• Title/Summary/Keyword: 훈련유형

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The Automated Scoring of Kinematics Graph Answers through the Design and Application of a Convolutional Neural Network-Based Scoring Model (합성곱 신경망 기반 채점 모델 설계 및 적용을 통한 운동학 그래프 답안 자동 채점)

  • Jae-Sang Han;Hyun-Joo Kim
    • Journal of The Korean Association For Science Education
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    • v.43 no.3
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    • pp.237-251
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    • 2023
  • This study explores the possibility of automated scoring for scientific graph answers by designing an automated scoring model using convolutional neural networks and applying it to students' kinematics graph answers. The researchers prepared 2,200 answers, which were divided into 2,000 training data and 200 validation data. Additionally, 202 student answers were divided into 100 training data and 102 test data. First, in the process of designing an automated scoring model and validating its performance, the automated scoring model was optimized for graph image classification using the answer dataset prepared by the researchers. Next, the automated scoring model was trained using various types of training datasets, and it was used to score the student test dataset. The performance of the automated scoring model has been improved as the amount of training data increased in amount and diversity. Finally, compared to human scoring, the accuracy was 97.06%, the kappa coefficient was 0.957, and the weighted kappa coefficient was 0.968. On the other hand, in the case of answer types that were not included in the training data, the s coring was almos t identical among human s corers however, the automated scoring model performed inaccurately.

The Effect of Action Observation Training on Dexterity of Affected Upper Extremity Motor Function and ADL in Stroke Patients (과제지향적 동작관찰훈련이 뇌졸중 환자의 환측 상지기민성과 일상생활활동에 미치는 영향)

  • Eom, Sook;Kim, Su-Kyoung
    • The Journal of Korean society of community based occupational therapy
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    • v.3 no.1
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    • pp.55-66
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    • 2013
  • Objective : The purpose of present study was to determine effects of task oriented action observation training on dexterity of upper limb function after stroke. Training was progressed to imitation and intensive training after observation to required action in ADL. Method : 15 stroke patients were selected and one group pretest-posttest design was applied. Targets observed performance actions of task orientated task through a video and limitated action repeatedly, Training was performed 3 times a week and 20~30 minutes for each round for 3 weeks. Manual function test and 10-second test and Box and block test were performed for a dexterity of upper extremity motor function, Modified Barthel index and Motor activity log were performed for ADL. Result : After the training, a dexterity of affected upper extremity motor function of the target showed significant difference between before and after intervention, ADL showed significant improvement between before and after intervention. Conclusion : Task orientated Action observation lead a positive effect of recovering a dexterity of upper extremity motor function and ADL. Therefore, this study suggest a action observation training as one strategy of an intervention type of th e occupational therapy.

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Effects of Communication Improvement on Caregivers Education and Training on Aphasia (보호자 교육과 경험학습 훈련이 실어증 환자의 의사소통 개선에 미치는 효과)

  • Park, Hee-June;Chang, Hyun-Jin
    • Therapeutic Science for Rehabilitation
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    • v.8 no.2
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    • pp.79-88
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    • 2019
  • Objective : Aphasia interferes with communication between the patient and conversation partner. Adequate communication is essential not only for the patient but also for caregiver education and training Method : This study examined the benefits of parental education and group training in terms of improving the communication of six aphasic patients and their caregivers(family members). Caregiver education provided caregivers with information on stroke and aphasia, and group training was conducted according to the experimental learning cycle. Result : As a result, communication increased in terms of sending and receiving messages or interactive communication. Furthermore, the questionnaire analysis showed that caregivers learned more about aphasia and had confidence in using facilitation strategies. Conclusion : Giving educational opportunities to patients and caregivers promotes caregiver's knowledge and positively interacts.

Printed Name on ID Card recognition using a Hierachical Organized Neural Network (계층적 신경망을 이용한 주민등록증 성명인식)

  • 서원택;조범준
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.04c
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    • pp.325-327
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    • 2003
  • 본 논문에서는 인쇄체 한글을 실용적으로 인식할 수 있는 계층적으로 구성한 신경망을 제안하고, 이를 이용해서 주민등록증의 성명을 인식하는데 적용하였다. 문자영상을 신경망을 이용하여 한글의 6가지 유형으로 먼저 분류한 후, 분류된 문자영상을 각 형식에 따라 자소단위로 분할해서 각 형식에 따른 신경망으로 인식하는 구조로 만들었다. 훈련용 데이터는 각 형식 별로 자소를 분리해서 얻은 영상들을 자소별 평균이미지로 만들어서 이를 조합하여 만든 글자로 사용하였다. 그래서 같은 형식의 같은 자음이라도 글자의 모양과 위치가 조금 다른것에 대해서 강인한 훈련을 할 수 있었다. 또한 입력단에서의 잡음을 줄이기 위해 히스토그램의 국부 평균을 적용하였다. 100명의 주민등록증을 컴퓨터 카메라를 이용하여 입력받아서 테스트한 결과 98.1%의 높은 인식률을 얻을 수 있었다.

