• 제목/요약/키워드: Qualitative Models

검색결과 394건 처리시간 0.023초

KAB: Knowledge Augmented BERT2BERT Automated Questions-Answering system for Jurisprudential Legal Opinions

  • Alotaibi, Saud S.;Munshi, Amr A.;Farag, Abdullah Tarek;Rakha, Omar Essam;Al Sallab, Ahmad A.;Alotaibi, Majid
    • International Journal of Computer Science & Network Security
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    • 제22권6호
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    • pp.346-356
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    • 2022
  • The jurisprudential legal rules govern the way Muslims react and interact to daily life. This creates a huge stream of questions, that require highly qualified and well-educated individuals, called Muftis. With Muslims representing almost 25% of the planet population, and the scarcity of qualified Muftis, this creates a demand supply problem calling for Automation solutions. This motivates the application of Artificial Intelligence (AI) to solve this problem, which requires a well-designed Question-Answering (QA) system to solve it. In this work, we propose a QA system, based on retrieval augmented generative transformer model for jurisprudential legal question. The main idea in the proposed architecture is the leverage of both state-of-the art transformer models, and the existing knowledge base of legal sources and question-answers. With the sensitivity of the domain in mind, due to its importance in Muslims daily lives, our design balances between exploitation of knowledge bases, and exploration provided by the generative transformer models. We collect a custom data set of 850,000 entries, that includes the question, answer, and category of the question. Our evaluation methodology is based on both quantitative and qualitative methods. We use metrics like BERTScore and METEOR to evaluate the precision and recall of the system. We also provide many qualitative results that show the quality of the generated answers, and how relevant they are to the asked questions.

디지털 전환, 비즈니스 모형 관점에서 본 메타버스 (Digital Transformation, Business Model and Metaverse)

  • 김태경;김신곤
    • 디지털융복합연구
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    • 제19권11호
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    • pp.215-224
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    • 2021
  • 디지털 기술을 활용하여 가상 공간과 현실 공간의 결합을 통해 비즈니스 가치를 증대시키려는 목적으로 메타버스를 활용하려는 이해관계자의 관심이 높아지고 있다. 본 연구는 메타버스의 기본 개념을 정립한 2006년 메타버스 로드맵과 디지털 전환 이론, 그리고 비즈니스 모델에 관한 이론을 이론적 준거로 하여 메타버스의 비즈니스 활용 가치에 관한 시사점을 얻고자 수행되었다. 구체적으로 2000년부터 2020년에 이르는 세 가지 메타버스 서비스를 다중 사례 연구법을 적용하여 분석하였다. 분석 결과 비즈니스 차원에서 보면 각각의 사례는 게임과 소셜 네트워크 서비스 그리고 협업 커뮤니케이션 플랫폼의 목적에 따라 다른 형태의 메타버스 구조를 선별적으로 받아들이고 있다. 디지털 전환 측면에서는 메타버스 기술을 활용하여 차별적인 경쟁 우위를 획득하기 위한 구조적 변화를 시도하였다는 점이 발견되었으나 비즈니스 모델 평가 측면에서 볼 때 이해관계자 신뢰성 측면에서 각 사례의 약점이 부각되었다. 본 연구를 통해 사용자의 필요와 수용 가능성에 따라 메타버스로의 디지털 전환 양상은 달라질 수 있으며 재무적 안정성과 이해관계자 신뢰성 측면에서 메타버스는 고도의 개방성을 유지할 필요가 있다는 점을 알 수 있었다.

질적변수에 대한 계량화를 통한 사면붕괴 예측모형 (Prediction Modeling through Quantification for Qualitative Variables)

  • 나종화;유혜경;남은미;조완섭
    • 한국산업정보학회논문지
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    • 제14권5호
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    • pp.281-288
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    • 2009
  • 본 논문에서는 수량화 방법과 AHP(Analytic Hierarchy Process) 기법을 사용하여 산사태 발생에 대한 통계적 예측모형을 구축하는데 목적이 있다. 수량화(Quantification) 방법은 질적변수에 수량을 부여하는 통계적 방법으로, 기 조사된 자료에 기반하여 분석을 수행하는 방법이다. 본 논문에서는 서구의 다변량분석 기법인 정준상관분석의 결과를 토대로 수량화 과정을 구체적으로 제안한다. 데이터에 기반한 수량화 방법과는 팔리 AHP 기법은 일종의 다기준 의사결정을 위해 사용되는 기법으로, 설문자료에 기반한 분석법이다. 실제자료에 대한 분석으로 산사태 발생여부를 측정한 자료(한국지질자원연구원 제공)와 전문가 설문을 통해 수집된 자료를 이용하였다. 이들 자료에 대해 수량화 분석과 AHP분석을 통해 산사태 발생여부를 예측할 수 있는 두 종류의 평가표와 함께 로지스틱 회귀를 통한 통계적 예측모형을 개발하였으며, 두 모형간의 성능비교와 안정성 평가를 수행하였다.

