• Title/Summary/Keyword: Transfer of training

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Analysis on Cost-Effectiveness of a Train Simulator (철도차량 모의운전연습기의 훈련비용 효율성 분석)

  • Kim, Sa-Kil;Byun, Seong-Nam
    • Proceedings of the KSR Conference
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    • 2007.11a
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    • pp.696-702
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    • 2007
  • The purpose of this paper is to analyze cost-effectiveness of a train simulators. The cost-effectiveness of training program is assessed by multiplying transfer effectiveness ration(TER) by training cost ration(TCR). If their product is less than one, the program is not cost effective. Even if a program is not cost effective, however, safety considerations may be important to consider.

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A study on the effects of weight-transfer training upon the gait patterns of hemiplegic patients through visual and auditory feedback (시각 및 청각 되먹임을 통한 하지 체중이동훈련이 편마비환자 보행특성에 미치는 효과에 관한 연구)

  • Kim, Jong-Man;Yi, Chung-Hwi;Current, Marion E.
    • Physical Therapy Korea
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    • v.2 no.2
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    • pp.9-23
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    • 1995
  • The objective of this study was to identify the effects of weight-transfer training on the weight bearing distribution and gait patterns of hemiplegic patients through visual and auditory feedback using a limb load monitor. The subjects of this study were 18 hemiplegic patients who had been hospitalized or were visited out-patient department of the Rehabilitation Hospital, College of Medicine, Yonsei University, from January 5, 1995 through March 15, 1995. Pre-and post-training changes in gait patterns were measured using ink foot prints as well as by recording weight bearing distribution using a limb load monitor. The data were analyzed by the repeated measure one-way ANOVA and paired t-test. The finding were as follows: 1. Prior to the training, 18 subjects bore more weight on the sound leg(61.6 %) than on the affected leg(38.4 %). 2. Posterior to the training, the average percentage of weight bearing on the affected leg increased significantly from 38.4 % prior to training; to 46.0 % immediately after training; 45.7 % after a 30 second delay; and 45.3 % after a 60 second 3. The difference in gait patterns between pre- and post- training was statistically significant, with an increase in gait velocity to 3.65 cm/sec post-training; an increase in stride length to 5.37 cm on the affected side; 4.77 cm on the sound side; and a narrowing of the base of support to 1.19 cm. In conclusion, hemiplegic weight-transfer training using visual and auditory feedback with a limb load monitor was found to be enhancing symmetrical standing posture, and simultaneously improve gait patterns.

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The relationship between managerial system and incremental innovation, and the mediating effect of knowledge transfer in small business (중소기업에서 관리시스템과 점진적 혁신의 관계 및 지식이전의 매개효과)

  • Chang, Kyung-Saeng;Ahn, Kwan Young
    • Journal of the Korea Safety Management & Science
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    • v.19 no.2
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    • pp.135-146
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    • 2017
  • The purpose of this study is to review the relationship between managerial system and incremental innovation, and the mediating effect of knowledge transfer in small business. In order to verify and achieve the purposes mentioned above, questionnaire data were gathered and analysed from 255 enterprise managers in western Kangwon-do province. Empirical survey's findings are as follows; First, CEO's support and education/training appeared to be positively related with knowledge transfer. Second, managerial system and knowledge transfer appeared to be positively related with incremental innovation. Third, knowledge transfer had mediating effect on the relationships of CEO's support-incremental innovation and education/training-incremental innovation.

A Comparative Study of Alzheimer's Disease Classification using Multiple Transfer Learning Models

