• 제목/요약/키워드: Intent to Use

검색결과 241건 처리시간 0.025초

Study of Machine-Learning Classifier and Feature Set Selection for Intent Classification of Korean Tweets about Food Safety

  • Yeom, Ha-Neul;Hwang, Myunggwon;Hwang, Mi-Nyeong;Jung, Hanmin
    • Journal of Information Science Theory and Practice
    • /
    • 제2권3호
    • /
    • pp.29-39
    • /
    • 2014
  • In recent years, several studies have proposed making use of the Twitter micro-blogging service to track various trends in online media and discussion. In this study, we specifically examine the use of Twitter to track discussions of food safety in the Korean language. Given the irregularity of keyword use in most tweets, we focus on optimistic machine-learning and feature set selection to classify collected tweets. We build the classifier model using Naive Bayes & Naive Bayes Multinomial, Support Vector Machine, and Decision Tree Algorithms, all of which show good performance. To select an optimum feature set, we construct a basic feature set as a standard for performance comparison, so that further test feature sets can be evaluated. Experiments show that precision and F-measure performance are best when using a Naive Bayes Multinomial classifier model with a test feature set defined by extracting Substantive, Predicate, Modifier, and Interjection parts of speech.

병원 모바일 앱 서비스 품질이 소비자 만족, 관여도, 재이용 의도에 미치는 영향 (The Effect of Hospital Mobile App Service Quality on Consumer Satisfaction, Involvement, and Reuse Intention)

  • 박선영;조나은
    • 한국병원경영학회지
    • /
    • 제26권1호
    • /
    • pp.1-16
    • /
    • 2021
  • Purpose: The purpose of the study is to identify the influence of the hospital mobile app service quality on consumer satisfaction, involvement, and re-use intention of consumers who have experience in hospital mobile app service. Methodology: The survey was conducted on 230 users. The collected data were analyzed using correlation analysis, multiple regression analysis, and the Process Model in Hayes(2013). Findings: (1)The usability, reliability, and medical information provision among the service quality factors of hospital mobile apps had an effect on reuse intention, and consumer satisfaction partially mediated. (2)The usability and the provision of medical information were partially mediated by the involvement, which also affected the intention to reuse. (3)Only reliability showed an age-moderated effect. In reliability and re-use intent, age was a moderated mediating effect that controlled the effect of consumer satisfaction. Practical Implications: The results of this study provide initial data of mobile app services centered on hospitals and prove the type of consumer usage. It suggests that it can be used to attract potential consumers of hospitals and strategies to increase the use of mobile apps.

Research on Developing a Conversational AI Callbot Solution for Medical Counselling

  • Won Ro LEE;Jeong Hyon CHOI;Min Soo KANG
    • 한국인공지능학회지
    • /
    • 제11권4호
    • /
    • pp.9-13
    • /
    • 2023
  • In this study, we explored the potential of integrating interactive AI callbot technology into the medical consultation domain as part of a broader service development initiative. Aimed at enhancing patient satisfaction, the AI callbot was designed to efficiently address queries from hospitals' primary users, especially the elderly and those using phone services. By incorporating an AI-driven callbot into the hospital's customer service center, routine tasks such as appointment modifications and cancellations were efficiently managed by the AI Callbot Agent. On the other hand, tasks requiring more detailed attention or specialization were addressed by Human Agents, ensuring a balanced and collaborative approach. The deep learning model for voice recognition for this study was based on the Transformer model and fine-tuned to fit the medical field using a pre-trained model. Existing recording files were converted into learning data to perform SSL(self-supervised learning) Model was implemented. The ANN (Artificial neural network) neural network model was used to analyze voice signals and interpret them as text, and after actual application, the intent was enriched through reinforcement learning to continuously improve accuracy. In the case of TTS(Text To Speech), the Transformer model was applied to Text Analysis, Acoustic model, and Vocoder, and Google's Natural Language API was applied to recognize intent. As the research progresses, there are challenges to solve, such as interconnection issues between various EMR providers, problems with doctor's time slots, problems with two or more hospital appointments, and problems with patient use. However, there are specialized problems that are easy to make reservations. Implementation of the callbot service in hospitals appears to be applicable immediately.

