• 제목/요약/키워드: Training Performance

검색결과 4,564건 처리시간 0.032초

확률적 근사법과 후형질과 알고리즘을 이용한 다층 신경망의 학습성능 개선 (Improving the Training Performance of Multilayer Neural Network by Using Stochastic Approximation and Backpropagation Algorithm)

  • 조용현;최흥문
    • 전자공학회논문지B
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    • 제31B권4호
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    • pp.145-154
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    • 1994
  • This paper proposes an efficient method for improving the training performance of the neural network by using a hybrid of a stochastic approximation and a backpropagation algorithm. The proposed method improves the performance of the training by appliying a global optimization method which is a hybrid of a stochastic approximation and a backpropagation algorithm. The approximate initial point for a stochastic approximation and a backpropagation algorihtm. The approximate initial point for fast global optimization is estimated first by applying the stochastic approximation, and then the backpropagation algorithm, which is the fast gradient descent method, is applied for a high speed global optimization. And further speed-up of training is made possible by adjusting the training parameters of each of the output and the hidden layer adaptively to the standard deviation of the neuron output of each layer. The proposed method has been applied to the parity checking and the pattern classification, and the simulation results show that the performance of the proposed method is superior to that of the backpropagation, the Baba's MROM, and the Sun's method with randomized initial point settings. The results of adaptive adjusting of the training parameters show that the proposed method further improves the convergence speed about 20% in training.

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Effects of real-time feedback training on weight shifting during golf swinging on golf performance in amateur golfers

  • Hwang, Ji-Hyun;Choi, Ho-Suk;Shin, Won-Seob
    • Physical Therapy Rehabilitation Science
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    • 제6권4호
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    • pp.189-195
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    • 2017
  • Objective: The purpose of this study was to examine the effects of real-time visual feedback weight shift training during golf swinging on golf performance. Design: Repeated-measures crossover design. Methods: Twenty-sixth amateur golfers were enrolled and randomly divided into two groups: The golf swing training with real-time feedback on weight shift (experimental group) swing training on the Wii balance board (WBB) by viewing the center of pressure (COP) trajectory on the WBB. All participants were assigned to the experimental group and the control group. The general golf swing training group (control group) performed on the ground. The golf performance was measured using a high-speed 3-dimensional camera sensor which analyses the shot distance, ball velocity, vertical launch angle, horizontal launch angle, back spin velocity and side spin velocity. The COP trajectory was assessed during 10 practice sessions and the mean was used. The golf performance measurement was repeated three times and its mean value was used. The assessment and training were performed at 24-hour intervals. Results: After training sessions, the change in shot distance, ball velocity, and horizontal launch angle pre- and post-training were significantly different when using the driver and iron clubs in the experimental group (p<0.05). The interaction time${\times}$group and time${\times}$club were not significant for all variables. Conclusions: In this study, real-time feedback training using real-time feedback on weight shifting improves golf shot distance and accuracy, which will be effective in increasing golf performance. In addition, it can be used as an index for golf player ability.

내부 충돌증후군을 가진 고등학교 야구선수들을 위한 물리치료적 중재법 : 편심성 훈련과 동심성 훈련의 효과 비교 (Physical Therapy Intervention for High School Baseball Players with Internal Impingement Syndrome : Comparison of the effects of eccentric training and concentric training)

  • 추연기;김현수;이건철
    • 대한통합의학회지
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    • 제10권4호
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    • pp.219-228
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    • 2022
  • Purpose : The purpose of this study was to suggest a more effective method by comparing the effects of changes in pain intensity, muscle strength, and athletic performance after applying a 6-week eccentric training program (ET-MWM) or concentric training program (CT-MWM) with MWM for high school baseball players with shoulder internal impingement (SII). Methods : A total of 75 participants were randomly assigned to each group and divided into two groups, "ET-MWM group (n=35)" and "CT-MWM group (n=32)" according to the intervention method. Pain intensity, muscle strength (external rotation, internal rotation), and athletic performance were first measured before the intervention, and after the intervention 3 times a week for a total of 6 weeks, both groups were re-measured in the same way. Visual analog scale (VAS) was used for pain intensity, biodex dynamometer for muscle strength (60 °/sec.), and Kerlan-Jobe orthopedic clinic shoulder & elbow score (K-KJOC) for athletic performance. Results : As a result of analyzing the homogeneity of the pre-intervention characteristics and initial measurement variables of the study subjects, there was no significant difference between the two groups in all variable values. Pain intensity (VAS) was significantly reduced in the ET-MWM group than in the CT-MWM group (p<.05). In addition, the maximum muscle strength of external rotation & internal rotation of the shoulder (60 °/sec.) and athletic performance (K-KJOC) were significantly increased in the ET-MWM group than in the CT-MWM group (p<.05). Conclusion : Compared with the CT-MWM training program, the ET-MWM training program reduced shoulder joint pain and further increased the muscle strength required for throwing motion in high school baseball players. As the result showed better athletic performance improvement, the ET-MWM training program can be clinically recommended as a more effective intervention.

