• 제목/요약/키워드: Investigation of recognition

검색결과 370건 처리시간 0.027초

사전학습 언어모델을 활용한 범죄수사 도메인 개체명 인식 (A Named Entity Recognition Model in Criminal Investigation Domain using Pretrained Language Model)

  • 김희두;임희석
    • 한국융합학회논문지
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    • 제13권2호
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    • pp.13-20
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    • 2022
  • 본 연구는 딥러닝 기법을 활용하여 범죄 수사 도메인에 특화된 개체명 인식 모델을 개발하는 연구이다. 본 연구를 통해 비정형의 형사 판결문·수사 문서와 같은 텍스트 기반의 데이터에서 자동으로 범죄 수법과 범죄 관련 정보를 추출하고 유형화하여, 향후 데이터 분석기법을 활용한 범죄 예방 분석과 수사에 기여할 수 있는 시스템을 제안한다. 본 연구에서는 범죄 수사 도메인 텍스트를 수집하고 범죄 분석의 관점에서 필요한 개체명 분류를 새로 정의하였다. 또한 최근 자연어 처리에서 높은 성능을 보이고 있는 사전학습 언어모델인 KoELECTRA를 적용한 제안 모델은 본 연구에서 정의한 범죄 도메인 개체명 실험 데이터의 9종의 메인 카테고리 분류에서 micro average(이하 micro avg) F1-score 99%, macro average(이하 macro avg) F1-score 96%의 성능을 보이고, 56종의 서브 카테고리 분류에서 micro avg F1-score 98%, macro avg F1-score 62%의 성능을 보인다. 제안한 모델을 통해 향후 개선 가능성과 활용 가능성의 관점에서 분석한다.

광주·전남 임상병리과 재학생의 학과만족도 및 취업에 대한 의식도 조사 (Investigation of the Clinical Pathology Department Student Satisfaction and Their Recognition of Employment in Gwangju-Jeonnam Province)

  • 황구연;조영국
    • 대한임상검사과학회지
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    • 제42권1호
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    • pp.55-61
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    • 2010
  • This investigation has been carried out for the purpose of the examination of current Gwangju and Jeonnam clinical pathology students' recognition of their departments and of effective employment guidance. Furthermore, it has examined the students' recognition on two sides; namely, their satisfaction with their own departments and their recognition of the employment of medical technologists. This investigation, with 389 students as its subjects from the clinical pathology departments at 4 universities in the Gwangju-Jeonnam Region, has compared and analyzed the data from the survey with a questionnaire from November 2008 to June 2009 by using the SPSS 12.0 package. Some of the remarkable results from the yielded data are as follows. As for the motivation for their application to the clinical pathology departments, the investigation of the students' satisfaction with their departments has revealed that 47.5% of the subjects indicated recommendation from friends or acquaintances while 22.1% reported that they had been informed of the departments through Internet. 70.4% of the subjects graduated from general high schools, 22.3% from commercial high schools, and 6.2% from technical high schools. Applicants from general high schools tend to decrease in number every year. 28.5% of the students judged professor's capability of lecture as an important part of their acquisition of licenses, and more than 65.6% of the subjects acknowledged the necessity of their self-study at night for the acquisition of license. As for the future prospect of the occupation of clinical technologist, 46.8% of the students replied that it was promising, while 39.1% reported that they had no ideas. From this we can confirm that the students of clinical pathology lacked a viewpoint of occupation and goals for future jobs. The investigation of the students'recognition of the employment of clinical technologists has revealed that 47.8% of them wanted to be employed in the Seoul-Gyeonggi Region due to the properties of their local universities, 29.0% of themlogpecteties of monesly salary to be 1,200,000~1,300,000 won, while 22.4% 1,300,000~1,400,000 won. These fiemres indicated that these students' salary ogpectations were relativplo lower than those from cities ertiprovinces. As for the greatest difficulty after employment, 31.1% of the subjects indicated the confliction among employees from variouatiolleges, 27.3% uncertainty of duties related to es of major, 24.9% bmrdens of self-development.

