• Title/Summary/Keyword: Knowledge of result

Search Result 4,649, Processing Time 0.034 seconds

Knowledge Distillation Based Continual Learning for PCB Part Detection (PCB 부품 검출을 위한 Knowledge Distillation 기반 Continual Learning)

  • Gang, Su Myung;Chung, Daewon;Lee, Joon Jae
    • Journal of Korea Multimedia Society
    • /
    • v.24 no.7
    • /
    • pp.868-879
    • /
    • 2021
  • PCB (Printed Circuit Board) inspection using a deep learning model requires a large amount of data and storage. When the amount of stored data increases, problems such as learning time and insufficient storage space occur. In this study, the existing object detection model is changed to a continual learning model to enable the recognition and classification of PCB components that are constantly increasing. By changing the structure of the object detection model to a knowledge distillation model, we propose a method that allows knowledge distillation of information on existing classified parts while simultaneously learning information on new components. In classification scenario, the transfer learning model result is 75.9%, and the continual learning model proposed in this study shows 90.7%.

Knowledge and Skill Requisites on IS Practitioners: A Comparative Study on the Perception Discrepancy Among Practitioners, Recruiters, Professors, and Students (IS 실무자의 지식 및 기술 필요: IS 실무자, 채용 담당자, 교수, 학생 간의 인식 차에 대한 비교 연구)

  • Koh, Seok-Ha
    • Information Systems Review
    • /
    • v.12 no.2
    • /
    • pp.205-223
    • /
    • 2010
  • Korean professors and students majoring IS (information systems) were asked "How much knowledge and skills will be required for entry level IS practitioners?" The result shows that there are significant perception gaps between IS academics and IS practitioners and that the perception of IS academics is obsolete. The result implies that the obsolete perception of IS academics is one of the major causes that Korean IS practitioners are experiencing so severe knowledge and skill deficiency.

Analysis of teacher's cognitive knowledge about the middle school geometry (중학교 기하에 관한 교사의 인지적 지식 분석)

  • Ha, Young Hwa;Ko, Ho Kyoung
    • Journal of the Korean School Mathematics Society
    • /
    • v.16 no.1
    • /
    • pp.187-200
    • /
    • 2013
  • This study, as part of the research on mathematics teacher knowledge analyzed the differences in understanding and familiarity on geometric knowledge of middle-high school teachers. Through this study, survey was carried out using a questionnaire and examination for 80 middle-high school teachers. As the result, differences between familiarities about believing in knowing about the proposition, and actually understanding why the proposition is established, was big. These results can provide us implications on the education of teachers and pre-service teachers of middle-high school.

  • PDF

An Analysis of the Scientific Problem Solving Strategies according to Knowledge Levels of the Gifted Students (영재학생들의 지식수준에 따른 과학적 문제해결 전략 분석)

  • Kim, Chunwoong;Chung, Jungin
    • Journal of Korean Elementary Science Education
    • /
    • v.38 no.1
    • /
    • pp.73-86
    • /
    • 2019
  • The purpose of this study is to investigate the characteristics of problem solving strategies that gifted students use in science inquiry problem. The subjects of the study are the notes and presentation materials that the 15 team of elementary and junior high school students have solved the problem. They are a team consisting of 27 elementary gifted and 29 middle gifted children who voluntarily selected topics related to dimple among the various inquiry themes. The analysis data are the observations of the subjects' inquiry process, the notes recorded in the inquiry process, and the results of the presentations. In this process, the knowledge related to dimple is classified into the declarative knowledge level and the process knowledge level, and the strategies used by the gifted students are divided into general strategy and supplementary strategy. The results of this study are as follows. First, as a result of categorizing gifted students into knowledge level, six types of AA, AB, BA, BB, BC, and CB were found among the 9 types of knowledge level. Therefore, gifted students did not have a high declarative knowledge level (AC type) or very low level of procedural knowledge level (CA type). Second, the general strategy that gifted students used to solve the dimple problem was using deductive reasoning, inductive reasoning, finding the rule, solving the problem in reverse, building similar problems, and guessing & reviewing strategies. The supplementary strategies used to solve the dimple problem was finding clues, recording important information, using tables and graphs, making tools, using pictures, and thinking experiment strategies. Third, the higher the knowledge level of gifted students, the more common type of strategies they use. In the case of supplementary strategy, it was not related to each type according to knowledge level. Knowledge-based learning related to problem situations can be helpful in understanding, interpreting, and representing problems. In a new problem situation, more problem solving strategies can be used to solve problems in various ways.

