• 제목/요약/키워드: context analysis

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딥러닝을 통한 의미·주제 연관성 기반의 소셜 토픽 추출 시스템 개발 (Development of Extracting System for Meaning·Subject Related Social Topic using Deep Learning)

  • 조은숙;민소연;김세훈;김봉길
    • 디지털산업정보학회논문지
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    • 제14권4호
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    • pp.35-45
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    • 2018
  • Users are sharing many of contents such as text, image, video, and so on in SNS. There are various information as like as personal interesting, opinion, and relationship in social media contents. Therefore, many of recommendation systems or search systems are being developed through analysis of social media contents. In order to extract subject-related topics of social context being collected from social media channels in developing those system, it is necessary to develop ontologies for semantic analysis. However, it is difficult to develop formal ontology because social media contents have the characteristics of non-formal data. Therefore, we develop a social topic system based on semantic and subject correlation. First of all, an extracting system of social topic based on semantic relationship analyzes semantic correlation and then extracts topics expressing semantic information of corresponding social context. Because the possibility of developing formal ontology expressing fully semantic information of various areas is limited, we develop a self-extensible architecture of ontology for semantic correlation. And then, a classifier of social contents and feed back classifies equivalent subject's social contents and feedbacks for extracting social topics according semantic correlation. The result of analyzing social contents and feedbacks extracts subject keyword, and index by measuring the degree of association based on social topic's semantic correlation. Deep Learning is applied into the process of indexing for improving accuracy and performance of mapping analysis of subject's extracting and semantic correlation. We expect that proposed system provides customized contents for users as well as optimized searching results because of analyzing semantic and subject correlation.

비대면 음성 쇼핑의 인지된 가치, 지속이용의도에 미치는 영향 관계에 관한 연구 (The Influence of Perceived Value on Continuance Use Intention in Voice Commerce Context)

  • 김효정
    • 디지털융복합연구
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    • 제20권4호
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    • pp.225-234
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    • 2022
  • 음성 쇼핑이 새로운 정보 탐색 및 구매 채널로 주목을 받고 있다. 본 논문은 비대면 음성 쇼핑의 지속이용의도에 영향을 미치는 요인들을 가치기반수용모델을 이용하여 살펴보았다. 음성 쇼핑 이용 경험이 있는 소비자들을 대상으로 온라인 조사를 실시하였으며, 총 470명의 응답자료가 최종 분석에 활용되었다. 음성 쇼핑 경험자는 음성 쇼핑으로 물품을 구매하였거나 음식 배달 서비스를 이용한 개인들로 한정하였다. SPSS 23.0과 Amos 23.0 프로그램을 이용하여 기술통계 분석, 상관관계 분석, 확인적 요인분석, 그리고 구조모형 분석을 실시하였다. 본 연구의 결과를 요약하면 다음과 같다. 첫째, 유용성과 응대 정확성이 음성 쇼핑의 인지된 가치를 증가시키는 것으로 확인되었다. 둘째, 기능적 위험이 음성 쇼핑의 인지된 가치를 감소시키는 것으로 확인되었다. 셋째, 인지된 가치가 음성 쇼핑의 지속이용의도를 향상시키는 것으로 나타났다. 본 연구 결과는 음성 쇼핑을 이용하는 소비자들의 특성을 이해하고, 음성 쇼핑이 이용자들에게 혜택을 제공하는 유용한 서비스로 자리매김하는데 기여할 수 있을 것이다.