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건축의 시각적 환경에 대한 지능형 인지 시스템에 관한 연구 (A Study on the Artificial Recognition System on Visual Environment of Architecture)

  • 서동연;이현수
    • KIEAE Journal
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    • 제3권2호
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    • pp.25-32
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    • 2003
  • This study deals with the investigation of recognition structure on architectural environment and reconstruction of it by artificial intelligence. To test the possibility of the reconstruction, recognition structure on architectural environment is analysed and each steps of the structure are matched with computational methods. Edge Detection and Neural Network were selected as matching methods to each steps of recognition process. Visual perception system established by selected methods is trained and tested, and the result of the system is compared with that of experiment of human. Assuming that the artificial system resembles the process of human recognition on architectural environment, does the system give similar response of human? The result shows that it is possible to establish artificial visual perception system giving similar response with that of human when it models after the recognition structure and process of human.

Improvement of Recognition Performance for Limabeam Algorithm by using MLLR Adaptation

  • Nguyen, Dinh Cuong;Choi, Suk-Nam;Chung, Hyun-Yeol
    • 대한임베디드공학회논문지
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    • 제8권4호
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    • pp.219-225
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    • 2013
  • This paper presents a method using Maximum-Likelihood Linear Regression (MLLR) adaptation to improve recognition performance of Limabeam algorithm for speech recognition using microphone array. From our investigation on Limabeam algorithm, we can see that the performance of filtering optimization depends strongly on the supporting optimal state sequence and this sequence is created by using Viterbi algorithm trained with HMM model. So we propose an approach using MLLR adaptation for the recognition of speech uttered in a new environment to obtain better optimal state sequence that support for the filtering parameters' optimal step. Experimental results show that the system embedded with MLLR adaptation presents the word correct recognition rate 2% higher than that of original calibrate Limabeam and also present 7% higher than that of Delay and Sum algorithm. The best recognition accuracy of 89.4% is obtained when we use 4 microphones with 5 utterances for adaptation.

노인 자살의도에 대한 주부양자의 인식: Q-방법론 적용 (Recognition on Suicidal Intent of the Elderly among Caregivers: A Q-Methodological Application)

  • 조준아;김분한
    • 성인간호학회지
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    • 제26권5호
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    • pp.522-532
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    • 2014
  • Purpose: This study's purpose is to classify and analyze caregivers' recognition of the elderly suicidal intents. Methods: This study uses applied Q-methodology to measure human subjectivity in depth. Concretely, 35 statements are composed in depth interviews and literature investigation. Then, Q-cards and distributive chart of Q-sampling were given to 25 caregivers randomly-selected, who were asked to arrange them on a 7-score based. After coding Q-factor analysis is carried out with the PC-QUANL program. Results: Four types of indicators of the elderly suicidal intents were identified by the caregivers. These are Knowledge-based recognition, Behavioral measure based recognition, Negative comprehension and Sympathy. Conclusion: In this study, four types of recognition were yielded among the caregivers and the characteristics of each type were analyzed. These findings may be useful in assessing suicidal potential and nursing interventions.

방사선 이용의 필요성 및 인체장해에 대한 대학생의 인식조사 (An Investigation on The Necessity of the Use of Radiation and The Recognition of Radiation Hazard among College Students)

  • 한은옥;문인옥
    • 한국학교ㆍ지역보건교육학회지
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    • 제7권
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    • pp.51-58
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    • 2006
  • Background & Objectives: This study investigates the recognition on the necessity of the use of radiation for both college students who are considered that they have a high knowledge level in radiation and proposes basic materials to change the recognition of the use of radiation. Also, the investigation was applied to average people who showed the most negative attitudes on radiation. Methods: A questionnaire was applied to 600 college students for five days from October 10 to 15, 2005 and used in statistical analysis. Results: The average value obtained in the recognition of the use of radiation was 76.60 points in which male respondents who were majored in natural science, health, and engineering department and respondents who have experienced radiation related education, radiation diagnosis, and radiation treatment demonstrated higher levels. Also, the average value obtained in the recognition of the radiation damage was 71.66 points in which respondents who were majored in natural sciences, humanities, engineering, and health department showed higher levels than that of respondents who were majored in art and physical department. Groups that exhibited higher recognition levels in the necessity of the use of radiation were male respondents and respondents who were majored in natural science, humanities, and health department and have experienced radiation diagnosis and radiation treatment. In the results of the correlation analysis on the necessity of the use of radiation and recognition of radiation damages, the recognition of radiation damages was presented as negative attitudes in the case of the higher recognition level in the necessity of the use of radiation. Conclusions: Regarding the frequency of the use of radiation in Korea, a 80.9% of university students who showed a high education level had no experiences in radiation related education. Although they showed a relatively high level of 76.6 points in the recognition level of the necessity of the use of radiation, the negative attitude on the radiation damage was also presented as a high level of 71.7 points. Because the providing chance of radiation related information was limited as compared to the atomic power used in Korea and dependancy of the use of radiation, it is necessary to provide the basic information related in the use of radiation to the public. In addition, various investigations on the use of radiation and such negative attitudes are required in future for the public. Also, the correct information of the radiation safety should be delivered to the public.

