• 제목/요약/키워드: Recommendation Management

검색결과 835건 처리시간 0.029초

AI 기반 장소 검색 서비스가 지역 경제에 미치는 영향에 대한 실증 연구 (The Impacts of AI-enabled Search Services on Local Economy)

  • 주희진;김정민;신지만;김경태;이건웅
    • 경영정보학연구
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    • 제23권3호
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    • pp.77-96
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    • 2021
  • 최근 인터넷과 모바일 플랫폼에서 AI 기술을 도입하여 서비스 이용자 및 제공자의 효용 가치를 증가하고자 하는 관심이 증대되고 있다. 본 연구는 지역경제, 특히 외식 산업의 활성화에 있어서 AI 기술이 어떤 역할을 가져오는지에 대해 살펴보고자 한다. 국내 최대 인터넷 포털과의 협업을 통해 서비스 이용자 수가 가장 많은 서울시 강남구 지역의 7,035개의 지역 외식 업체들을 대상으로 상점 검색과 선택과 같은 이용자의 참여도에 미치는 AI 추천 서비스의 영향을 실증분석을 통해 확인하였다. 연구결과 AI 검색 및 추천 시스템의 사용은 이전에 덜 주목을 받던 상점의 노출을 증가시키며 서비스 이용자들에 의한 전반적인 상점 선택수와 전환율을 향상시키는 것으로 밝혀졌다. 본 연구의 주요 시사점은 지역 경제에 대한 AI 기반 정보시스템의 가치를 이론화하여 기존 연구를 확장하였다는 점과 지역 상점 및 검색 서비스 제공자들에게 효과적인 AI 기술의 사용이 지역경제 활성화에 이바지할 수 있다는 시사점을 제시한다.

Population dynamics and stock status of spotted sardinella (Amblygaster sirm, Walbaum, 1792) in the Natuna Sea, Indonesia

  • Moh Fauzi;Tirtadanu;Andina Ramadhani Putri Pane;Siti Mardlijah;Tegoeh Noegroho;Achmad Zamroni;Thomas Hidayat;Heri Widiyastuti;Budi Nugraha;Hufiadi;Prawira Atmaja Tampubolon
    • Fisheries and Aquatic Sciences
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    • 제27권4호
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    • pp.256-264
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    • 2024
  • Small pelagic fish populations have long been exploited by various fishing gears in the Natuna Sea, and since the 1970s, purse seine exploitation has expanded to offshore fishing grounds. Various small pelagic fish species are exploited from these waters including spotted sardinella (Amblygaster sirm). This research was conducted for 22 months, from March 2019 to December 2020. The fish sample was taken from the purse seine fleet's catch in the fisheries management area (FMA) 711 Natuna Sea and Karimata Strait, which was brought to Pemangkat fishing port in the West Kalimantan Province, Indonesia. This paper aims to determine the exploitation status of spotted sardinella in the Natuna Sea as a recommendation material for management policies. The methods used in this analysis are estimated age, cohort, population parameters, and spawning potential ratio of spotted sardinella. The results show three primary cohorts of spotted sardinella in the Natuna Sea, with ages ranging from 9 months to 3.1 years and a maximum attainable age (longevity) of 4.3 years. The asymptotic value (L) is 21.79 cmFL in length, with a growth rate (K) of 0.65 per year. The natural mortality rate (M) was 1.19, the total mortality rate (Z) was 2.19, and the fishing mortality rate (F) was 0.99. The exploitation rate (E) was 0.45 and the stock status was still in a sustainable condition. Therefore, the sardinella fisheries can be developed using a precautionary approach and focus on the ecosystem sustainability of FMA 711.

