• 제목/요약/키워드: attendance rate

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데이터마이닝에 기반한 예비군훈련 입소율 예측에 관한 연구 (A study on forecasting attendance rate of reserve forces training based on Data Mining)

  • 조상준;마정목
    • 한국산학기술학회논문지
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    • 제22권3호
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    • pp.261-267
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    • 2021
  • 예비군훈련을 담당하는 부대의 임무는 예비군이 평시에 실전적인 훈련을 받을 수 있는 환경을 만들어주는 것이다. 하지만 예비군훈련 담당부대의 특성상 운용 할 수 있는 병력부족의 문제로 실전적인 훈련환경을 만들어주는 예비군 훈련 지원 인원편성에 어려움이 많이 있다. 이러한 이유로 현재 군에서는 전년도 월 평균 예비군 입소율 결과로 당해연도 일일단위 예비군 입소율을 예측하면서 인력편성과 부대운영에 대한 계획을 수립하고 있다. 그러나 기존 예측방법은 실제 입소율과 비교 시 오차가 크게 발생할 수 있다는 문제점을 가지고 있다. 이 문제점은 훈련을 지원하는 교관과 조교 선정에 어려움을 주어 훈련성과 달성에 부정적으로 작용할 수 있다. 그러므로 실제 입소율과 오차를 최소화 할 수 있는 더 정확한 예측모형이 필요하다. 따라서 본 연구에서는 데이터마이닝을 기반으로 일일단위 예비군훈련 입소율을 예측한 모형을 제시하였다. 데이터마이닝 기반 모형의 검증을 위해 예비군훈련 담당부대에서 수집한 실제 데이터로 현재 군에서 사용하는 기존 예측방법과 비교하였다. 그 결과 본 연구에서 제시한 데이터마이닝 기반 예측모형이 기존 예측방법보다 오차를 줄이는 우수한 성능을 보였다.

보건소를 방문한 경계성 고혈압 환자의 저염식생활 영양교육 참여정도에 따른 혈압, 나트륨 섭취 및 식행동 변화에 관한 연구 (Blood Pressure, Sodium Intake and Dietary Behavior Changes by Session Attendance on Salt Reduction Education Program for Pre-hypertensive Adults in a Public Health Center)

  • 정은진;권종숙;안소현;손숙미
    • 대한지역사회영양학회지
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    • 제18권6호
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    • pp.626-643
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    • 2013
  • This study was performed to evaluate the differences in blood pressure, sodium intake and dietary behavior changes according to the extent of session attendance on sodium reduction education program for pre-hypertensive adults in a public health center. Sodium reduction education program consisted of 8 sessions for 8 weeks. Fifty three patients who completed the pre and post nutritional assessments were classified into 2 groups according to the session attendance rate. Nineteen participants who attended the education program 3 times or less (${\leq}3$) were categorized into the less attendance (LA) group and 34 participants attended 4 times or more (${\geq}4$) into the more attendance (MA) group. Blood pressure, anthropometric measurements, serum lipid profile, nutrient intakes including sodium, nutrition knowledge and dietary behavior score were assessed before and after the nutrition education program. Mean sodium intakes (p<0.001), systolic/diastolic blood pressure (p<0.001), and weight (p<0.001) were significantly decreased in the MA group after sodium reduction education program. Compared to the MA group, mean sodium intakes, systolic/diastolic blood pressure were not significantly changed after the education program even with significantly increased nutrition knowledge (p<0.05) and dietary behavior score (p<0.01) in the LA group. It appears that pre-hypertensive adults need to attend the sodium reduction education program for at least 4 times or more to gain beneficial effects from the intervention. Positive feedback of healthcare team or offering more cooking classes may be needed to raise the attendance rate in the sodium reduction education program.