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대구시민의 소방안전의식에 관한 연구 (A Study on the Recognition of Daegu Citizen on Fire Safety)

  • 방창훈;최영상
    • 한국화재소방학회논문지
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    • 제18권3호
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    • pp.25-29
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    • 2004
  • 본 연구는 대구시민의 소방안전에 관한 의식을 조사하여 시민들의 소방안전의식을 향상시킬 수 있는 기본자료를 제공하기 위하여 수행되었다. 설문조사는 대구 시민 553명에 대하여 2003년 10월 2일부터 15일까지 실시되었으며, 다음과 같은 결론을 얻었다. 대구시민들은 우리사회의 소방안전의식을 낮게 생각하고 있으며, 대구 지하철 화재사고가 시민들의 소방안전의식에 아주 큰 영향을 끼친 것으로 나타났다. 대구 시민들은 건물에 설치된 소방설비에 대하여 신뢰하지 못하는 것으로 나타났다. 일반시민들의 소방안전에 대한 의식을 높이기 위한 방법으로는 TV, 신문 등 언론홍보강화(30.7%), 소방안전체험관 설치 및 운영(24.6%), 학교에서의 소방안전교육 강화(20.8%)의 순으로 나타났다.

Discrimination of Insulation Defects in a Gas Insulated Switchgear (GIS) by use of a Neural Network Based on a Chaos Analysis of Partial Discharge (CAPD)

  • Jung, Seoung-Yong;Ryu, Cheol-Hwi;Lim, Yun-Sok;Lee, Ja-Ho;Koo, Ja-Yoon
    • Journal of Electrical Engineering and Technology
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    • 제2권1호
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    • pp.118-122
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    • 2007
  • In this work, experimental investigation is carried out in order to design and fabricate the UHF sensor that is able to detect the partial discharges produced from 10 artificial defects introduced into the real scale 70kV GIS mock-up under high voltage within a well shielded room. As well, in order to verify the on-site applicability of our method, the newly proposed CAPD (chaos analysis of partial discharge) is combined with spectral analysis for identifying the nature of 10 artificial defects under investigation. The PD pattern recognition of each defect has been fulfilled by applying our ANN software. The result indicates that the recognition rate reaches up to 80% by the newly proposed method while the traditional PRPD analysis method allows us to obtain 41%. In consequence, it can be pointed out that the proposed method seems likely to be applicable to the real GIS at the site.

정보이용자의 사서 인식에 대한 실태 분석: 부산시립 S도서관을 중심으로 (An Investigation on the Acknowledgement on Librarians by Information Users: The Focusing of Case Study on Municipal S Library in Busan)

  • 박재용
    • 정보관리학회지
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    • 제27권3호
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    • pp.189-206
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    • 2010
  • 본 연구는 국내 공공도서관에 근무하는 사서들에 대한 정보이용자들의 인식정도를 73개의 표본을 대상으로 분석이 이루어졌다. 공공도서관 이용자들의 평소 사서들의 근무태도와 자질 및 서비스수준에 대한 인식정도를 성별집단으로 나누어 분석하였다. 이를 위해 기존연구를 기반으로 설문지를 3가지 유형으로 수정, 작성하여 조사하였다. 첫째, 사서의 근무태도에 관한 인식도, 둘째, 사서의 자질에 관한 인식도, 셋째, 사서들의 정보이용자와의 커뮤니케이션에 관한 인식도를 명목척도와 등간척도를 이용하였다. 본 연구결과, 첫째, 사서들의 근무태도에 관한 연구결과 평균값=2.81로 전반적으로 낮게 나타났다. 둘째, 사서의 전문직으로서의 자질에 관한 정도는 평균값=2.84로 낮게 나타났다. 마지막으로 이용자들과의 커뮤니케이션에 대한 서비스 수준에 대한 만족도 역시 평균값=2.89로 역시 낮게 나타났다. 각 항목별 성별 집단간에는 다소 인식의 차이를 보였다. 향후 다양한 집단별 요인분석을 통한 선행연구 결과들과의 비교연구가 필요할 것이다.