사이버보안 전문인력 획득을 위한 사이버보안 훈련생에 특화된 훈련성과 측정 모델에 관한 연구 (A Study on the Model of Training Performance Measurement Specialized to Cyber Security Trainee for Cyber Security Professionals Acquisition)

  • 김기훈;엄정호
    • 디지털산업정보학회논문지
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    • 제12권4호
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    • pp.59-69
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    • 2016
  • We proposed a specialized model of performance measurement to measure the training performance of the trainees in cyber practical training. Cyber security professionals are cultivating their expertise, skills, and competencies through cyber practical training in specialized education and training institutions. The our proposed process of trainee evaluation is consisted of an evaluation component discovery, evaluation item selection, evaluation index catalog, ratings and criteria decision, and calculation formula. The trainee evaluation is consisted of a formative evaluation during the training and an overall evaluation after finished training. Formative evaluation includes progress evaluation and participation evaluation, and overall evaluation includes practice evaluation and learning evaluation. The evaluation is weighted according to the importance of evaluation type. Because it is evaluated actual skills and abilities, competencies are assigned a high weight, while knowledge and attitudes are assigned a low weight. If cyber security trainees are evaluated by the proposed evaluation model, cyber security professionals can be cultivated by each skill and knowledge level and can be deployed by importance of security task.

중등도 이상의 어깨통증을 동반한 근육둘레띠(가시위근) 부분파열 환자를 위한 물리치료 프로그램 : 편심성 훈련과 동심성 훈련의 효과 비교 (Physical Therapy Program for Patients with Partial Rotator Cuff (Supraspinatus) Tears with Moderate to Severe Shoulder Pain : Comparison of the effects of eccentric training and concentric training)

  • 추연기
    • 대한통합의학회지
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    • 제11권1호
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    • pp.87-98
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    • 2023
  • Purpose : This study was to verify the effectiveness of eccentric training and to make clinical recommendations on detailed application methods by comparing the effects of changes in acromiohumeral distance (AHD), pain intensity, muscle strength, and functional performance after applying a 12-week eccentric training program (ET group) or concentric training program (CT group) for patients with partial rotator cuff (supraspinatus) tears with moderate to severe shoulder pain. Methods : A total of 29 subjects were assigned to either the "ET group (n=15)" or the "CT group (n=14)" through simple randomization and were measured in the same way at baseline before intervention, 4 weeks and 12 weeks after intervention. All subjects received a physical therapy program 12 sessions 3 times a week for the first 4 weeks, and physical therapy program, 12 sessions a week, from 4 weeks to 12 weeks, for a total 20 sessions. Ultrasound machine was used for AHD, visual analog scale (VAS) was used for pain intensity, electronic hand held dynamometer was used for muscle strength, Korean Constant shoulder score (K-CSS) used for functional performance. Results : AHD, pain intensity, and muscle strength did not show significant differences at 4 weeks, but improved numerically, and showed significant differences at 12 weeks (p<.05), showing superior results in the eccentric training group compared to the concentric training group. Functional performance showed significant changes at both 4 and 12 weeks (p<.05), and excellent results were also found in the eccentric training group. Conclusion : In patients with partial rotator cuff tears with moderate to severe shoulder pain, an eccentric training program increased acromiohumeral distance (AHD), reduced pain, and increased muscle strength. Therefore, it can be clinically presented as an intervention method that can quickly and effectively improve functional performance, which is the ultimate goal of physical therapy.

작업관리를 위한 엑셀 기반의 간이 수행도 평가 훈련 툴 개발 (Development of a Simple Excel-Based Performance Rating Training Tool for Motion and Time Study)

  • 최성훈
    • 산업경영시스템학회지
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    • 제35권2호
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    • pp.16-20
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    • 2012
  • The purpose of this thesis is to develop a performance rating training tool for the time and motion study. It is widely recognized that rating training tools based on films were made several decades ago and introduced to Korea. However, to the best of our knowledge, those films are not used for rating training in Korea any more. Furthermore, although rating is still important method for the efficient operational management study, it is briefly mentioned without any training or exercise. In this paper, we propose a simple rating training tool based on Excel with VBA. The mottoes of our development are the ease of acquisition and trainees' motivation. Test results show that trainees can obtain the concept of rating and the ability of accurate and consistent rating as they play a computer game sitting in front of the personal computer.

의성어.의태어 산출 프로그램이 인공와우 착용 아동의 청능 및 발성 발달에 미치는 효과 (The Effects of Onomatopoeia and Mimetic Word Productive Training Program on Auditory Performance and Vocal Development in Children with Cochlear Implants)

  • 김유경;석동일
    • 음성과학
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    • 제11권2호
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    • pp.51-67
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    • 2004
  • The objective of this study was to investigate the effects in auditory performance and vocal development of Onomatopoeia and Mimetic Word Productive Training Program in prelingually deafened children with cochlear implantation. The effects were measured with Lip-profile (Listening progress profile: LiP), the number of utterances, vocal developmental level and phonetic inventory. Subjects were four children with cochlear implants who were able to detect speech sounds and environmental sounds. The Onomatopoeia and Mimetic word Productive Training Program was made up of 3 steps with 24 Onomatopoeia and Mimetic words. This study was pre and post design. The results of the study were as follows: First, after Onomatopoeia and Mimetic word Productive Training Program was treated, LiP score was significantly higher. Second, after this program was treated, the number of utterances and emergence of both canonical and postcanonical utterances were increased. Emergence of vowel and consonant Features were increased and diversified. In conclusion, Onomatopoeia and Mimetic Word Productive Training Program appeared to facilitate efficient auditory performance and vocal development.