요양병원을 이용하는 노인에게 의료서비스품질이 환자만족, 관계품질 및 웹사이트 재이용의도에 미치는 영향 (The Effects of Medical Service Qualities on Satisfaction, Relationship Quality, and Revisit Intent in Long Term Care Hospital an Elderly Out-patients)

  • 김병용;정명애
    • 보건행정학회지
    • /
    • 제22권2호
    • /
    • pp.183-206
    • /
    • 2012
  • Changing social conditions have resulted in a situation where elderly patients are no longer cared for by family and where medical care hospitals play a more prominent role. In this study, the unique elements of the medical service required from a long term care hospital were identified using conventional and exploratory analysis, and the causal relationship between medical service quality, relationship quality, and Revist intent was confirmed. The intermediary role and the quantitative importance of relationship quality (including trust and commitment) were also characterized. This study identifies the key points and indicators that the administrators of a long term care hospital can use to effectively plan their medical service offering in order to secure the commitment of customers through relationship quality. The theoretical indications of this study are set out below. First, four factors are selected as being the key elements determining service quality: medics, administrative service, healthcare environment, and subsidiary facilities. Second, it seems that medics, administration service, and the healthcare environment have some effect on the evaluations made in relation to trust and satisfaction (subsidiary facilities are not considered to be a key element). Third, patient satisfaction has a positive impact on trust and commitment and can be regarded as a key element for establishing connections. Fourth, commitment is likely to be strengthened when trust is significant. Fifth, as trust and commitment increase, revist intent strengthens. Lastly, this study illustrates how the levels of trust and commitment play a modulating role between patient satisfaction and revist intention. There are many practical indications from the findings of this study. First, the influences of medics, the administrative service, and the healthcare environment on trust and satisfaction vary. Especially, the healthcare environment is likely to be more important than medics. Accordingly, it is essential to establish an elderly-friendly environment, to improve a hospital's structure, and to maintain a clean environment. Second, medics must show compassion to their patients and be patient when providing explanations to elderly patients who often lack powers of concentration. Third, in order to establish patient trust, it is essential that medics provide an excellent medical service. Ultimately, these elements of relationship quality may strengthen the revist intention of elderly patients.

언론사의 디지털 혁신과 구독자 되찾기: 온라인 뉴스의 유료이용 경험에 관한 연구 (Digital News Innovation and Online Readership: A Study of Subscribers Paying for Online News)

  • 정선호
    • 문화기술의 융합
    • /
    • 제9권6호
    • /
    • pp.1111-1117
    • /
    • 2023
  • 이 연구는 최근 국내 신문사가 다시금 온라인 뉴스에 대한 유료화를 시도하는 상황에 주목하고 뉴스 독자 중에서도 유료이용 경험자에 대한 이해를 높이고자 했다. 한국언론진흥재단의 2022년 언론수용자조사 데이터(N = 58,936)를 분석한 결과, 2020년 이후 온라인 뉴스에 대한 유료이용 경험 및 유료이용 의향에 꾸준한 증가세가 관찰되었다. 실제 유료이용 경험을 설명하는 요인은 인구사회학적 속성 중 성별, 연령, 학력으로 나타났으며, 그밖에 정치·사회 현안에 대한 관심도, 다양한 미디어를 통한 뉴스 이용(신문, 잡지, 포털, 메신저, SNS. 동영상사이트, 팟캐스트) 등이 영향을 미치는 것으로 나타났다. 각 신문사가 온라인 뉴스 유통에 활용하고 있는 디지털 플랫폼의 형태와 관련해서는 언론사 애플리케이션과 이메일 뉴스레터의 이용이 유료구독 경험을 설명하는 요인으로 나타났다. 이와 같은 연구결과는 앞으로 한국의 언론사가 차별화된 뉴스 콘텐츠를 자사의 플랫폼을 통해 유통할 수 있도록 준비하고, 뉴스 독자와의 신뢰 관계를 형성하기 위한 구체적인 계획을 수립하는 것이 중요할 것임을 시사한다.