  • Prakash, Deekshitha;Madusanka, Nuwan;Bhattacharjee, Subrata;Park, Hyeon-Gyun;Kim, Cho-Hee;Choi, Heung-Kook
    • Journal of Multimedia Information System
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    • v.6 no.4
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    • pp.209-216
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    • 2019
  • Over the past decade, researchers were able to solve complex medical problems as well as acquire deeper understanding of entire issue due to the availability of machine learning techniques, particularly predictive algorithms and automatic recognition of patterns in medical imaging. In this study, a technique called transfer learning has been utilized to classify Magnetic Resonance (MR) images by a pre-trained Convolutional Neural Network (CNN). Rather than training an entire model from scratch, transfer learning approach uses the CNN model by fine-tuning them, to classify MR images into Alzheimer's disease (AD), mild cognitive impairment (MCI) and normal control (NC). The performance of this method has been evaluated over Alzheimer's Disease Neuroimaging (ADNI) dataset by changing the learning rate of the model. Moreover, in this study, in order to demonstrate the transfer learning approach we utilize different pre-trained deep learning models such as GoogLeNet, VGG-16, AlexNet and ResNet-18, and compare their efficiency to classify AD. The overall classification accuracy resulted by GoogLeNet for training and testing was 99.84% and 98.25% respectively, which was exceptionally more than other models training and testing accuracies.

The Effect to a Sense of Safety by Training the Transfer Method of Paralytic on the Guardians of Paralytic: A Preliminary Study (마비 환자 보호자의 환자 이동 방법 교육이 안위감에 미치는 효과에 대한 예비 조사)

  • Park, Jum-mi
    • Journal of Digital Convergence
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    • v.20 no.5
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    • pp.885-890
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    • 2022
  • This research is to consider the training effect of effective paralytic transfer method and reduce the risk of paralytic transfer. It was questioned and interviewed the guardians of 50 patients agreed this research among the guardians of patient who hospitalized in rehabilitation ward. The contents of questions was safety grade with 1~10 point which the guardians of paralytic was feeling in case transfer the patient of paralytic. The sense of safety before and after the traning of transfer method was improved about 25% more from 5.81 point to 7.26 point on the safety. The 98% of subjector supported the needs of training for transfer method of paralytic. And also 74% of subjector replied that the safety was improved after taking the training. On the base of this research, it is needed to review this kind of traning to get reliability and propriety throuth repeatitive research.

The Effects of Educational Training and Organizational Communication on Job Performance in General Hospitals (일 지역 종합병원 종사자의 교육훈련 및 조직 내 커뮤니케이션이 직무성과에 미치는 영향)

  • Jung, Sang-Jin;Park, Jong
    • The Korean Journal of Health Service Management
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    • v.11 no.4
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    • pp.17-28
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    • 2017
  • Objectives : This study analyzed job performance in local area general hospitals to look for measurable effects from educational training and/or organizational communication. Methods : For the purposes of this study, a survey was conducted of general hospital employees from 29 hospitals in Gwangju and Jeonnam. The survey period was August 22 - September 30, 2016, and 1,004 responses were used in the final analysis. Results : This study revealed that certain aspects of communication (upward,downward,vertical,orinformal) had significant effects on job satisfaction, learning transfer, and general performance. Conclusions : To improve job performance in general hospitals, employers must improve overall satisfaction by improving upon job training and internal communication. Specifically, training should be better connected to learning transfer and organizational design must encourage active communication between employees.

Individual Difference Effects on Perceptual Skill Learning and Transfer (시각적 기술 학습과 전이에 미치는 개인차의 효과)

  • Rho Yun Jin;Lee Hee Seung;Sohn Young Woo
    • Korean Journal of Cognitive Science
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    • v.15 no.3
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    • pp.1-14
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    • 2004
  • This research examined the effects of individual differences on visual discrimination skill teaming and its transfer to novel stimuli. Individual participants were categorized as having an analytic or holistic cognitive style, high or low working memory capacity, and high or low levels of rationality, experientiality, and adaptive decision-making styles. Participants received easy or difficult training for the serially presented discrimination task, and then transferred to novel discriminations. Training content interacted with cognitive style and working memory capacity to affect transfer accuracy performance, but individual differences in decision-making styles did not affect transfer performance. Results suggest individual differences should be taken into account when designing an interface for visual discrimination.