GEase-K: 부가 정보를 활용한 선형 및 비선형 오토인코더 기반의 추천시스템 (GEase-K: Linear and Nonlinear Autoencoder-based Recommender System with Side Information)

  • 이태범;이승학;마민정;조윤호
    • 지능정보연구
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    • 제29권3호
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    • pp.167-183
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    • 2023
  • 최근 추천시스템 분야에서는 희소한 데이터를 효과적으로 모델링하기 위한 다양한 연구가 진행되고 있다. GLocal-K(Global and Local Kernels for Recommender Systems)는 그중 하나의 연구로 전역 커널과 지역 커널을 결합하여 데이터의 전역적인 패턴과 개별 사용자의 특성을 모두 고려해 사용자 맞춤형 추천을 제공하는 모델이다. 하지만 GLocal-K는 커널 트릭을 사용하기 때문에 매우 희소한 데이터에서 성능이 떨어지고 부가 정보를 사용하지 않아 새로운 사용자나 아이템에 대한 추천을 제공하는 데 어려움이 있다. 본 논문에서는 이러한 GLocal-K의 단점을 극복하기 위해 EASE(Embarrassingly Shallow Autoencoders for Sparse Data) 모델과 부가 정보를 활용한 GEase-K(Global and EASE kernels for Recommender Systems) 모델을 제안한다. 우선 GLocal-K의 지역 커널 대신 EASE를 활용하여 매우 희소한 데이터에서 추천 성능을 높이고자 하였다. EASE는 단순한 선형 연산 구조로 이루어져 있지만, 규제화와 아이템 간 유사도 학습을 통해 매우 희소한 데이터에서 높은 성능을 내는 오토인코더이다. 다음으로 Cold Start 완화를 위해 부가 정보를 활용하였다. 학습 과정에서 부가 정보를 추가하기 위해 조건부 오토인코더 구조를 적용하였으며 이를 통해 사용자-아이템 간의 유사성을 더 잘 파악할 수 있도록 하였다. 결론적으로 GEase-K는 선형 구조와 비선형 구조의 결합, 부가 정보의 활용을 통해 매우 희소한 데이터와 Cold Start 상황에서 강건한 모습을 보인다. 실험 결과, GEase-K는 매우 희소한 GoodReads, ModCloth 데이터 세트에서 RMSE, MAE 평가 지표 기준 GLocal-K 보다 높은 성능을 보였다. 또한 GoodReads, ModCloth 데이터 세트를 4개의 집단으로 나누어 실험한 Cold Start 실험에서도 GLocal-K 대비 Cold Start 상황에서 좋은 성능을 보였다.

입.퇴원 수속창구 중앙화와 분산화에 따른 이용자의 만족도와 재이용 의사 (The Study of Comparison Satisfaction and Re-use Intention between Central and Ward Reception Desk Users)

  • 함태훈;이경우;손태용;유승흠
    • 한국병원경영학회지
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    • 제14권4호
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    • pp.149-162
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    • 2009
  • The purpose of this study is to design strategic hospital service based on each hospital's features. For this study, an assessment was conducted by 398 in-patents of one university hospital located in Seoul. The self-questionnaires, which were investigated from Oct. 15th to 29th in 2008, compared central reception desk with ward reception desk in satisfaction and re-use rate of patients. The major results of this study are as follow. First, according to each reception desk user, they have different satisfaction of it. As for the staff kindness, admission procedure, discharge procedure and manner of staff, those made patients be gratified as well. Second, when it comes to the intention of re-use, there were no significant features between them. Only convenience in admission and discharge procedure, however, was an attractive factor for the recommendation. Third, this study found out the reasons for higher re-use rate of central reception desk users. Regarding service, they were contented with the time for test and treatment. As for the hospital service, they would like to re-use this hospital because of convenient steps of paying interim fee and getting certificates. Forth, this study found out the reasons for higher re-use rate of ward reception desk users. As a point of hospital service view, they responded that respected privacy, hospital facility and general service were good for staying. As for the manner of staff, they mentioned nurses and staff in charge and whole staff members were kind. When it comes to the procedures of patient management, steps of discharge and paying interim fee were convenience. In conclusion, the results of this study suggest that providing a ward reception desk service can boost the satisfaction and re-use rate of in-patients. Furthermore, this strategic management method would be good for not only cutting the moving line but also efficient in-patient care system. These results can be used for the strategic hospital marketing field, as well. Even though this study has a limitation of the targeted populations which were only in a ward reception desk running hospital, it can say that having competitiveness in satisfaction of hospital service is good for promoting and differencing each hospital. Consequently, whole general management system would be adjusted first for differencing each hospital; however, this sort of additional factor should be concerned as well. I expect that this study would give meaningful data for designing strategic and differencing marketing method to lots of hospitals.

