• 제목/요약/키워드: Korean library and information science

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랜덤포레스트를 이용한 국내 학술지 논문의 자동분류에 관한 연구 (An Analytical Study on Automatic Classification of Domestic Journal articles Using Random Forest)

  • 김판준
    • 정보관리학회지
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    • 제36권2호
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    • pp.57-77
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    • 2019
  • 대표적인 앙상블 기법으로서 랜덤포레스트(RF)를 문헌정보학 분야의 학술지 논문에 대한 자동분류에 적용하였다. 특히, 국내 학술지 논문에 주제 범주를 자동 할당하는 분류 성능 측면에서 트리 수, 자질선정, 학습집합 크기 등 주요 요소들에 대한 다각적인 실험을 수행하였다. 이를 통해, 실제 환경의 불균형 데이터세트(imbalanced dataset)에 대하여 랜덤포레스트(RF)의 성능을 최적화할 수 있는 방안을 모색하였다. 결과적으로 국내 학술지 논문의 자동분류에서 랜덤포레스트(RF)는 트리 수 구간 100~1000(C)과 카이제곱통계량(CHI)으로 선정한 소규모의 자질집합(10%), 대부분의 학습집합(9~10년)을 사용하는 경우에 가장 좋은 분류 성능을 기대할 수 있는 것으로 나타났다.

야간도로 시인성에 대한 공간적 평가를 위한 자료관리체계 연구 (A Study on Data Management Systems for Spatial Assessments of Road Visibilities at Night)

  • 우희숙;권광석;김병국;윤천주;김영록
    • 대한공간정보학회지
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    • 제22권4호
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    • pp.107-115
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    • 2014
  • 야간도로 노면 밝기는 운전자가 도로 상 장애물을 인지하고 안전하게 운행하는데 있어 매우 중요한 요소이다. 본 연구에서는 정량적인 야간도로 시인성을 평가에 필요한 야간 도로 노면 영상정보 수집 및 처리용 모바일 체계를 제시하였다. 야간 도로 노면에서 수집되는 영상정보를 효율적으로 변환하고 야간도로 시인성에 대한 공간적인 분포를 파악할 수 있는 선형자료를 구축하였다. 이를 위해 저전력 컴퓨팅기술, 개방형 영상처리 기술, GPU 기반 가속 기술 및 도큐멘트데이터베이스 기술 등을 적용하였고 RGB영상으로부터 YUV색상체계로 변환하고 밝기에 해당하는 요소만 추출하여 공간정보와 통합하였다. 그 결과 고성능 안드로이드 단말기를 이용하여 도로밝기 자료를 취득하고 제안한 프로토타입으로 야간도로 시인성에 대한 공간적인 평가를 위한 자료 구축의 공간적 분포를 파악할 수 있었다.

폐색성 혈전 혈관염의 침 치료에 대한 체계적 문헌고찰 (A Systematic Review of Acupuncture Treatment for Thromboangiitis Obliterans)

  • 최지민;전석희;임용하;정민재;김선종
    • 한방재활의학과학회지
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    • 제32권1호
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    • pp.37-49
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    • 2022
  • Objectives The purpose of this study is to present evidence by analyzing the research trends in acupuncture treatment in the last 10 years for thromboangiitis obliterans. Methods Randomized controlled trials about acupuncture on thromboangiitis obliterans were searched China National Knowledge Infrastructure (CNKI), PubMed, EMBASE, Cochrane Library, Oriental Medicine Advanced Searching Integrated System (OASIS), ScienceON, Koreanstudies Information Service System (KISS) and Research Information Sharing Service (RISS) from January 1, 2011 to November 13, 2021. Only randomized controlled trials were selected and we assessed the risk of bias (RoB) according to the revised Cochrane RoB2 criteria. Results A total of 5 randomized controlled trials (RCTs) were selected in this review and all were conducted in China. A total of 326 participants were in 5 RCTs. SP10, ST36, GB34 was the most commonly used treatment point. There were four types of acupuncture used: manual acupuncture, embedding acupuncture, pharmacopuncture, electroacupuncture. The most commonly used indicator for evaluation was the total efficacy rate, and all five studies were significantly higher. Conclusions All selected studies showed the group treated with acupuncture treatments on thromboangiitis obliterans were statistically more effective than the control group. However, the number of studies is too small and the interpretation of the results is limited due to the inclusion of subjective evaluation. So more objective and systematic studies should be conducted continuously.