소비자 인지욕구와 모바일 패션 인앱 광고의 맥락일치성, 제품 관여도가 광고태도에 미치는 영향 (Impact of Consumer Need for Cognition, Contextual Consistency of Mobile Fashion In-app Advertising, and Product Involvement on Advertising Attitude)

  • 조민희;한상인;황선진
    • 패션비즈니스
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    • 제26권2호
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    • pp.1-14
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    • 2022
  • Recently, as the importance of mobile marketing is emphasized, the in-app advertising market, which inserts ads into applications, is growing. The purpose of this study is to verify the interaction effects of need for cognition, contextual consistency, and product involvement on advertising attitude. The experimental design of this study is a three-way mixed design of 2 (consumer need for cognition: high vs low) × 2 (contextual consistency: context match vs context mismatch) × 2 (product involvement: high vs low). The subjects of the survey were 337 men and women in their 20s and 30s Living in Seoul and Gyeonggi-do. SPSS 25.0 statistical program was used to analyze frequency analysis, reliability analysis, t-test, three-way ANOVA, and simple main effect analysis. The analysis results are as follows. First, contextual consistency of mobile fashion ads showed significant effect on advertising attitude. Second, consumer need for cognition and contextual consistency of mobile fashion ads showed significant interaction effect on advertising attitude. Third, contextual consistency of mobile fashion ads and product involvement showed significant interaction effect on advertising attitude. Finally, product involvement and consumer need for cognition showed a significant interaction effect on advertising attitude. Based on the research results, it will help fashion companies to establish effective mobile in-app advertising strategies.

상업시설의 다양성이 소비중심지 형성에 미치는 영향에 관한 연구: 공간회귀모형의 적용 (A Study on the Influence of Commercial Facility Diversity on the Formation of Consumption Centre: Application of Spatial Regression Models)

  • 김설희;김흥순
    • 토지주택연구
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    • 제15권1호
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    • pp.57-75
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    • 2024
  • 활기 넘치는 거리를 만들기 위해서는 다양한 종류의 상업시설의 입지가 필요하다. 상업시설은 지역 유동인구 증가에 영향을 미치는 가장 중요한 요소이다. 따라서 상업시설의 다양성이 높을수록 소비 활성화에 기여할 것이라는 추론이 가능하다. 이와 관련하여 본 연구는 상업시설의 혼합이 소비중심지수에 미치는 영향을 알아보았다. 본 연구는 2021년을 시간적 범위로 설정하였으며, 공간적 범위는 서울시로 하였다. 커널밀도분석을 통하여 산출한 소비중심지수를 종속변수로 하고, 상업 특성을 반영한 요인과 도시 특성 등을 반영한 요인을 독립변수로 설정하여 분석을 진행하였다. 분석 방법은 공간회귀분석을 활용하였고 분석단위는 행정동으로 설정하였다. 분석을 통하여 이종업종의 집적보다 동종업종의 집적이 소비 활성화에 긍정적인 영향을 미치는 것을 확인하였다. 또한 소비 활성화에 긍정적인 영향을 미치는 업종들의 집적이 필요하다는 시사점을 확인하였다. 본 연구의 분석 결과는 소비시장에서 상업시설 입지 정책의 효율적인 관리에 시사점을 제공할 수 있을 것으로 기대된다.

Integration of Logistics Systems of Developing Countries into International Logistics Channels

  • Hassan Ali Al-Ababneh;Ilona Yu. Dumanska;Ella M. Derkach;Anna V. Sokhetska;Liliia H. Kemarska
    • International Journal of Computer Science & Network Security
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    • 제24권7호
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    • pp.87-100
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    • 2024
  • Modern logistics significantly influences the globalization and internationalization processes. Logistics systems are becoming increasingly important in today's rapidly changing environment. On the other hand, the development of global economic integration, business globalization contributes to the creation and development of international logistics systems and global supply chains towards the international market. The aim of the article was to investigate the national logistics systems of developing countries in the context of their integration capabilities. The main methods used in this study are statistical analysis, index, graphical and analytical methods, methods for estimating structural dynamic shifts, comparisons. Commonly used methods of economic research, as well as statistical analysis and interstate comparisons, economic modelling (trend analysis to determine the forecast level of LPI for Ukraine), etc. were also involved. It is noted that the problem of development of logistics systems in developing countries was insufficiently covered in scientific research. The study suggests that the integration capabilities of national logistics systems are determined by the logistics performance of each country and the favourable logistics environment for integration transformations. This allowed analysing the state of the logistics systems of Poland, Bulgaria, India and Ukraine, and identifying the factors that determine it. The logistics environment of Poland, Bulgaria, India and Ukraine, as well as the factors of its formation are evaluated. The components of the logistic portrait of the country in the context of integration capabilities of the logistic system are offered. Trend analysis of LPI was carried out on the example of Ukraine, which showed positive trends in the logistics system and allowed drawing conclusions about increasing integration into international logistics channels based on its geopolitical location, improving the characteristics of the logistics environment, including customs regulation, and improving the efficiency of the national logistics system. Prospects for further research involve studies of the impact of pandemics, globalization, digitalization on logistics systems, including that of developing countries.