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제왕절개분만 산욕부와 신생아의 가정간호 사례분석 (A Case Analysis of Home Health Care for Cesarean Postpartum Women and Their Newborns)

  • 김혜숙;최연순;전은미
    • 대한간호학회지
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    • 제24권4호
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    • pp.696-705
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    • 1994
  • This study was done to provide a basis for home health care management for women following Cesarean delivery. Furthermore it was initiated as an possible application of home health care in the future. In this study, client selection criteria was developed by the researcher and assessment tools for home health care, recording system and problem oriented recording system were revised from Jun's(1993) methods. The selection criteria tool for home health care for women who had a Cesarean delivery was structured and consisted of five areas : physical status, functional status, psychological-emetional status, educational needs status and environmental status. The structured assessment tool consisted of general items, obstetric history, past medical history, methods of feeding, medications taken before ad-mission, laboratory results, discharge instructions, discharge medications, family tree, economic status, environmental status, a map, health assessment of women and their newborns. The visit note consisted of the date : nursing problems : nursing process including initial assessment : nursing goals : visit plan : health status of the postpartum women and their newborn : nursing diagnoses : nursing implementation evaluation : summary : next visit plan and revision. The problem oriented recording system consisted of the date, problem numbers, nursing diagnoses, problem appearance date, problem resolution date. The results of the research are as follows : The seven cases having had a Cesarean delivery were discharged on an average on the 5th day after the Cesarean birth. The total number of home visits was 13. According to Cordon's functional health patterns the total possible nursing diagnoses was 34 diagnoses for the methers and their newborns. Among the 34 diagnoses, there were 13 diagnoses in the health perception /management pattern, 7 in the psychosocial health perception / management pattern, 8 in the psychosocial self-perception, 2 in the nutrition / metabolism pattern of physical function, 2 in the knowledge deficit of newborn management, anxiety related to newborn management, knowledge deficit related to disease process of new-born, anxiety related to disease process of newborn anxiety related to prognosis of baby's condition, knowledge deficit related to newborn jaundice each appeared once. The changes in the number of nursing diagnoses was related to not the number of visits but to the number of nursing diagnoses decreasing. The con-tent of the home health care was categorized ac-cording to assessment, direct care, counseling, education, family care. The recommendation based on the results of this research are Home health care nurses for Cesarean postpartum women and their neonates requires comprehensive knowledge of pregnancy, delivery, and the postpartum period and of the neonate so that they can provide appropriate care and holistic views. Most of cases terminated after the second visit, this outcome may be related to the subjects being discharged on the 5th day after delivery. Therefore, study done with earlier discharge after delivery may have different outcome. It is very hard to assess psychological aspects that need follow-up and to develop communication channels.

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Clinical Practice Guidelines for the Medical and Surgical Management of Primary Intracerebral Hemorrhage in Korea

  • Kim, Jeong Eun;Ko, Sang-Bae;Kang, Hyun-Seung;Seo, Dae-Hee;Park, Sukh-Que;Sheen, Seung Hun;Park, Hyun Sun;Kang, Sung Don;Kim, Jae Min;Oh, Chang Wan;Hong, Keun-Sik;Yu, Kyung-Ho;Heo, Ji Hoe;Kwon, Sun-Uck;Bae, Hee-Joon;Lee, Byung-Chul;Yoon, Byung-Woo;Park, In Sung;Rha, Joung-Ho
    • Journal of Korean Neurosurgical Society
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    • 제56권3호
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    • pp.175-187
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    • 2014
  • The purpose of this clinical practice guideline (CPG) is to provide current and comprehensive recommendations for the medical and surgical management of primary intracerebral hemorrhage (ICH). Since the release of the first Korean CPGs for stroke, evidence has been accumulated in the management of ICH, such as intracranial pressure control and minimally invasive surgery, and it needs to be reflected in the updated version. The Quality Control Committee at the Korean Society of cerebrovascular Surgeons and the Writing Group at the Clinical Research Center for Stroke (CRCS) systematically reviewed relevant literature and major published guidelines between June 2007 and June 2013. Based on the published evidence, recommendations were synthesized, and the level of evidence and the grade of the recommendation were determined using the methods adapted from CRCS. A draft guideline was scrutinized by expert peer reviewers and also discussed at an expert consensus meeting until final agreement was achieved. CPGs based on scientific evidence are presented for the medical and surgical management of patients presenting with primary ICH. This CPG describes the current pertinent recommendations and suggests Korean recommendations for the medical and surgical management of a patient with primary ICH.