Initial Design Domain Reset Method for Genetic Algorithm with Parallel Processing

  • Lim, O-Kaung;Hong, Keum-Shik;Lee, Hyuk-Soo;Park, Eun-Ho
    • Journal of Mechanical Science and Technology
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    • 제18권7호
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    • pp.1121-1130
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    • 2004
  • The Genetic Algorithm (GA), an optimization technique based on the theory of natural selection, has proven to be a relatively robust means of searching for global optimum. It converges to the global optimum point without auxiliary information such as differentiation of function. In the case of a complex problem, the GA involves a large population number and requires a lot of computing time. To improve the process, this research used parallel processing with several personal computers. Parallel process technique is classified into two methods according to subpopulation's size and number. One is the fine-grained method (FGM), and the other is the coarse-grained method (CGM). This study selected the CGM as a parallel process technique because the load is equally divided among several computers. The given design domain should be reduced according to the degree of feasibility, because mechanical system problems have constraints. The reduced domain is used as an initial design domain. It is consistent with the feasible domain and the infeasible domain around feasible domain boundary. This parallel process used the Message Passing Interface library.

원발성 월경곤란증에 대한 침구치료 관련 무작위배정 임상시험의 체계적 고찰: 한국 문헌을 중심으로 (Acupuncture and Moxibustion for Primary Dysmenorrhea in Korean Literatures: A Systematic Review of Randomized Controlled Trials)

  • 김정완;박봉기;전종익;임윤경
    • Journal of Acupuncture Research
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    • 제32권2호
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    • pp.123-130
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    • 2015
  • Objectives : Primary dysmenorrhea is one of the most common female gynecological diseases. Acupuncture and moxibustion therapy have been used to treat dysmenorrhea in Korea. The aim of this review was to examine the effectiveness of acupuncture and moxibustion therapy for primary dysmenorrhea as described in studies in Korea. Methods : A total of 8 databases were searched, with the search concluding February 15, 2015. These were the Oriental Medicine Advanced Searching Integrated System, DBpia, Korean Studies Information Service System, National Digital Science Library, Korean Traditional Knowledge Portal, Research Information Sharing Service, and Pubmed. Randomized controlled Trails(RCTs) comparing acupuncture or moxibustion therapy with non acupoints stimulation or medication were selected. Data abstraction and assessment of methodology was conducted by authors and disagreements were resolved by discussion. Results : 7 trials were included in this review, with a total of 308 participants. 4 trials reported on acupuncture, 1 trial reported on acupress by magnet, 1 trial reported on pharmacopuncture, and the other trial reported on moxibustion. Quality of methodology was low. 2 trials showed that experimental therapy was effective for pain relief compared to the controlled group. However, 5 trials did not show a significant difference in pain relief. Conclusions : Acupuncture and moxibustion therapy may reduce period pain, however, it is needed for well designed RCTs in Korea.

군발성 두통에 대한 최근 침치료 연구 동향 (Recent Clinical Research on Acupuncture Therapy for Cluster Headache)