컴퓨터 실습 교양강좌에서 출석률과 강의평가의 관계 (The Relation of Attendance Rate and Course Evaluation in Computer Practice Liberal Education)

  • 최진호
    • 한국정보통신학회논문지
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    • 제17권5호
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    • pp.1233-1238
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    • 2013
  • 대부분의 대학에서 실시되고 있는 강의평가는 교과목의 특성에 따라 많은 차이가 있음에도 불구하고 강의평가의 절대점수를 활용하여 교수평가를 하고 있다. 강의평가의 신뢰성 확보는 교육의 질 향상을 위해 학생들의 의견을 교수에게 피드백한다는 점에서 매우 중요하다. 본 논문에서는 신뢰성 있는 강의평가 결과를 얻기 위해 고려해야할 여러 요소 가운데 학생들의 출석률과 강의평가의 관계를 살펴보고자 한다.

영상의학과 특수검사에서의 미 예약률.부도율 원인 조사 및 환자 만족도 조사를 통한 질 향상 활동 사례 보고 (Case Study to Increase Scheduled Patients Rate and to Reduce Non-attendance Rate in Radiology Department)

  • 강혜경;유희옥;유병헌;김승식;박재성;박선경;최보영
    • 한국의료질향상학회지
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    • 제13권1호
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    • pp.87-96
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    • 2007
  • 문제: 영상의학과 특수 검사(CT, MRI, 초음파)가 고가인 것에 반해 환자의 대기시간이 길어 환자의 만족도가 낮고 부도율(non-attendance rate)도 높다. 목적: 환자의 영상의학과 특수 검사 예약률과 부도율(non-attendance rate)을 파악하고 이에 관한 원인을 분석하여 환자의 만족도를 증가시킬 방안을 모색하는 것이 목적이다. 의료기관: 경기도에 소재한 920병상규모의 대학병원 질 향상 활동: 영상의학과 검사 예약 환자의 부도율 원인 조사 및 만족도 조사를 실시하여 원인을 파악하고 개선을 통해 질 향상을 도모하였다. 개선효과: 전체부도율이 개선 전 9.6명에서 개선 후 7.1명으로, 불량률은 개선 전 10.43%에서 개선 후 7.81%로 다소 감소되었으며 검사 예약률은 개선 전 93.94%에서 개선 후 94.51%로 미 예약률은 6.0%에서 5.5%로 감소하였다.

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머신러닝과 OpenCV를 이용한 교실용 자동 출결 관리 시스템 프로토타입 구현 (Implimentation of Automatic Attendance Management System for Classroom Using OpenCV and Machine Learning)

  • 유상엽;김재원;박현준;이충호
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2019년도 춘계학술대회
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    • pp.327-329
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    • 2019
  • 본 논문에서는 OpenCV와 머신러닝 기술을 이용하여 교실용 자동 출결 관리 시스템을 제안한다. PC용 범용 카메라를 이용하여 교실 입구에서 얼굴사진을 입력하면 이미 저장된 학생의 얼굴과 유사도를 비교하여 출석이 체크되도록 하는 방식이다. 본 연구에서는 머신러닝 라이브러리 Dlib를 사용하여 사용하여 프로토타입을 구현하였으며 10명의 학생에 대하여 실험한 결과 약 70% 정도의 인식률을 보였다.

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Web-based University Classroom Attendance System Based on Deep Learning Face Recognition

  • Ismail, Nor Azman;Chai, Cheah Wen;Samma, Hussein;Salam, Md Sah;Hasan, Layla;Wahab, Nur Haliza Abdul;Mohamed, Farhan;Leng, Wong Yee;Rohani, Mohd Foad
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권2호
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    • pp.503-523
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    • 2022
  • Nowadays, many attendance applications utilise biometric techniques such as the face, fingerprint, and iris recognition. Biometrics has become ubiquitous in many sectors. Due to the advancement of deep learning algorithms, the accuracy rate of biometric techniques has been improved tremendously. This paper proposes a web-based attendance system that adopts facial recognition using open-source deep learning pre-trained models. Face recognition procedural steps using web technology and database were explained. The methodology used the required pre-trained weight files embedded in the procedure of face recognition. The face recognition method includes two important processes: registration of face datasets and face matching. The extracted feature vectors were implemented and stored in an online database to create a more dynamic face recognition process. Finally, user testing was conducted, whereby users were asked to perform a series of biometric verification. The testing consists of facial scans from the front, right (30 - 45 degrees) and left (30 - 45 degrees). Reported face recognition results showed an accuracy of 92% with a precision of 100% and recall of 90%.