자기 준거 진단 인터페이스와 사회적 준거 진단 인터페이스가 정보 편식에 미치는 영향: 모바일 뉴스를 중심으로 (Effects of Self- and Social-Reference Point Diagnosticity Interfaces on Unbalanced Information Consumption in the Mobile News Context)

  • 강혜빈;이성원;서길수
    • 경영정보학연구
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    • 제17권2호
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    • pp.219-238
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    • 2015
  • 인터넷과 정보기술의 발달로 사람들은 많은 정보에 접하게 되었으며, 정보 제공 사이트들은 사용자들에게 적합한 정보를 추천해 줌으로써 정보 과잉의 문제를 해결해 왔다. 하지만, 사용자의 취향과 선호에 기반한 정보 추천은 편향된 정보만을 소비하게 되는 정보 편식의 문제점을 일으킬 수 있다. 이러한 추천시스템의 부작용에 대해서는 연구가 거의 행해지지 않아 왔다. 본 논문은 정보 편식을 완화시키는 정보 시스템적 솔루션에 초점을 맞췄다. 적응수준이론과 기대이론을 기반으로 사용자 자신의 정보 소비 행태를 준거점으로 구체화시킨 자기 준거 진단 인터페이스와 타인들의 정보 소비 행태를 준거점으로 자신의 정보 소비를 보도록 도와주는 사회적 준거 진단 인터페이스를 제안하였다. 이러한 두 개의 인터페이스가 정보 소비 행태 자각에 어떤 영향을 미치며, 행동의 자각이 정보 편식을 개선하려는 동기와 실제 행동에 영향을 미치는지를 알아보았다. 인터페이스의 효과는 실험을 이용하여 검증하였다. 분석 결과, 자기 준거 진단 인터페이스가 정보 소비 행태 자각과 정보 편식을 개선하는 행동에 긍정적인 영향을 미치는 것으로 나타났지만, 정보 편식을 개선하고자 하는 동기에는 유의한 결과를 보이지 않았다. 본 연구는 사람들이 선호하는 정보를 제공하는 것에만 관심을 기울였던 기존 연구들과는 달리 추천 시스템의 부작용인 정보 편식의 완화에 관심을 가진 연구라는 의의를 가진다.

비만 관련 SNP genotype-phenotype 정보기반의 맞춤 식단옴 추천 (Personalized Dietary SikdanOme Recommendation based on Obesity Related SNP Genotype and Phenotype)

  • 신가희;이상민;강병철;장대자;권대영;김민정;김리랑;김진희;양혜정
    • 한국콘텐츠학회논문지
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    • 제16권10호
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    • pp.435-442
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    • 2016
  • 전 세계적으로 비만인구의 증가로 인해 경제적 부담이 확대되고 있으며, 그 원인으로 육체적 활동의 감소 및 식이관리의 실패가 손꼽히고 있다. 영양성분 및 칼로리를 기반으로 한 맞춤 식단정보 제공 시스템과는 차별적으로 본 연구는 개인 맞춤형 기능성 식품을 추천하기 위해 비만 관련 SNP (single nucleotide polymorphism) 정보를 활용하였다. 본 연구를 위해 GWAS (Genome-wide association study) 분석을 수행하여 한국인 특이적인 비만 관련 SNP을 발굴하고, 이를 활용하여 유전적 정보를 입력하여 SNP genoype-phenoype 정보에 따른 맞춤 식단옴을 추천하였다. 또한 USDA (The United States Department of Agriculture) 식품 정보를 활용할 수 있도록 식품 통합 Database를 구축하여 식단 추천에 적용하였다. 그 결과, 표현형 정보 BMI (Body Mass Index)는 정상 수치를 가지고 있으나, 비만 관련 SNP 정보를 가지고 있는 샘플은 유전적 비만 위험도를 나타내어 식이관리가 필요하다는 정보를 확인하였으며, 관련 식품 정보를 제공하였다. 따라서 표현형에 따른 비만에 관한 정보와 유전형 정보가 일치하는 것은 아니며, 이는 표현형적 정보만을 이용한 비만 관리 식이 추천에는 한계가 있음을 의미하며 이러한 결과는 비만외 다른 성인병들에도 적용이 필요하며 이를 위해서는 표현형-유전적 통합정보를 기반 한 맞춤식이 추천이 필요함을 나타내었다.