Korean Students' Environmental Knowledge : From the Perspectives of International Comparative Studies in Science (우리 나라 학생들의 환경 관련 지식 수준 - 과학과 국제 비교 연구 결과를 중심으로)

  • 신동희
    • Hwankyungkyoyuk
    • /
    • v.14 no.2
    • /
    • pp.133-141
    • /
    • 2001
  • The purpose of this study was to verify the trends of Korean students'environmental science achievement in recent two international comparative studies, TIMSS-R and PISA 2000. Participants of TIMSS-R and PISA 2000 were 8th graders and 15-years-olds, respectively. The science items in TIMSS-R assess students'science concepts in the science curriculum and science items in PISA 2000 assess scientific literacy in the 21s1 daily life. To achieve this purpose, the 14 environmental knowledge items in TIMSS-R and 16 environmental knowledge items in PISA 2000 were analyzed. As a result of the comparison between Korean- and international percent correct, Korean students showed especially higher achievement in 'resources'or'ecosystem'items. On the contrary, Korean students showed relatively lower achievement in'biotechnology'or'environmental health'items. In general, Korean female students showed lower achievement than their male counterparts. The relationship among environmental knowledge, attitudes, and behavior should be examined more systematically.

  • PDF

Effects of Job Autonomy and Self-Efficacy on Creative Behavior: Focusing on the Mediation Effect of Knowledge Sharing in Smart Work Environment (직무자율성과 자기효능감이 창의적 행동에 미치는 영향: 스마트워크 환경에서 지식공유의 매개효과를 중심으로)

  • Ko, Eun jung;Lee, Sung jin;Kim, Sang soo
    • Knowledge Management Research
    • /
    • v.19 no.2
    • /
    • pp.163-185
    • /
    • 2018
  • In order to solve problems in an uncertain and complicated management environment of the modern world, a creative solution that combines diverse perspectives, knowledge, and effort based on diversity within an organization is required. Smart work environment provides an opportunity to express the potential diversity of an individual, extending the source of ideas to the organization, enhancing communication, and linking and sharing information and knowledge. So, this results in increased creative behavior. The purpose of this study is to investigate the effect of the process of connecting and sharing information and knowledge of organizational members on creative behavior and the effect of smart work environment in the process. The purpose of this study is to identify roles of job autonomy, self-efficacy, knowledge sharing and smart work environment in creative process. For the study, 353 surveys with work use group(156 people) and unused group(197 people). Statistical analysis included validity and reliability analysis, structural model analysis. The results showed that self-efficacy and job autonomy had positive effects on creative behavior and knowledge sharing, and job autonomy had a positive effect on self-efficacy. Knowledge sharing has a positive effect on creative behavior, and mediates the relationship between self-efficacy, job autonomy and creative behavior. Particularly, knowledge sharing has a more positive effect on smart work use group. In case of smart work use group, self-efficacy and job autonomy have a relatively high influence on knowledge sharing rather than direct influence on creative behavior appear. This result implies that the achievements of smart work are revealed in terms of knowledge sharing and creative behavior.

Personalized Information Delivery Methods for Knowledge Portals (지식포탈을 위한 개인화 지식 제공 방안)

  • Lee Hong Joo;Kim Jong Woo;Kim Gwang Rae;Ahn Hyung Jun;Kwon Chul Hyun;Park Sung Joo
    • Journal of Information Technology Applications and Management
    • /
    • v.12 no.4
    • /
    • pp.45-57
    • /
    • 2005
  • In order to provide personalized knowledge recommendation services, most web portals for organizational knowledge management use category or keyword information that portal users explicitly express interests in. However, it is usually difficult to collect correct preference data for all users with this approach, and, moreover, users' preferences may easily change over time, which results In outdated user profiles and impaired recommendation qualify. In order to address this problem, this paper suggests knowledge recommendation methods for portals using user profiles that are automatically constructed from users' activities such as posting or uploading of articles and documents. The result of our experiment shows that the Proposed method can provide equivalent performance with the manual category or keyword selection method.

