 본 연구에서는 메타데이터 분야의 연구 영역을 파악할 수 있도록 동시출현단어 분석을 사용하여 메타데이터 분야의 지적 구조를 규명하고자 하였다. 이를 위하여 1998년 1월 1일부터 2016년 7월 8일까지 Web of Science 핵심컬렉션에 등재된 저널에 게재된 문헌을 대상으로 'metadata'라는 질의어로 Topic 검색을 수행하여, 총 727건의 논문에 대한 서지정보를 수집하였다. 이 중 저자 키워드를 가진 410건의 논문의 저자 키워드로 수집하고, 전처리 과정을 거쳐 저자 키워드 총 1,137개를 추출하여 최종적으로 빈도수 6회 이상의 키워드 37개를 분석대상으로 선정하였다. 이후 메타데이터 분야의 지적구조 규명을 위해 첫째, 네트워크 분석을 통하여 2개 영역 9개 군집을 도출하였으며, 메타데이터 분야 키워드들의 지적 관계를 시각화하고, 중심성 분석을 통한 전역 중심 키워드와 지역 중심이 높은 키워드를 제시하였다. 둘째, 군집분석을 실시하여 형성된 6개의 군집을 다차원축적지도상에 표시하였으며, 각 키워드들 간의 상관관계에 따른 지적구조를 제시하였다. 이러한 연구의 결과는 메타데이터 분야의 지적구조를 시각적으로 파악할 수 있게 하며, 향후 메타데이터 관련 교육과 연구의 방향성 모색에 유용하게 사용될 수 있을 것이다.

스마트 워터 그리드 서비스 Framework 개발에 관한 연구 (A Study on the Development of Smart Water Grid Service)

  • 김성훈;오현제;정진홍;김원재;윤영한
    • 한국산학기술학회논문지
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    • 제13권12호
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    • pp.6143-6150
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    • 2012
  • 최근 우리가 살고 있는 정보화 사회의 가장 중요한 화두 중 하나로 "스마트"가 떠오르고 있으며 통신 및 사회간접자본 분야 등을 포함한 사회의 여러 영역이 이 주제로 빠르고 접근하고 있다. 국내에서는 전력분야에서의 우선접근이 비교적 성공적인 평가를 받고 있으며 물공급 분야는 이제 막 그 첫발을 내 딛고 있는 것이 현실이다. 이러한 관점에서 본 연구는 "스마트 워터 그리드" 서비스를 위한 프레임? 개발에 그 목적이 있다. 연구의 절차로, 우선 국내외 관련 연구가 조사되었고, "스마트 워터 그리드" 서비스를 구성하는 4 기술요소가 정의 되었다. 4 기술요소분야 각각에 대해 프레임? 모델링이 수행되었고 그 결과로 각각에 대한 TRM이 제시된다. 또한 4 요소영역을 아우르는 전체 서비스에 대한 종합적 TRM이 제시되고 본 논문에서 제시되는 프레임? 모델과 유사 모델을 비교하면서 차별성 있는 연구내용의 전개와 두 모델의 연계컨셉이 정의되었다. 엔터프라이즈 통합모델, 즉, 매크로 레벨부터 마이크로 레벨 적용과 서비스를 온전히 커버하기위해 필요한 두 모델의 합체운영 컨셉과 이러한 상호연계성 위에서 작용하는 마이크로 레벨 모델의 현실화를 통해 물관리분야에서의 스마트화 구현에 현 논문이 다소간 기여하기를 기대한다.