  • 김성은;이애리;이인
    • 대한한방내과학회지
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    • 제44권6호
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    • pp.1197-1211
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    • 2023
  • Objectives: This study presents evidence by analyzing the research trends in acupuncture treatment for cluster headache in the last 10 years. Methods: Randomized controlled trials (RCTs) about acupuncture for cluster headache were searched from the China National Knowledge Infrastructure, PubMed, Cochrane Library, Oriental Medicine Advanced Searching Integrated System, ScienceON, Korean Studies Information Service System, and Research Information Sharing Service. The search terms were the combinations of "cluster headache", "acupuncture", and "needle therapy", and the articles were restricted to those published between 2013 and 2023. Only RCTs were selected. The risk of bias (RoB) was assessed according to the revised Cochrane RoB2 criteria. Results: Six RCTs were selected and analyzed in this review. All selected studies were conducted in China. All RCTs comprised 628 participants. Manual acupuncture was used in all studies. Acupuncture targeting the sphenopalatine ganglion was performed in two papers published after 2020. ST8, Ex-HIN3, and GB14 were the most frequently used acupoints in acupuncture treatment. The most commonly used indicators for evaluation were headache attack frequency, clinical efficacy, and the visual analog scale. In each study, adding acupuncture treatment to conventional therapy had significant effects in relieving the symptoms of cluster headaches. Conclusion: The results suggest that acupuncture is an effective treatment for cluster headache. To ensure objective evidence for the effectiveness of acupuncture treatment in cluster headache, it is important to continue large-scale case reports and RCTs.

한국에서 비만 치료에 쓰이는 한약에 대한 연구 동향 보고: 2015년부터 2019년까지의 국내외 논문을 중심으로 (Research Trends of Herbal Medicines for Obesity: Mainly since 2015 to 2019)

  • 김수전;서연호;이한솔;장호경;조재흥;김고운;송미연
    • 한방재활의학과학회지
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    • 제30권4호
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    • pp.89-103
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    • 2020
  • Objectives This study has been conducted to verify frequently used herbs and herbal formulas to treat obesity in Korea during 2015 to 2019. Methods Publications related to treatment of obesity using herbal medicines from 2015 to 2019 were retrieved from 12 databases (PubMed, EMBASE, Scopus, China National Knowledge Infrastructure [CNKI], Koreanstudies Information Service System [KISS], National Digital Science Library [NDSL], Research Information Sharing Service [RISS], DBPIA, KMBASE, KoreaMed, KoreanTK, Oriental Medicine Advanced Searching Integrated System [OASIS]). Extracted articles were analyzed in terms of publication year, journal, and type of herbs. Results A total of 136 studies have been included in this study. 33 herbal formulaes and 129 herbs have been analyzed. Taeyeumjowui-tang was the most frequently studied herbal formulae and Ephedrae Herba was the most frequently studied herb. Ginseng Radix was the most frequently studied single herb in isolation from herbal formulae. Conclusions These results suggest that various herbs and herbal formulae can be used to treat obesity. Since this study includes every type of study, additional studies based on clinic are thought to be necessary.

원발성 월경통의 추나 치료에 대한 체계적 문헌 고찰 (Chuna Manual Therapy for Primary Dysmenorrhea: A Systematic Review)

  • 서하라;이옥진;이재은;김명규
    • 한방재활의학과학회지
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    • 제27권3호
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    • pp.81-93
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    • 2017
  • Objectives The purpose of this study is to evaluate the effectiveness of Chuna therapy for primary dysmenorrhea. Methods Researchers searched on 7 electronic databases (Pubmed, National Digital Science Library, China National Knowledge Infrastructure, Wangfang med online, Korean Studies Information Service System, Research Information Sharing Service and Oriental medicine Advanced Searching Integrated System). The search included Korean, English, Chinese reports and there was no limit on the search period. All of randomized controlled clinical trials (RCTs) that used Chuna manual therapy for primary dysmenorrhea were selected. Results 27 RCTs met required condition. Meta-analysis showed positive results for Chuna manual therapy for primary dysmenorrhea in terms of therapeutic effects and reduction of symptom scores compared to west medicine, herbal medicine, acupucture and other treatments. Conclusions Above results showed that performing chuna is effective in treating dysmenorrhea. However, in some studies, there was no statistic significance between the experimental group and the control group. Also, according to Cochrane Risk of Bias (RoB) evaluation method, quality of the studies were not high enough. Since most of the materials were in Chinese, more high-quality clinical trials about Chuna therapy for primary dysmenorrhea are needed in Korea.