비만 진료 프로그램에 대한 수용성 태도 분석 (Review on Acceptability of Patients towards Obesity Treatment Program)

  • 이엄지;김서영;임영우;박영배
    • 한방비만학회지
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    • 제19권1호
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    • pp.42-55
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    • 2019
  • Objectives: Acceptability of patients towards obesity treatment program is associated with better weight loss outcomes. The purpose of this study was to review previously published study results of the predictive factors associated with patients' acceptability in obesity treatment. Methods: Authors searched for the articles related to acceptability reported as continuation, attendance and adherence, published from 2011 to 2018 found on Pubmed, Scopus, Research Information Sharing Service, and Koreanstudies Information Service System. A total of 23 articles were finally selected. From the study results, unchangeable and changeable predictors were extracted, and these predictors were examined according to detail categories. Results: Regarding the continuation of the treatment, unchangeable factors such as younger age, lower educational level, male sexuality and lower accessibility to physical activity predicted lower continuation. Furthermore, changeable factors such as early and half weight loss, better accessibility to the treatment and financial incentives for retention predicted higher continuation rate. Greater degree of attendance was predicted by unchangeable factors such as economical affordability, and changeable predictors such as half weight loss and proximity to the clinic. Main factors of adherence to the recommendation were unchangeable predictors such as weight loss experience, and changeable predictors such as more physical activity and appropriate dietary habits. Negative psychological state predicted lower continuation, attendance and adherence rate. Conclusions: Our review results suggest that unchangeable and changeable predictors of acceptability of patients should be carefully examined during treatments of obesity.

A Study on IT Curriculum Evaluation for College Students

  • Kim, Heon Joo;Kim, Kyung-mi;Yi, Kang
    • 한국컴퓨터정보학회논문지
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    • 제27권10호
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    • pp.255-265
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    • 2022
  • 본 연구는 H대학 전교생 필수인 IT 교과목 강의평가에 영향을 주는 요인에 대해 비교 분석하였다. 본 연구의 목적은 강의만족도가 학업성취도, 출석율, 수강과목군과 유의미한 상관관계를 가지는지 파악하는 것이다. 특별히 컴퓨터를 활용하는 실습이 많이 요구되는 IT 교양과목들의 강의 만족도가 일반 교양과목의 강의만족도 경향과 어떤 차이가 있는가를 확인하고자 하였다. 본 연구를 위해서 H 대학교에서 2019년도 1, 2학기에 진행한 교양 IT 교과교육과정의 12개 교과목에서 2,322명 수강생들이 제출한 2,149건 강의평가 결과를 자료로 사용하였다. 강의평가 결과는 객관식 선택형 문항의 평가점수 외에도 주관식 서술형 문항도 학생들이 제출한 서술문을 긍정형과 부정형으로 분류하여 계량화를 하여 강의평가 결과를 객관화하였다. 연구 결과, 출석률과 학업성취도가 높을수록 강의만족도가 높았으며, 주관식 문항에서는 부정 단어보다는 긍정 단어를 더 많이 사용하였고, 학점이 낮을수록 부정 단어를 더 많이 사용하였다. 초급프로그래밍이나 소프트웨어활용군 과목군에서는 출석률이 높을수록 강의만족도가 높았지만, 중급프로그래밍에서는 출석률과 선택형 평가점수는 상관관계가 없었으며 주관식 문항에서도 타 과목군보다 부정 단어를 많이 사용하였다. IT 교과목에 대한 강의평가 경향은 일반 교과목의 강의평가 경향과 유사한 면도 있지만 중급프로그래밍 교과목에서는 대체로 부정적인 평가를 하는 것으로 나타났다.