보건교육사 제도정립의 방향 (Recommendations of the Korean Society for Health Education and Promotion for Developing the Korean Credentialing Policy of Health Education Specialist)

  • 김광기;김건엽;김영복;김혜경;박경옥;박천만;이무식
    • 보건교육건강증진학회지
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    • 제25권2호
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    • pp.73-89
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    • 2008
  • Objectives: This research was conducted to suggest a recommendation for the Korean credentialing policy of health education specialist as the primary human resource in community health promotion activities from the special group perspective of the Korean Society for Health Education and Promotion. Methods: This research was conducted by the professional focus group discussion and descriptive literature review on health education and promotion. Results: This draft recommendation for Korean credentialing system development of health education specialist was based on the four background reasons for modifying health promotion related acts, for developing better policy of health education credentialing, for keeping the public and ethical responsibilities as the competitive professional society, and for improving health promotion activities in Korea. Theoretical background of the four reasons was Ottawa Charter. We classified three credentialing levels of health education specialist based on health education own competencies, coordiating competencies with environmental factors, and research competencies. Furthermore, we developed 10 major roles and categorized 53 sub-roles based on these competencies above. We recommended 10 classes required to take to become Health Education Specialist. These 10 classes were developed based on the credentialing systems in the United States and Japan. These 10 classes were about health education and promotion methods and strategies not health intervention topics. We also built the draft plan for continuing education to keep KCHES based on the NCHEC in the United States. Conclusions: Further research should be conducted to build better health education specialist credentialing systems modifing current communtiy-based health promotion activities in terms of modifying public regulation, developing KCHEC examination system, protecting job security both in public and private sectors, and creating professionalism in KCHEC.

Low consumption of fruits and dairy foods is associated with metabolic syndrome in Korean adults from outpatient clinics in and near Seoul

  • Song, SuJin;Kim, Eun-Kyung;Hong, Soyoung;Shin, Sangah;Song, YoonJu;Baik, Hyun Wook;Joung, Hyojee;Paik, Hee Young
    • Nutrition Research and Practice
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    • 제9권5호
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    • pp.554-562
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    • 2015
  • BACKGROUND/OBJECTIVES: The aim of this study was to examine differences in nutrient intake and food consumption by the presence of metabolic syndrome in Korean adults. SUBJECTS/METHODS: Study subjects in this cross-sectional study were recruited from four outpatient clinics in and near the Seoul metropolitan area of South Korea between 2006 and 2012. A total of 668 subjects (413 men and 255 women) aged ${\geq}30y$ were included in the final data analyses. For each subject, daily nutrient intake and food consumption were calculated using three days of dietary intake data obtained from a combination of 24-hour recalls and dietary records. To evaluate food consumption, mean number of servings consumed per day and percentages of recommended number of servings for six food groups were calculated. Metabolic syndrome was defined using the National Cholesterol Education Program Adult Treatment Panel III criteria. The general linear model was performed to examine differences in nutrient intake and food consumption by sex and the presence of metabolic syndrome after adjustment for potential confounding variables. RESULTS: Nutrient intake did not differ by the presence of metabolic syndrome in both men and women. Men with metabolic syndrome had lower consumption and percentage of the recommendation for fruits compared with those without metabolic syndrome (1.6 vs. 1.1 servings/day, P-value = 0.001; 63.5 vs. 49.5%, P-value = 0.013). Women with metabolic syndrome showed lower consumption and percentage of the recommendation for dairy foods than those without metabolic syndrome (0.8 vs. 0.5 servings/day, P-value = 0.001; 78.6 vs. 48.9%, P-value = 0.001). CONCLUSIONS: Low intakes of fruits and dairy foods might be associated with the risk of having metabolic syndrome among Korean adults. Dietary advice on increasing consumption of these foods is needed to prevent and attenuate the risk of metabolic syndrome.