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Variability of Practice Effects in Transfer of Photoelectric Rotary Pursuit Task

  • Jeon, Hye-Seon
    • Physical Therapy Korea
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    • v.12 no.4
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    • pp.7-11
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    • 2005
  • The purposes of this study were to investigate the effects of variability of training on the acquisition of motor skill of closed loop type tracking task using Rotary Pursuit, and to determine if there was a bilateral transfer effect to the non-dominant hand following practice with the dominant hand. Twelve healthy volunteer students (5 males and 7 females, aged 25 to 37) were randomly divided into a constant practice group and a variable practice group. A photoelectric rotary pursuit apparatus with stop clock and repeat cycle timer by Lafayette Instrumentation Co. was used for this study. Rotary pursuit is a closed loop task in which a subject attempts to keep a photoelectric stylus on a lighted target in motion. Subjects performed the clockwise circular pursuit task while standing. Experimental procedure was divided into three sessions, namely, pre-test, training, and post-test. The constant group practiced all 60 trials at 30 rpm. Variable practice group did a varied practice session with 15 trials at speeds of 20 rpm, 26 rpm, 34 rpm, and 46 rpm. No one in either group practiced with their non-dominant arm. A Mann-Whitney test and a Wilcoxon Signed Ranks test were used for statistical analyses. The results of this study showed no different training effect between groups on the post-test with the dominant hand. However, bilateral transfer effect of rotary pursuit task between hands was demonstrated. Possible mechanisms are discussed.

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Change Detection of Building Objects in Urban Area by Using Transfer Learning (전이학습을 활용한 도시지역 건물객체의 변화탐지)

  • Mo, Jun-sang;Seong, Seon-kyeong;Choi, Jae-wan
    • Korean Journal of Remote Sensing
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    • v.37 no.6_1
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    • pp.1685-1695
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    • 2021
  • To generate a deep learning model with high performance, a large training dataset should be required. However, it requires a lot of time and cost to generate a large training dataset in remote sensing. Therefore, the importance of transfer learning of deep learning model using a small dataset have been increased. In this paper, we performed transfer learning of trained model based on open datasets by using orthoimages and digital maps to detect changes of building objects in multitemporal orthoimages. For this, an initial training was performed on open dataset for change detection through the HRNet-v2 model, and transfer learning was performed on dataset by orthoimages and digital maps. To analyze the effect of transfer learning, change detection results of various deep learning models including deep learning model by transfer learning were evaluated at two test sites. In the experiments, results by transfer learning represented best accuracy, compared to those by other deep learning models. Therefore, it was confirmed that the problem of insufficient training dataset could be solved by using transfer learning, and the change detection algorithm could be effectively applied to various remote sensed imagery.

Factors Influencing the Learning Effectiveness and Transfer of e-Learning in Business Organlizations (기업의 e-Learning에 대한 학습효과 및 전이에 영향을 미치는 요인)

  • Jung Kyung-Soo;Kim Kyung-Jun
    • The Journal of Information Systems
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    • v.15 no.2
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    • pp.1-29
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    • 2006
  • The recent development of IT, consolidation of communication and multimedia technology have brought enormous changes in many organizations. Theses changes are enabling the new educational opportunities such as distance teaming and virtual class room. Recently, e-Learning has grown rapidly in business training field, In the context of companies, e-Learning has merits in terms of access convenience, costs reduction self-directed learning, reciprocity, and flexibility. In this regard, the primary purpose of this study is to investigate which factors of e-Learning influence the effectiveness of education and transfer of loaming in business organizations. Based on the prior studies of the education and business training field, research model and research hypotheses were developed. Factors studied in this paper were as follows: 1) learners' characteristics, 2) organizational support and 3) system environments. The results of our study are as follows. (1) Motivation perceived usefulness in Learner factors had an significant influence on both learning effectiveness and transfer of teaming, whereas Ability, expectation had an influence on transfer of teaming. (2) Support from peer, support from supervisor in Organization factors had an significant influence on both Loaming effectiveness and transfer of teaming, whereas support from organization had influence on learning effectiveness. (3) Appropriate contents in system circumstance had an significant influence on both teaming effectiveness and transfer of teaming, whereas interface design had an influence on learning effectiveness.

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