CT 정도관리를 위한 인공지능 모델 적용에 관한 연구 (Study on the Application of Artificial Intelligence Model for CT Quality Control)

  • 황호성;김동현;김호철
    • 대한의용생체공학회:의공학회지
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    • 제44권3호
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    • pp.182-189
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    • 2023
  • CT is a medical device that acquires medical images based on Attenuation coefficient of human organs related to X-rays. In addition, using this theory, it can acquire sagittal and coronal planes and 3D images of the human body. Then, CT is essential device for universal diagnostic test. But Exposure of CT scan is so high that it is regulated and managed with special medical equipment. As the special medical equipment, CT must implement quality control. In detail of quality control, Spatial resolution of existing phantom imaging tests, Contrast resolution and clinical image evaluation are qualitative tests. These tests are not objective, so the reliability of the CT undermine trust. Therefore, by applying an artificial intelligence classification model, we wanted to confirm the possibility of quantitative evaluation of the qualitative evaluation part of the phantom test. We used intelligence classification models (VGG19, DenseNet201, EfficientNet B2, inception_resnet_v2, ResNet50V2, and Xception). And the fine-tuning process used for learning was additionally performed. As a result, in all classification models, the accuracy of spatial resolution was 0.9562 or higher, the precision was 0.9535, the recall was 1, the loss value was 0.1774, and the learning time was from a maximum of 14 minutes to a minimum of 8 minutes and 10 seconds. Through the experimental results, it was concluded that the artificial intelligence model can be applied to CT implements quality control in spatial resolution and contrast resolution.

곤충체험을 통한 치유농업의 심리치유효과 -왕귀뚜라미 사례 - (Psychological Effects of Elderly Activities Interacting with Interacting with Oriental Garden Cricket)

  • 김소윤;박해철;박인균;김성현
    • 농촌지도와개발
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    • 제25권2호
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    • pp.99-110
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    • 2018
  • Research confirms that healthful benefits accrued when people connect with nature and insect by viewing and interacting with them. Insect rearing is easy, relatively inexpensive, and can breed small space. This study aimed to investigate the physiological effects of animal assisted activity using insect(Oriental garden cricket) with diets and a rearing manual. The group of insect activity whose ages ranged from 65 to 82 years old that attending a community center in Daegu, Korea, were enrolled in the study between April and May 2014. The collected data was analyzed using qualitative analysis. Qualitative study is utilized to explore mental models, and their linguistic, affective, cognitive, social and cultural significance. The result showed that people-insect interactions promote well being of the elders, and the important aspect of insect activity aids in improvements in their social, emotional and cognitive functioning which were enhancing life satisfaction, reducing loneliness and increasing activities of daily life.

Social Capital and Corporate Performance: Evidence from State Capital Enterprises in Vietnam

  • NGO, Chin;NGUYEN, Quyen Le Hoang Thuy To;NGUYEN, Phong Thanh
    • The Journal of Asian Finance, Economics and Business
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    • 제7권6호
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    • pp.409-416
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    • 2020
  • The research has been conducted to explore the combination of three intangible resources, including social capital, entrepreneurship, and resilience capability on the performance of State Capital Enterprises (SCEs) in Vietnam. Both qualitative and quantitative approaches are applied in the study. An in-depth interview of ten CEOs at SCEs in Vietnam was made to explore new indicators for the contextual latent variables in the research models. By employing the data from the authors' survey of 568 SCEs in Vietnam in 2019, using Cronbach's alpha, confirmatory factor analysis (CFA) and path analysis (SEM), the mechanism that social capital impacts on SCE performance has been analyzed. In addition to the direct role, social capital indirectly affects corporate performance through entrepreneurship and resilience capability. It was found that social capital has a larger impact on entrepreneurship than resilience capacity. However, the contribution of resilience capacity to the firm performance is much more than the entrepreneurship's in Vietnamese context. This study enriches the theory by proposing a measurement scale of the contextual latent variables as a result of in-depth interviews with experts using a qualitative analysis technique. In addition, the path analysis findings suggest practical implications for managers to effectively use their resources in SCEs.