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POMDP based Dialogue Management System for Train Reservation Service (열차 예약을 위한 POMDP 기반의 대화 관리 시스템)

  • Sung, Joo Won;Eun, Jihyun;Kim, Hyunjeong;Chang, Du-Seong
    • Annual Conference on Human and Language Technology
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    • 2008.10a
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    • pp.167-171
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    • 2008
  • 본 연구에서는 열차 예약 영역에 통계적 대화형 인터페이스를 도입하여 보다 자연스럽고 오류에 강인한 서비스 제공의 가능성을 검토하였다. 훈련용 코퍼스를 기반으로 사용자 및 시스템 행동 유형, 상태 변이 확률을 추출하여 정책을 도출하고, 성능분석용 코퍼스 기반 사용자 모델로 그 성능을 실험하였다. 방대한 시나리오의 반영을 위해 대량의 코퍼스 수집이 필요한 예제 기반 대화 정책, 혹은 인식기에 의한 오류나 노이즈를 고려하지 않음으로써 현실의 불확실성을 자연스럽게 반영하지 못하는 MDP 대화 정책에 비해 POMDP 정책은 효율적이고 빠른 훈련 알고리즘을 지속적으로 개선시켜 나간다면 적은 노력과 비용으로 효율적이고 강인한 대화 서비스의 제공이 가능할 것으로 기대된다.

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Feedback Seeking Behavior in Work Information Environment (작업정보환경에서의 피이드백 추구행위)

  • Yun, Bang-Seop
    • Korean Business Review
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    • v.7
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    • pp.145-164
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    • 1994
  • 본 연구는 조직의 작업정보환경이 개인의 피이드백 추구 행위에 어떤 영향을 주는가에 관한 탐색적인 연구이다. 피이드백 추구 행위를 '탐지'와 '문의'의 유형으로 나누되, 피이드백 원천에 따라 상사에 대한 문의, 상사에 대한 탐지, 동료에 대한 문의, 동료에 대한 탐지를 구분하였으며, 작업정보환경은 피이드백 원천(상사, 동료, 자기자신)으로부터의 피이드백을 피이드백 부호(긍정적 피이드백, 부정적 피이드백)에 따라 평가하였다. 연구의 방법은 군 헬리콥터 조정사 훈련생 187명을 대상으로 질문지 방법에 의하였다. 연구의 결과 첫째, '탐지'와 '문의'의 피이드백 추구행위는 정의 상관관계를 보임으로써 피이드백 추구전략으로서 두 행위 유형은 서로 대체관계에 있지 않으며, 특정 유형의 피이드백 추구행위가 오히려 다른 유형의 피이드백 추구행위에 대한 필요성을 높여주고 있는 것으로 나타났다. 즉, '탐지'를 통한 피이드백과 '문의'를 통한 피이드백은 적어도 질적으로 상이한 정보를 제공하여 주는 것으로 인식되고 있음을 알 수 있다. 둘째, 어떤 원천으로부터 제공되었거나 추구된 피이드백 정보는 다른 피이드백 원천으로의 추구행위와 정의 상관관계를 보임으로써, 여러 피이드백 원천들로부터 제공되는 피이드백 정보는 피이드백 수신자에게 서로 대체적인 역할을 하지 않으며, 특정 피이드백 원천으로부터의 피이드백은 피이드백 수신자로 하여금 질적으로 상이한 정보를 제공하여 주는 것으로 인식되는 상이한 원천으로부터의 피이드백을 추구하도록 한다는 것을 알 수 있다. 셋째, 작업정보환경에서 긍정적 피이드백이 주어지면 인상관리의 측면에서 적극적으로 피이드백을 추구하는 경향이 있었으며, 부정적 피이드백이 주어진 경우, 본 연구에서와 같이 성과가 매우 중요시 여겨지는 조직에서는 개인이 그 정보적 가치를 높게 평가하여 대체로 피이드백을 적극적으로 추구하는 경향이 있는 것으로 나타났다.