Fulfilling the Export Potential of Agricultural Production in the Context of Aggravating Global Food Crisis

  • Hassan Ali Al-Ababneh;Ainur Osmonova;Ilona Dumanska;Petro Matkovskyi;Andriy Kalynovskyy
    • International Journal of Computer Science & Network Security
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    • 제24권7호
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    • pp.128-142
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    • 2024
  • Creation and implementation of export-oriented strategy is an urgent issue of economic development of any country. In an export-oriented model of economic development, exports should be a means of promoting economic growth and a tool to strengthen existing and potential competitive advantages. Agricultural production is the key factor in exports and the source of foreign exchange earnings in many countries. However, the export potential of agricultural producers may be inefficiently fulfilled due to the heterogeneity of countries in terms of economic development, trade relations and border policy. The aim of the research is to study the nature, main trends and problematic aspects of fulfilling the export potential of agricultural production in the context of aggravating food crisis. The study involved general scientific methods (induction and deduction, description, analysis, synthesis, generalization) and special (statistical method, economic analysis, descriptive statistics and interstate comparisons, graphical method). The need to ensure food security by countries around the world urges the importance of the agricultural sector as a catalyst for economic development, sources of foreign exchange earnings, investment direction, etc. The study of agricultural specialization led to the conclusion that wheat and sugar are goods with the highest export potential. It is substantiated that the countries of South America, OECD, North America and Europe have the highest level of realization of export potential of agricultural production, and African countries are import-dependent. In addition, the low export orientation of Africa and Asia due to the peculiarities of their natural and climatic conditions is established based on the assessment of export-import operations in the regional context. The internal and external export potential of each of the regions is analysed. Economic and mathematical simulation of assessing the impact of the most important factors on the wheat exports volumes was applied, which allowed predicting wheat exports volume and making sound management decisions regarding the realization of the export potential of agricultural companies. The inverse correlation between the exports volume and wheat consumption per capita, and the direct correlation between the effective size and area of land used for wheat cultivation was established through the correlation and regression analysis.

Finite element modeling of reinforced and prestressed concrete panels under far-field blast loads using a smeared crack approach

  • Andac Lulec;Vahid Sadeghian;Frank J. Vecchio
    • Computers and Concrete
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    • 제33권6호
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    • pp.725-738
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    • 2024
  • This study presents a macro-modeling procedure for nonlinear finite element analysis of reinforced and prestressed concrete panels under blast loading. The analysis procedure treats cracked concrete as an orthotropic material based on a smeared rotating crack model within the context of total-load secant stiffness-based formulation. A direct time integration method compatible with the analysis formulation is adapted to solve the dynamic equation of motion. Considerations are made to account for strain rate effects. The analysis procedure is verified by modeling 14 blast tests from various sources reported in the literature including a blast simulation contest. The analysis results are compared against those obtained from experiments, simplified single-degree-of-freedom (SDOF) methods, and sophisticated hydrocodes. It is demonstrated that the smeared crack macro-modeling approach is a viable alternative analysis procedure that gives more information about the structural behavior than SDOF methods, but does not require detailed micro-modeling and extensive material characterization typically needed with hydrocodes.