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교육훈련이 기업성과에 미치는 영향 분석: 조직성과와 재무성과의 차이분석을 중심으로 (The Study of Firm Performance for Education and Training: The Difference of Organization and Finance Performance)

  • 이인화;이상직
    • 벤처창업연구
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    • 제13권5호
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    • pp.55-61
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    • 2018
  • 본 논문은 기업의 교육훈련에 대한 투자가 기업의 성과에 영향을 미치는 변수별 효과를 살펴봄으로써 기업의 교육훈련에 대한 관심과 투자를 촉진하고, 이를 지원하기 위한 정책적 함의를 도출하는데 목적이 있다. 분석자료는 HCCP를 사용하였으며, 분석방법은 동태패널 모형과 변수의 내생성 문제해결을 위한 방법을 적용하였다. 분석 결과, 기업의 교육훈련이 1인당 매출액에는 양(+)의 영향을 미치나 재무성과인 1인당 순이익에 미치는 영향은 일부 모형에서만 양(+)의 효과로 나타났다. 그러나 내생성을 고려한 모형에서는 1인당 순이익이 유의한 양(+)의 효과로 나타나 변수의 내생성도 중요한 고려요인임을 확인하였다. 이를 통해 기업에서는 단기적인 성과보다는 중장기적인 관점에서 교육훈련에 대한 관심과 투자를 확대해 나간다면 기업의 조직성과 및 재무성과에 크게 기여할 것이다.

교육훈련비와 병원의 경영성과 간의 관계에 관한 연구 - 의료법인 병원을 중심으로 - (A Study on the Relationship between the Hospital's Management Performance and Training Expense)

  • 한선심;조덕영;최수형
    • 경영과정보연구
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    • 제34권3호
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    • pp.317-327
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    • 2015
  • 본 연구는 병원의 교육훈련비 지출이 병원의 경영성과와 어떠한 관계를 가지는지에 대해 우리나라의 전체 의료법인의 5개년 재무제표 자료를 이용하여 분석하였으며, 분석결과는 다음과 같이 요약할 수 있다. 의료수익률 기준 회귀분석의 경우 5개 연도 중 3개 연도에서 교육비와 경영성과 간의 관계가 부정적인 것으로 나타났고, 순이익률 기준 회귀분석의 경우는 단지 1개 연도만 교육훈련비가 경영성과에 부정적인 관계를 가지는 것으로 제시되었다. 그리고 대도시와 지방으로 구분하여 분석한 결과를 보면, 대도시의 경우 순이익률 기준에 있어 1개 연도가 교육훈련비와 경영성과 간의 관계가 긍정적인 것으로 제시되어 전체 분석과는 상반된 결과를 보여주었다. 본 연구는 전국규모의 의료법인 전체의 가장 최근의 5개년 재무자료를 이용하여 교육훈련비와 경영성과 간의 관계를 분석한 최초의 논문이라는 점에서 그 의의를 가진다.

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위탁급식소 영양사와 조리종사원의 HACCP 적용지식 및 직무수행수준에 대한 인지도 평가 (Assessment of Hygiene Knowledge and Recognition on Job Performance Levels for HACCP Implementation for Dieticians and Employees at Contract Foodservices)

  • 문혜경;전지영;류은순
    • 대한영양사협회학술지
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    • 제10권3호
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    • pp.261-271
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    • 2004
  • The purpose of this study was to provide basic data for practical HACCP training. A survey was conducted and analysed on 46 contract foodservices: 13 "Appointed" foodservices (appointed by Korean Food & Drug Administration), 17 "Voluntary Applying" foodservices (voluntarily applied HACCP, but not appointed), 16 "Non-applying" foodservices (not applied HACCP). Hygiene knowledge and recognition on job performance levels for HACCP application for 46 dieticians and 361 employees were surveyed. According to the survey, 61.5% of the "Appointed" dieticians took HACCP training from outside the company, 58.8% of "Voluntary Applying" dieticians took in-house HACCP training, and 62.4% of "Non-applying" dieticians have not taken any HACCP training. As for the comparison of hygiene knowledge, total mean of employees (6.38) showed significantly lower average than that of the dieticians (7.82) (p<0.001). From the result for recognition on job performance levels, total mean of dieticians (3.91) indicated generally good performance while employees (3.41) (p<0.001) showed considerably lower recognition. Hygiene knowledge and recognition on job performance levels of both dieticians and employees showed considerably close correlation (p<0.01 or p<0.05).

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