가상현실 기기를 활용한 고령자 사용자 경험에 관한 연구 (A Study on the Elderly's User Experience by Using Virtual Reality)

  • 이종식;이강년
    • 한국지식정보기술학회논문지
    • /
    • 제13권3호
    • /
    • pp.305-317
    • /
    • 2018
  • 본 연구는 고령자의 삶의 만족도를 높이기 위해 가상현실(Virtual Reality: VR) 기기 및 콘텐츠를 활용하고 체험하는 것에 초점을 두었다. 여가 활동은 일자리가 없는 고령자의 주된 활동이다. 결과적으로, 여가 활동의 다양성과 질이 고령자의 삶의 만족도에 영향을 미친다. 동영상 콘텐츠를 포함한 가상현실 서비스는 고령자들에게 발전되고 흥미로운 경험들을 제공할 수 있다. 전세계에 걸쳐, 인구 고령화는 각 사회에서 가장 중요한 문제들 중 하나가 되었다. 고령화에 따른 사회적, 경제적 부담은 한국을 포함해 세계의 지속가능성에 심각한 도전이 되고 있다. 저자들은 고령 피험자(50세부터 90세까지)를 대상으로 VR의 사용을 연구한다. 본 실험에서 저자들은 시스템 품질, 인터페이스 품질, 현존감, 즐거움, 재이용 의도, 첨단과학기술 인식을 포함한 요인들을 연구하고 측정한다. 회귀분석에서 근접감(t=5.381, p<.01)과 선명감(t=4.494, p<.01)은 VR의 현존감에 유의미한 영향을 미치는 요인이다. VR의 현존감(설명 변수)은 즐거움(t-4.312, p<.01)과 재이용 의도(t=3.323, p<.01)에 유의미한 영향을 미친다. 그러므로 고령 피험자는 VR에서 현존감을 더 느낄수록, 더욱 높은 즐거움과 재이용 의도를 느낀다고 볼 수 있다. 결국, 새로운 과학기술에 익숙하지 않은 고령자도 가상현실 서비스를 이용해 여가 활동의 질을 개선할 수 있음을 시사한다.

가격할인제시 방식에 따른 브랜드 이미지와 구매 의도에 미치는 영향 -미용 산업을 중심으로- (Effect of Suggested Price Discount on Brand Image and Purchase Intention -Focusing on Beauty Service Industry-)

  • 허정록;조정화
    • 경영과정보연구
    • /
    • 제36권1호
    • /
    • pp.21-40
    • /
    • 2017
  • 미용에 대한 관심이 날로 증가하고 있는 현대 사회에서 미용 서비스 업체의 마케팅 커뮤니케이션 전략이 브랜드 이미지와 구매의도에 대한 연구로 구체적으로는 가격할인이 소비자의 태도에 미치는 영향을 연구한 내용이다. 미용 서비스 제공자는 가격할인이 브랜드 이미지와 구매 의도에 미치는 영향을 고민해야할 것이다. 본 연구에서는 가격할인과 가격할인 제시방법이 브랜드이미지에 미치는 영향을 실증 분석한 내용이다. 본 연구에서 가격 할인은 브랜드 이미지에 부정적인 영향으로 나타났으며, 구매의도에는 긍정적인 영향을 미치는 것으로 나타났다. 가격할인 제시 방법에 따라서 할인율만 제시한 가격할인은 차별성과 전문성이 낮게 나타났다. 반면에 가격할인 시 구매 의도는 긍정적으로 나타났다. 이처럼 가격 할인 시 할인 가격 만 제시되면 이용에 대한 태도가 낮아지지만 할인율이 제시되면 구매 의도가 절대적으로 높은 것을 알 수 있었다.

  • PDF

호텔 연회장 이벤트 메뉴 선택 속성이 고객 만족에 미치는 영향 - P호텔을 중심으로 - (Influence of a Choice Attribute of Hotel Banquet Event Menu on Customer Satisfaction - Focusing on the P Hotel -)

  • 이인성;이상원;이광옥
    • 한국조리학회지
    • /
    • 제15권3호
    • /
    • pp.15-28
    • /
    • 2009
  • 본 연구는 서울 지역 소재 특급호텔 연회장 레스토랑을 이용하는 고객들을 대상으로 이벤트 메뉴를 선택할 때 메뉴 선택 행동을 조사하고, 이벤트 메뉴를 선택할 때 고려 요인과 이벤트 메뉴에 따른 고객 만족을 분석하고자 한다. 분석한 결과를 기초로 호텔 연회장 레스토랑 지배인은 이벤트 메뉴를 기획하고 그 메뉴를 교체 시에 효율적으로 활용할 수 있도록 하는 방안을 제시하는데 목적이 있다. 이벤트 메뉴 선택 시 고려 속성과 고객 만족의 회귀분석한 결과, 독립 변수의 투입방식은 강제 투입 방식으로 엔터 분석법(Enter Method)을 사용하였으며, t값의 유의도에 의해 고객 만족에 영향을 미치는 변수로는 심리적 동기, 음식의 질, 합리적 가격 등 3개의 변수가 유의한 변수들로 판명이 되었다. 그러나 나머지 요인인 감각적 이미지, 메뉴의 구성, 프로모션 메뉴, 청결과 서비스 등 4가지 요인은 유의하지 않은 변수로 판명되었다. 따라서 고객 만족에 영향을 미치는 변수들 중 음식의 질의 $\beta$계수 값이 0.416으로 가장 크게 나타나 고객 만족에 가장 설명력이 높은 변수임을 나타내고 있으며, 심리적 동기가 0.283, 합리적 가격이 0.134 등의 순서로 고객 만족에 유의한 영향을 미치는 것으로 분석되었다.