빅데이터 선호도 분석 시스템 설계 (Design of Big Data Preference Analysis System)

  • 손성일;박찬곤
    • 한국멀티미디어학회논문지
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    • 제17권11호
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    • pp.1286-1295
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    • 2014
  • This paper suggests the way that it could improve the reliability about preference of user's feedback by adding weighting factor on sentiment analysis, and efficiently make a sentiment analysis of users' emotional perspective on the big data massively generated on twitter. To solve errors on earlier studies, this paper has improved recall and precision of sensibility determination by using sensibility dictionary subdivided sentiment polarity based on the level of sensibility and given impotance to sensibility determination by populating slang, new words, emoticons and idiomatic expressions not in the system dictionary. It has considered the context through conjunctive adverbs fixed in korean characteristics which are free to the word order. It also recognize sensibility words such as TF(Term Frequency), RT(Retweet), Follower which are weighting factors of preference and has increased reliability of preference analysis considering weight on 'a very emotional tweet', 'a recognised tweet from users' and 'a tweeter influencer'

A Study of Service Design for the General Hospital through analyzing the User Journey Map and the User Context

  • Kim, Jong-Hyun;Yi, Won-Je
    • 대한인간공학회지
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    • 제31권1호
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    • pp.109-116
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    • 2012
  • Objective: The aim of this study is to present a solution to problems in the services provided by the general hospitals by creating a user-centric environment through analyzing the User Journey Map and the User Context. Background: The rapid growth in aging population and the monopolization of superior medical staffs by the general hospitals increased demand for the general hospitals in Korea. But, often services provided by the general hospitals are provider-centric and low quality. Method: This study examines problems in the services provided by the general hospitals by analyzing the User Journey Map through stakeholder interviews(contextual interviews) and on-site observation. Based on the contextual analysis of the user(i.e. the patient), this study proposes new and improved user-centric services to be provided by the general hospitals. Results: Ten new user-centric services proposed by this study are: (1) "Booklet on Success Story", (2) "FAQs by Doctor", (3) "Designated Nurse", (4) "Patient Interview Record Card", (5) "Close relationship between doctor & patient", (6) "Thank You Notice Board", (7) "Step by Step", (8) "Green Cap", (9) "Patient Kit", (10) "RFID Direction Display System". Conclusion: The service design for the general hospitals proposed by this study is an important case-study on improving the environment of the general hospitals from provider(medical staffs)-centric to user(patents and its family)-centric. Application: This study is expected to be used in various areas to improve existing system(products and/or services) to be more user-centric.

휴대용 단말기 환경을 위한 Annotation 모델링 및 시스템 구현 (Annotation Modeling and System Implementation for Hand-held Environment)

  • 손원성
    • 정보교육학회논문지
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    • 제10권2호
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    • pp.219-226
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    • 2006
  • 어노테이션(annotation)은 문서에서 개인의 의견, 정리, 요약 등을 표현하기 위한 주석을 의미한다. 따라서 전자문서에서도 어노테이션은 중요하게 사용되며 특히 전자 잉크(digital inking)릉 이용한 이동 단말기 환경에서 효과적으로 사용된다. 그러나 기존 연구에서는 휴대용 단말기 환경의 단점인 적은 디스플레이 공간을 전혀 고려하지 않기 때문에 어노테이션 작성 및 활용이 매우 불편하다. 따라서 본 논문에서는 전자펜과 이동식 단말기 환경을 고려한 어노테이션 모델 및 시스템을 제안한다. 제안 어노테이션 모델은 다양한 컨텍스트(context)를 고려하고 이에 기반한 어노테이션 마크업 언어를 정의한다. 본 모델은 다양한 어노테이션 타입 및 의미(semantic) 모델, 펜 기반 어노테이션의 자동 인식 및 영역 보정 기능 등을 고려하며, 이것을 기반으로 CAML(Context-based Annotation Markup Language)를 정의한다. 또한 본 모델을 이용하여 XML 기반의 전자책문서 및 단말기 환경을 고려한 어노테이션 시스템을 구현하고 그 활용 가능성에 대하여 살펴본다. 본 연구의 결과는 eLearning, Cyber-Class, IETM(Interactive Electronic Technical Manuals) 에서 적절히 응용 가능하다.

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