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LDA를 이용한 온라인 리뷰의 다중 토픽별 감성분석 - TripAdvisor 사례를 중심으로 - (Multi-Topic Sentiment Analysis using LDA for Online Review)

  • 홍태호;니우한잉;임강;박지영
    • 한국정보시스템학회지:정보시스템연구
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    • 제27권1호
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    • pp.89-110
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    • 2018
  • Purpose There is much information in customer reviews, but finding key information in many texts is not easy. Business decision makers need a model to solve this problem. In this study we propose a multi-topic sentiment analysis approach using Latent Dirichlet Allocation (LDA) for user-generated contents (UGC). Design/methodology/approach In this paper, we collected a total of 104,039 hotel reviews in seven of the world's top tourist destinations from TripAdvisor (www.tripadvisor.com) and extracted 30 topics related to the hotel from all customer reviews using the LDA model. Six major dimensions (value, cleanliness, rooms, service, location, and sleep quality) were selected from the 30 extracted topics. To analyze data, we employed R language. Findings This study contributes to propose a lexicon-based sentiment analysis approach for the keywords-embedded sentences related to the six dimensions within a review. The performance of the proposed model was evaluated by comparing the sentiment analysis results of each topic with the real attribute ratings provided by the platform. The results show its outperformance, with a high ratio of accuracy and recall. Through our proposed model, it is expected to analyze the customers' sentiments over different topics for those reviews with an absence of the detailed attribute ratings.

현대 패션에 나타난 하이컨셉(high concept)의 퍼놀로지(funology) 특성 (Funology Characteristics of High Concept in Contemporary Fashion)

  • 유차향;서승희
    • 패션비즈니스
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    • 제21권2호
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    • pp.1-15
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    • 2017
  • This study aims to identify the special features of high-concept funology observed in fashion products and expressional media by exploring funology in an era of high-concept, the emotional paradigm of the 21st century. High-concept funology in today's fashion can be explained as follows: First, 'virtual reality', which is often seen in fashion shows and fashion commercials, enhances consumer participation and involvement with blurred boundaries between the real world and the virtual world. With the expansion of various forms of real-time communication with consumers, positive images of the brand are being projected to the consumers. Second, 'form transformability', which is often found in fashion products, promotes customers' purchase desire as they are able to present themselves in a more versatile way in the fashion product that is changeable in various designs. Third, 'integration of different fields', which is easily found in various fashion goods, engages consumers in a mutual interaction under an entertaining setting with the product that is made to satisfy their needs attuned to their digital lifestyle. Fourth, 'interactive responsiveness', which is mainly recognized in fashion stores and commercials, is characterized by its interactive playfulness that encourages consumer participation through entertainment contents and promotes brand intimacy, eventually adding more value to its name.

한국 창작뮤지컬 관람동기의 중요도 연구 (A Study on IPA of Spectator Motivation in the Korean Creative Musical)

  • 구은자;이광호;김혜원
    • 한국산학기술학회논문지
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    • 제14권4호
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    • pp.1595-1603
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    • 2013
  • 본 논문은 한국창작 뮤지컬의 활성화를 위해 한국 창작 뮤지컬의 관람동기에 관한 중요도 연구이다. 중요도 분석(IPA, Importance Performance Analysis)는 다 속성 모델의 각 속성의 상대적인 중요도와 성취도를 동시에 비교 분석하는 평가기법이다. 이 분석은 고객들이 중시하는 요소와 이들 요소에 대한 고객의 만족도를 매트릭스 상의 좌표로 표시하여 식별하는 방법으로 고객만족은 특성 속성에 대한 고객의 기대수준과 그러한 속성에 대한 실행도에 의해 결정된다. 이 분석법을 통해 본 연구는 한국 창작뮤지컬 관람동기 속성의 중요도와 만족도를 알아보았다.