  • PDF

디지털금융 기반 마이데이터 앱 초기 사용자들의 이용의도에 관한 연구 (A Study on the Intention of Early Users of Digital Finance baesd Mydata Service Application)

  • 이태원;성행남
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제32권1호
    • /
    • pp.1-21
    • /
    • 2023
  • Purpose The purpose of this study is to investigate the intention of early application users in consideration of the characteristics of digital finance-based MyData service users. It is expected that user characteristics will affect the intention to use MyData service, which has not yet been advanced, and accordingly, it will examine how the characteristics of the initial users of MyData service and the intention to use it are connected. Design/methodology/approach The model used in this study is a value-based adoption model (VAM), and a lot of research has been conducted on information technology and online user acceptance and continuous use intention of online users. VAM has been proven useful through empirical analysis in many studies. The value-based acceptance model is a method of analyzing the intention to use Benefits and Sacrifices as the main elements of perceived value. It can be said to be a model that can analyze the benefits of use and the sacrifices to be made. Findings According to the analysis results of this study, it was found that usefulness, enjoyment, and reliability, which are the benefits of MyData service apps, had a positive effect on perceived value, which is partially consistent with existing research results. However, it was found that complexity, which is the sacrifice of MyData service apps, negatively affects perceived value and security has no negative impact. The results of security are considered to be complementary to financial institutions because MyData service deals with financial data based on personal information, and the research hypothesis is rejected because users' demands are relatively low. Therefore, MyData service apps should do more to increase benefits (usefulness, enjoyment, and reliability) than to reduce sacrifice (complexity) to users.

모바일 관광 애플리케이션 사용자의 지속적 사용의도에 미치는 영향 : 방한 중국관광을 중심으로 (A Study on the User's Sustainable Intention of Mobile Tourism : Focused on Chinese Tourists Visiting Korea)

  • 상관금용;박욱열;이종호
    • 산경연구논집
    • /
    • 제9권5호
    • /
    • pp.47-62
    • /
    • 2018
  • Purpose - Based on preceding studies, this thesis focuses on the finding of the definition and category of mobile tourism application and deriving out its characteristics. And after looking for how they make influences on continuous intention to use, we make empirical study with TAM model. Research design, data, and methodology - There are many Chinese tourist who visit Korea with user's constant intention to use of tourism application. This study is to find out the definition and category of mobile tourism application through research of preceding study and to fomulate the research model and hypothesis that how tourism application attributes (convenience, interaction, accessibility, local basis, security) affect constant intention to use of mobile tourism application. In order to verify a hypothesis, we conducted a survey for Chinese users of tourism application. In empirical study, we analyzed a structure model for frequency analysis, reliability analysis, exploratory factor analysis, validity analysis through IBM SPSS Statistics 21.0 and IBM SPSS AMOS 21.0 Results - Among tourism applications, convenience, interaction, accessibility and local basis have positive effects on both perceived usefulness and perceived easiness respectively. But security does not. Also perceived easiness has a positive effect on perceived usefulness. Finally, perceived usefulness and perceived easiness have positive effect on constant intent to use. Conclusions - Tourism application enterprises should put emphasis on design such as menu or function in order to simplify the operation of new services for new customers. Therefore, comfortable user interface and development of useful function can improve tourism application. Consequently, it leads to the promotion of tourism application. Also, when users perceive tourism application as a useful media which is easy, comfortable and useful content, the degree of constant intention to use becomes increased. It is important to provide plentiful and useful contents for customers and to develop user interface such as easy operation because these factors have positive effects on constant demand and use of tourism application.