척추측만증 검진을 위한 모아레 체형측정법과 설문조사의 상관성 연구 (Clinical Study on the Correlation between 3-Dimensional MOIRE Topography and Questionnaire for School Screening in Scoliosis)

  • 유한길;김혜정;신병철
    • 대한추나의학회지
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    • 제4권1호
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    • pp.141-153
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    • 2003
  • Objectives : The purpose of this study is researching for correlation between Moire topography results and questionnaire which include obesity rate, height, weight, posture, pain aspect (low back pain, headache, fatigue, neck pain etc), studying posture, school attendance method, menarche. Methods : The authors practiced Moire topography and questionnaire for primary & middle school 24,419 students [male 12,843, female 11,576] in Jeonbuk, korea in 2002. After we distinguished students who had abnormal finding in Moire topography and statistically analysed the data. Results : According to this research, the abnormal finding in Moire topography results was 37.3% (9,105 students), and students needed X-ray re-examination were 3.9% (953 students). According to statistical analysis, male/female and primary/middle school students have no difference in deformity degree of the body surface examined by Moire. Height and weight have low correlation with deformity degree of the body surface examined by Moire and menarche, pain aspect have no correlation. But, school attendance method by bicycle and $90^{\circ}$upright sitting in study posture is the best way to decrease the deformity degree of the body surface examined by Moire. Conclusions : Following this research, throughout Moire topography could detect trunk asymmetry that couldn't be found existing X-ray examination, and school attendance by bicycle and $90^{\circ}$upright sitting in study posture is good for school students to prevent back deformity.

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Identifying psychological predictors of adherence to a community-based lifestyle modification program for weight loss among Chinese overweight and obese adults

  • Leung, Alice Wai Yi;Chan, Ruth Suk Mei;Sea, Mandy Man Mei;Woo, Jean
    • Nutrition Research and Practice
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    • 제13권5호
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    • pp.415-424
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    • 2019
  • BACKGROUND/OBJECTIVES: Existing evidence on lifestyle modification programs for weight loss is limited by the high attrition rate of such programs. Identifying predictors of adherence to a lifestyle modification program could result in program improvement. However, little is known about behavior-specific adherence and its psychological predictors. This study aimed to examine the psychological predictors of adherence after one-month participation in a community-based lifestyle modification program among Chinese overweight and obese adults in Hong Kong. SUBJECTS/METHODS: A total of 205 Chinese overweight and obese adults aged $38.9{\pm}10.5years$ completed the study. Data were collected at baseline and after one month using self-reported questionnaires, which assessed knowledge (self-developed scale), motivation (Treatment Self-Regulation Questionnaire), stage of change (Stage of Exercise Scale) and self-efficacy (Self-Rated Abilities for Health Practices Scale). At one month, a 4-day dietary recall and the International Physical Activity Questionnaire-Short Form were used to assess dietary and physical activity (PA) adherence. Food and PA diaries were examined to indicate self-monitoring. Program attendance was tracked between baseline and one-month follow-up. RESULTS: After one month, participants reported high dietary adherence, attendance, and adherence to self-monitoring but low PA adherence. Multiple regression analyses suggested that diet self-efficacy (baseline) and nutrition knowledge (one-month change) were independent predictors of dietary adherence score at one month, whereas autonomous PA motivation (baseline) and PA self-efficacy (both baseline and one-month change) were independent predictors of PA adherence score at one month. No significant psychological predictor was identified for attendance or self-monitoring. CONCLUSIONS: The results suggest that the effect of psychological factors on adherence differs between diet and PA adherence outcomes. To promote adherence, practitioners should assess self-efficacy, knowledge, and motivation at the beginning of a weight-loss program and explore behavior-specific strategies to improve knowledge and self-efficacy. The results of this study have direct implications for program improvements.