인터넷상 공예품 상거래의 신뢰성과 활성화 방안 연구 - 아트샵을 중심으로 - (- A Study on the Reliability and Activation Plan for Internet Electronic Commerce of Crafts - - With Centering Around Artshop -)

  • 이형규
    • 대한안전경영과학회지
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    • 제6권3호
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    • pp.109-120
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    • 2004
  • As an information-oriented era arrives, an environmental change of Internet marketing is going with high speed and such open door around the countries is providing worldwide companies with a new business opportunity. Now, Internet is a new communication tool for global network and is emerging as a new e-commerce market. Also, this trend is having an effect upon online site that sell crafts. Hence, this study aims to select artshop, which simultaneously operate off line and online while sell crafts, to research the present status, and analyze the problems to suggest the activation plans for effective Internet commerce. Accordingly, this study suggested six models for the settlement of these problem s and the activation plans as following: offer of the various works and the contents, security of price competition, reinforcement of marketing, establishment of brand recognition, management of customers and settlement of payment ways etc. The commerce of crafts in the artshop is only early stage today, but it is expected to grow into an universal connection way of information and buying which transcend space and to be briskly used for securing the competition of crafts in 21century.

갈색 빵가루가 오븐 조리 돈가스의 품질 특성에 미치는 영향 (Effect of Brown Crumbs on Quality Characteristics of Oven Cooked Pork Cutlets)

  • 김인철;장기효;이원종
    • 동아시아식생활학회지
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    • 제21권3호
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    • pp.331-337
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    • 2011
  • Pork cutlets contains high amounts of fat and calories even though they are highly preferred among young consumers in Korea. We investigated the use of an oven cooking method using brown crumbs to replace the frying method for the preparation of pork cutlets. The average contents of fat and calories in oven cooked pork cutlets were reduced by 77.5% and 35.2% respectively, when compared to cutlets prepared using the frying method (p<0.05). These results demonstrate that pork cutlets prepared by oven cooking may be helpful to people who require dietary treatment. In a color experiment, the surface color of oven cooked pork cutlets showed no difference when brown crumbs were used (p>0.05). In an experiment for texture characteristics, the level of hardness for the oven cooked cutlets showed no difference from that of the fried cutlets (p>0.05), and the degree of batter separation also did not differ. The oven cooking method demonstrated a 65.6% improvement in pork cutlet production, and is therefore appropriate for a food service that must serve many customers in a limited time.

경영조직구조(經營組織構造)와 기업문화(企業文化)의 관련성(關聯性)에 관한 연구(硏究) (An Analysis of Influence of Organizational Structure and Corporate Culture)

  • 허갑수
    • 경영과정보연구
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    • 제11권
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    • pp.1-21
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    • 2002
  • Corporate culture is being recognized as essential managerial resources in the future business management and in recently the attempts, though weak, of developing the corporate culture which is corresponded with their own structure and needs are being carried on by some major companies. Then, corporate culture research, drawing attention in nowadays, indicates that it attempts to analyze and search the organization matters in the basical dimension in regard to the assumptions, values and beliefs of organization and provides the solution of organizational negative effects, which have not been settled in the previews research methods of organizational behavior, and that present turbulent management environment demands the whole conversion from the previews hard style to the soft managerial style. For this reason, this study aim at identifying organizational structure and corporate culture in the business group. Futhermore, the influence of organizational structure and organizational culture are examined. The objective of this paper attempts to analyze the ways and results of strong and special culture on the organizational structure and culture. To accomplish this purpose, this study gathers in-depth data form various secondary courses. First, uncertainties in market and technology are the main sources of mimetic isomorphism. Due to the high level of uncertainty is market and technologies. Smallness in size is responsible for the low level of complexity in organizational structure. The rapid changes in market, contents of service, and tastes of customers are responsible for the low level of formalization, which enhances swift decision making and responses.

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소셜 영상과 컬러 마케팅의 융합을 통한 새로운 소셜 영상 기법 (New Social Video Techniques through The Convergence of a Social Video and Color Marketing)

  • 임승애;최학현
    • 한국컴퓨터정보학회논문지
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    • 제19권2호
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    • pp.117-124
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    • 2014
  • 본 논문에서는 소셜 영상과 컬러 마케팅기법을 결합하여 전략적이고 효과적인 영상 기법을 제안함으로써, 기업의 관점에서 효과적인 마케팅적 효과를 얻는 것을 목표로 한다. 연구 방법으로는 흑백 영상과 컬러 추출된 스톱모션기법의 이미지의 결합 기법을 구현하고 구체적인 프로세스를 분석하는 것을 연구 범위로 삼았다. 기대 효과로는 기업 및 브랜드의 효과적인 소셜 영상 마케팅을 위한 구체적인 영상 구현 및 새로운 영상 기법을 제안함으로써 소셜 영상 마케팅 발전 및 활성화에 기여할 수 있다는 것이다. 이를 통해 기업의 관점에서는 자사의 핵심 메시지를 담은 컬러를 통해 사용자(대중)에게 일관된 이미지를 심어줄 수 있기 때문에 긍정적이고 효과적이다.