공공저작물 활용 및 수요자 중심의 서비스 제공을 위한 탐색적 연구 : 공공저작물 제공사이트를 중심으로 (An Exploratory Study for Utilization of Copyrighted Public Records and Provision of Customer-Centered Services)

  • 류미애;안태호
    • 한국IT서비스학회지
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    • 제15권3호
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    • pp.223-245
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    • 2016
  • This study defines copyrighted public records in broad sense including open government data and public domain except for some private records. Additionally, this study aims to investigate improvement plan for maximizing utilization of copyrighted public records in web-sites using customer side, without consideration of supplier side. For this purpose, qualitative study method was used with grounded theory on analyzed problems from literature review and case study. Literature review was concentrated on definition of open data and abroad utilization indicators whereas case study analyzed current situation of four web-sites providing copyrighted public records. Converged opinions from in-depth interview and various statistical data was analyzed as a basis for grounded theory, then a paradigm model was constructed and future improvement plans were presented. The findings imply that opening of copyrighted public records is not just important for quantitative results, rather it requires qualitative improvement providing latest credible information that is consistent with the demand of the customer. Thus, development of service platform and business models for copyrighted public records are urgent task.

다변수 메트릭 모델을 이용한 식장산 계곡천의 생태 건강성 평가 (Ecological Health Assessment of Mountainous Stream in Mt. Sik-Jang using Multi-metric Models)

  • 배대열;김유표;안광국
    • 한국물환경학회지
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    • 제24권2호
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    • pp.156-163
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    • 2008
  • This study was to introduce a methodology of ecological health assessment for efficient management and to provide some diagnostic results of the survey. We evaluated ecological health assessment at five sampling locations of Sikjang Mountainous Stream using the index of biological integrity (IBI) and Qualitative Habitat Evaluation Index (QHEI) during May - October 2006. The health condition, based on the IBI model, averaged 32 and varied from 27 to 37 depending on the sampling sites. Thus, the stream health was judged as "good" to "fair" conditions. IBI values showed slight differences between upstream and downstream sites. Whereas, QHEI values varied from 75 (fair condition) to 196 (excellent condition) and QHEI at St. 4~5, indicating the downstream reach had significantly lower than the headwater site (St.1). Regression analyses also showed that QHEI values had a linear decrease from the headwater to downstream. This result indicated that habitat quality was rapidly degradated by human influence. Overall, data of IBI and QHEI suggested that the stream health was maintained well in the present but the habitat and biological quality were partially degradated in the downstream. So, the human interference should be minimized to protect the downstream environment.

'가족형' 마을만들기 시범사업 사례 연구 (A Qualitative Case Study Focused on the National Pilot Project to Make Family-Friendly Communities)

  • 김선미;이승미
    • 가족자원경영과 정책
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    • 제14권4호
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    • pp.101-126
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    • 2010
  • This Qualitative case study focused on the National Pilot Project to make family-friendly communities. We examined the basic model of the family-friendly community proposed by the Ministry of Gender Equality and Family. One of the three local communities selected as family friendly models was chosen for observation and in-depth interview for its residents. The official performance report shows this project's process, results and future tasks. From the in-depth interview data, we defined the project's characteristics as the government and private sectors collaboration, model transformation from the original family friendly model to the production model, and we found some conflicts among residents upon financial issues and business items. The most important task is the vitalization of the community corporate body to realize this project's performance through these three years. And this study implicates to elaborate the rural family-friendly community model focused on income creating community redesign, different from the urban model focused on caring.

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Barriers and Facilitating Factors Perceived in Turkish Women's Behaviors Towards Early Cervical Cancer Detection: A Qualitative Approach

  • Ersin, Fatma;Bahar, Zuhal
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권9호
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    • pp.4977-4982
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    • 2013
  • Background: The aim of the present study was to investigate perceived inhibiting and facilitating factors concerning cervical cancer early diagnosis behavior in Turkish women over the age of 40. Materials and Methods: The study was carried out by qualitative focus group interview with 35 participating women, in the period between April-June 2010. A semi-structured interview questionnaire based on the Health Belief Model and the Health Promotion Model was used. Content analysis was applied to the study data. Results: Barriers such as lack of knowledge of women as regards to the cervical cancer and early detection, lack of sensitivity-negligence, forgetting, fear, inadequacy of health insurance and transportation, financial problems, inability to get an appointment, lack of female doctors, embarassment, fatalist approach were frequently addressed. As for facilitating factors, these included provision of information, health professionals showing interest and tolerance, free services, provision of transportation means and reminding telephone calls. Conclusions: Focus group interviews were found to be effective in determining inhibiting and facilitating factors concerning cervical cancer early diagnosis behavior. In line with the results of the study, preparation of structured national and regional education programs and their addition to curriculum programs may be effective in realizing and maintaining positive early detection behavior.