의과대학생 우울에 관한 국내 연구동향 : 양적연구를 중심으로 (Research Trend on Depression of Korean Medical Students Based on Quantitative Studies)

  • 정조이;이수진
    • 한국콘텐츠학회논문지
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    • 제21권9호
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    • pp.446-457
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    • 2021
  • 본 연구의 목적은 향후 의사가 되어 국민의 정신건강의 책임지게 될 국내 의과대학생의 우울에 관한 연구의 동향을 파악하여, 향후 연구에 대한 바람직한 방향성을 제시하고, 실질적인 예방 및 치료적 개입의 필요성을 재고하고자 하였다. 국가과학기술정보센터, 누리미디어, 한국교육학술정보, 한국학술정보, 국회도서관에서 의과대학생의 우울을 정량적으로 평가한 논문을 선별하여 최종 18편을 분석하였다. 그 결과 5년 이상 지속된 종단연구는 없었으며, 연구자 소속은 정신건강의학과가 52명(65.81%)으로 가장 많았고, 연구 대상자 학년은 본과 1학년(13편)이 가장 많은 것으로 나타났다. 측정도구는 BDI(7편, 35%)가 많이 사용되었고, 연구 통계방법으로는 독립표본 T검정(6편, 22.86%)가 가장 많이 사용되었다. 우울과 함께 연구된 변인들은 심리-생물-사회적 요인들로 나누어 살펴 보았다. 다양한 전문분야를 가진 연구자들이 다각적으로 연구에 접근하였으나, 의과대학생 우울에 대한 현상을 바라보는 것에 그쳤고, 우울에 대한 경로나 구조를 파악하거나 개입에 대한 연구는 없었다. 이러한 결과를 바탕으로 의대생들의 우울을 위한 실질적인 개입의 필요성에 대해 논의하였다.

뇌졸중 환자를 대상으로 한 참여평가 연구에 관한 고찰 (A Review of Measurement of Participation in Adults With Stroke)

  • 김영조;이주현;박지혁
    • 재활치료과학
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    • 제3권1호
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    • pp.7-17
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    • 2014
  • 목적 : 본 연구에서는 참여(participation)를 종속변인으로 선정한 국내외의 논문들을 수집 분석하여 참여 평가에 대한 활용도를 알아보고자 하였다. 또한, 근래에 투고된 참여 논문들의 정보를 종합하여 참여 평가를 목적으로 사용한 평가도구 사용현황과 참여 증진을 위한 중재의 종류, 논문 별 목적, 대상자, 디자인 등을 분석하여 국내외의 참여연구의 현황을 확인하였다. 연구 방법 : 2004년부터 2013년 까지 최근 10년 사이의 논문을 대상으로 "Occupational Therapy<전문> AND stroke <제목> AND participation<제목>"을 주제어로 검색하였다. 국외 논문은 Pubmed를 이용하였고, 국내 논문은 국가전자 도서관, 국회도서관, 학술연구정보서비스를 통해 검색이 이루어졌다. 결과 : 선행연구의 고찰 결과, 총 12편의 논문이 사용되었으며 국외 논문은 11편, 국내 논문은 1편이 검색되었다. 참여수준 향상을 위한 중재는 2편의 논문에서 확인되었다. 가장 많이 쓰인 연구 디자인은 조사(survey)였으며 총 4개의 논문에서 설문지, 전화, 방문조사 등을 통해 이루어졌다. 평가도구는 총 21종류의 평가도구가 29회 사용되었다. 가장 빈번하게 사용된 평가도구는 Activity Card Sort(ACS)로 3회 사용되었다. 결론 : 국내외적으로 참여에 대한 연구는 매우 부족한 실정이며, 이는 변화된 현재 추세를 따라가지 못하는 처세이다. 앞으로는 뇌졸중 환자들의 보다 나은 삶을 위하여 신체적 기능 향상만이 아닌 참여 증진을 위한 연구가 보다 진행되어야 할 것이다.