패션제품의 e-CRM에 관한 연구(1보) -신뢰와 관계몰입을 중심으로- (A Study on e-CRM in Fashion Internet Shopping Mall -Focusing on trust and commitment-)

  • 이지현;이승희;임숙자
    • 한국의류학회지
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    • 제27권6호
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    • pp.685-695
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    • 2003
  • The purpose of this study was to identify dynamic relationship structure in fashion Internet shopping mall and to present marketers to perform marketing strategy in e-CRM, focusing on trust and commitment. 473 customers who had purchased fashion products in fashion internet shopping mall had participated in the survey. Finally, 470 were used into data analysis. The data was analyzed by factor analysis, t-test, ANOVA, correlation analysis and Structural Equation Model(SEM) using AMOS program. As the results, 'economic benefits' and 'service' variables had the positive effects on 'trust'. Especially, 'service' had the major effect on 'trust'. 'Trust' and 'product information quality' had the positive effects on 'emotional commitment'. 'Trust', 'economic benefits' and 'reputation' had the positive effects on calculus commitment, while contents had the negative effect. Also, 'emotional' and 'calculus' commitment had positive effects on 'relationship maintenance intention'. 'Emotional commitment' had higher effect on 'relationship maintenance intention' than 'calculus commitment'. 'Calculus commitment' had the positive effect on discontinue relationship intention when shopping mall made mistakes. The results of this study provide e-CRM marketing strategy for marketers of fashion internet shopping mall.

운전자의 위험운전 행동 분석을 통한 시내버스 안전운전 지원 서비스 기회 도출 (Identifying Service Opportunities for Enhancing Driving Safety of Intra-City Buses Based on Driving Behavior Analysis)

  • 김민준;임치현;이창호;김광재;전진우;박용성
    • 대한산업공학회지
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    • 제41권5호
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    • pp.499-510
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    • 2015
  • The purpose of this research is to identify new service opportunities for enhancing driving safety of intra-city buses based on driving behavior analysis. Service opportunity identification involves finding target customers of service (to whom), motivations for service (why), service contents (what), and service delivery process (when, where). This paper presents an analysis of driving behaviors using the operational data of intra-city buses in conjunction with traffic accident data and drivers' driving history data. This paper also presents four identified service opportunities based on the data analysis results. This research would contribute to enhancing driving safety of intra-city buses in Korea and serve as a basis for developing new services for driving safety enhancement.

상황 인식 기반의 유비쿼터스 마케팅 시스템 개발 (Development of Ubiquitous Marketing System based on Context Awareness)

  • 최동운;송행숙;박인철;김수용
    • 한국산학기술학회논문지
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    • 제9권3호
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    • pp.702-709
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    • 2008
  • 본 논문에서는 개인화와 이동성을 결합하여 제공될 수 있는 유비쿼터스 위치 기반 서비스 기반의 u-마케팅 시스템 프로토타입을 개발하였다. u-마케팅 시스템은 기존 모바일 마케팅 시스템을 보다 더 효율적으로 지원하는 u-LBS 기반 기술을 활용한 u-마케팅 콜센터이다. 지금까지의 모바일 마케팅이 불특정 다수의 고객에게 일방적으로 홍보 내용을 전달하는 스팸 방식에 마케팅이었다면, u-마케팅 시스템은 u-LBS 기반 기술을 활용하여 이동통신사 가입 회원의 성별, 연령, 거주지, 직업과 그리고 휴대폰의 위치정보나 GPS를 통하여 가입자의 위치정보를 활용함으로써 회원사가 원하는 맞춤형 타겟 마케팅을 지원할 수 있는 위치기반의 유비쿼터스 마케팅 시스템이다.