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The Influences of Service Quality on Brand Image and Brand Attitude (항공사 서비스품질이 브랜드 이미지, 브랜드태도에 미치는 영향과 항공사 유형에 따른 인식의 차이에 관한 연구)

  • Park, Hye-Yoon
    • The Journal of the Korea Contents Association
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    • v.16 no.6
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    • pp.374-386
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    • 2016
  • This research has analyzed the influences of Service quality on Brand image, Brand attitude and Behavioral intentions. And it is also investigate how is brand image and attitude effects behaviors on customers to choose airline. This research have valuable data in order to establish the strategy how airlines can introduce themselves to customers. Based on the statistic results, We are able to find out the meaningful differences. Airline's Service Quality cause the positive influences on brand image, brand attitude and behavioral intentions. This research has several implications such as what kind of strategies airline needs focused on in order to improve passenger's satisfaction.

A Systematic Literature Review of School Readiness Programs for Children With Disabilities (장애아동의 학교준비도 프로그램(School Readiness Program)에 대한 체계적 문헌 고찰)

  • Kim, Eun Ji;Kwak, Bo-Kyeong;Park, Hae Yean
    • Therapeutic Science for Rehabilitation
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    • v.12 no.3
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    • pp.7-18
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    • 2023
  • Objective : This study aimed to confirm the research characteristics by analyzing the literature that applied the school readiness programs for children with disabilities. Methods : Studies were collected from the PubMed, Embase, Web of Science, and Research Information Sharing Service databases. The key terms were "School readiness" AND ("Occupational Therapy" OR "Rehabilitation") in English and Korean. Total eight articles were selected through the selection and exclusion criteria. Results : The programs included multi-type training, motor skill training, parent training, and mobile application training. The providers were psychologists, occupational therapists, physical therapists, speech pathologists, community workers, educators, and the psychologists who conducted most of the research. The program factors can be classified into academic function, motor function, social function, parental training, and others. Academic and social functions accounted for the largest proportion of the respondents. The intervention improved multiple skills, literacy, parenting skills, and gross fine motor function. Conclusion : This study aimed to provide basic data for school-based occupational therapy by analyzing school readiness programs for children with disabilities. Recently, interest in and research on school readiness has increased. Occupational therapists should also establish their roles in the field of school-related rehabilitation and provide various school-based occupational therapies.

DENTAL CARE AND THE STATE OF EDUCATION AND TRAINING OF DENTISTS FOR THE HANDICAPPED (장애인의 치과진료 현황과 치과의사의 교육 및 훈련 정도에 대한 조사연구)

  • Kim, Seon-Mi
    • Journal of the korean academy of Pediatric Dentistry
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    • v.28 no.1
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    • pp.87-94
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    • 2001
  • A survey was undertaken among a group of dentists working at private dental clinics to investigate the state of dental care and the level of education and training in the dental care to people with handicaps. Forty four percents of dental clinics take care of one more patients per month. The types of handicaps were physical, mental, sensory handicap and autism. The common problems are difficulty in communication and delay of treatment. Forty nine percents of dentists got education and nineteen percents had clinical experience for dental care of handicapped patients. Most of dentists felt necessity of training program and establishment of specialized dental hospital supported by government for the handicapped. This study indicated the necessity of undergraduate and postgraduate education and clinical training for dental care of handicapped patients.

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Active Control for Seismic Response Reduction Using Probabilistic Neural Network (지진하중을 받는 구조물의 능동제어를 위한 확률신경망 이론)

  • Kim, Doo-Kie;Lee, Jong-Jae;Chang, Seong-Kyu;Choi, In-Jung
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.11 no.1
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    • pp.103-112
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    • 2007
  • Recently structures become longer and higher because of the developments of new materials and construction techniques. However, such modern structures are susceptible to excessive structural vibrations, which may induce problems of serviceability and structural damages. In this paper we attempt to control structural vibration using the probabilistic neural network(PNN) and the artificial neural network(ANN) based on the training pattern that consist of only the structural state vector and the control force. The state vectors of the structure and control forces made by linear quadratic regulator(LQR) algorithm are used for training pattern of PNN and ANN. The proposed algorithm is applied for the vibration control of the three story shear building under Northridge earthquake. Control results by the proposed PNN and ANN are compared with each other.