  • PDF

A Case Study of Knowledge Management based on SECI (SECI기반 지식관리실증연구)

  • Chang, Woo-Kwon;Kim, Hyun-Hee
    • Journal of the Korean Society for information Management
    • /
    • v.20 no.4 s.50
    • /
    • pp.277-301
    • /
    • 2003
  • Knowledge Management is presented as the management method having the survival and competition of enterprise under variously changing management environment. Knowledge Management is introduced recently as successful survival strategy of advanced enterprise. Scientifically, however, the definition. study model and propulsion method of KM leave much to be desired, and now it has become the subjects of active study among scholars. To creation of the competitive power of the company have to be important knowledge based continuous innovation. That is to say, the knowledge management means a lot to knowledge assets included knowledge, knowledge creating, sharing, and acting This study aims to propose models on the research result based a case study of the financial industry in knowledge creating processes(SECI) and deriving knowledge management styles in the flied works of the bank.

The Effect of Fit between Knowledge Conversion Preference and Job Character on Job Effectiveness (지식전환선호도와 직무특성이 직무유효성에 미치는 영향)

  • Ha Gab-Jin;Seong Jeong-Hyeon
    • Management & Information Systems Review
    • /
    • v.17
    • /
    • pp.161-189
    • /
    • 2005
  • As the importance of intellectual assets has been brought into relief, this study aims at positively verifying where the intellectual workers' overall level of their knowledge conversion preference and their job character has reached, and how much the knowledge conversion preference, the job character and the fitness of both factors affects the job effectiveness respectively. For this purpose 3 types of research hypotheses were set up and the result of the verification of the hypotheses is summarized as follows: First, the verification of the relation between the knowledge conversion preference and the job effectiveness revealed that the workers who have the higher synthetic ability in knowledge conversion preference show the higher job satisfaction and job product. Secondly, the verification of the relation between the MPS representing the job character by measured index and the job satisfaction revealed that the absolute value of relative coefficient between the 4 factors excluding the public welfare factor and the MPS is 4, interpreted as medium correlation. Thirdly, the analysis on the degree of relation between the job product measured by the quality of job result and the input effort and the MPS showed that the absolute value of person relative coefficient is 5, interpreted not only as medium correlation but also very meaningful. Accordingly, the main purpose of this study was to give a guideline which can be utilized as an indicator for educating, training and placing the workers. As results, the main effect that the variable of knowledge conversion preference and job character chosen as the independent variable influences on the dependent variable of job satisfaction and job product is very meaningful except the public welfare factor.

  • PDF

Nurses′ Knowledge and Attitude to Pain Management in Children (간호사의 아동 통증 중재에 대한 지식 및 태도)

  • Shin Hee-Sun;Kim Dong-Hee
    • Child Health Nursing Research
    • /
    • v.9 no.2
    • /
    • pp.140-148
    • /
    • 2003
  • Purpose: The purpose of this study was to examine the nurses' knowledge and attitude to pain management in children and explore the status of pain management in clinical practice. Method: The subjects were 131 nurses enrolled in 3 university affiliated hospitals. Questionnaire method was utilized for data collection. Data was analyzed by SPSS statistical program. Result: The result was as follows: 1. The overall mean score of the pain knowledge was 16.88 (58.2%). The percentages of correct response in test subsections were pain assessment 45.5, choice of medication and drug action 48.7, and pain statement 79.6 respectively. 2. 70.3% of the nurses agreed or strongly agreed that the procedural pain should always be eliminated. And, 44.3% of the nurses agreed or strongly agreed that post-operative treatment of pain in children should always aim at eliminating the pain completely. 3. There was a significant relationship between pain attitude and knowledge related facts about pain(r=.217, p<.01). 4. When asked to identify the point of self-reported pain on a 0-10 scale at which the nurse would give medication, point 7 was mostly identified (29%). 5. Only 19.8% of the nurses utilized pain rating scale to assess children's pain. 6. The nonpharmacologic interventions nurses used most were position change, emotional support, and massage. 7. 68.7% of the nurses indicated that they learned about pain management from their current working environment. Also, Mostly helpful resource identified in increasing their pain management knowledge and skills was the continuing education program. Conclusion: The findings showed that there was a need to develop educational program for adequate pain management for children. Further research study is recommended to examine the effectiveness of the intervention methods for children's pain.

  • PDF