• Title/Summary/Keyword: learning paradigm

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A Study on Impact of Deep Learning on Korean Economic Growth Factor

  • Dong Hwa Kim;Dae Sung Seo
    • International Journal of Internet, Broadcasting and Communication
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    • v.15 no.4
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    • pp.90-99
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    • 2023
  • This paper deals with studying strategy about impact of deep learning (DL) on the factor of Korean economic growth. To study classification of impact factors of Korean economic growth, we suggest dynamic equation of microeconomy and study methods on economic growth impact of deep learning. Next step is to suggest DL model to dynamic equation with Korean economy data with growth related factors to classify what factor is import and dominant factors to build policy and education. DL gives an influence in many areas because it can be implemented with ease as just normal editing works and speak including code development by using huge data. Currently, young generations will take a big impact on their job selection because generative AI can do well as much as humans can do it everywhere. Therefore, policy and education methods should be rearranged as new paradigm. However, government and officers do not understand well how it is serious in policy and education. This paper provides method of policy and education for AI education including generative AI through analysing many papers and reports, and experience.

Statistical Inference in Non-Identifiable and Singular Statistical Models

  • Amari, Shun-ichi;Amari, Shun-ichi;Tomoko Ozeki
    • Journal of the Korean Statistical Society
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    • v.30 no.2
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    • pp.179-192
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    • 2001
  • When a statistical model has a hierarchical structure such as multilayer perceptrons in neural networks or Gaussian mixture density representation, the model includes distribution with unidentifiable parameters when the structure becomes redundant. Since the exact structure is unknown, we need to carry out statistical estimation or learning of parameters in such a model. From the geometrical point of view, distributions specified by unidentifiable parameters become a singular point in the parameter space. The problem has been remarked in many statistical models, and strange behaviors of the likelihood ratio statistics, when the null hypothesis is at a singular point, have been analyzed so far. The present paper studies asymptotic behaviors of the maximum likelihood estimator and the Bayesian predictive estimator, by using a simple cone model, and show that they are completely different from regular statistical models where the Cramer-Rao paradigm holds. At singularities, the Fisher information metric degenerates, implying that the cramer-Rao paradigm does no more hold, and that he classical model selection theory such as AIC and MDL cannot be applied. This paper is a first step to establish a new theory for analyzing the accuracy of estimation or learning at around singularities.

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A Study on the Role of Industrial Mentors According to the Paradigm Shift in Education (교육 패러다임 변화에 따른 산업체 멘토의 역할에 대한 연구)

  • Lee, Juhyeon;Park, Hyung Kun
    • The Journal of Korean Institute for Practical Engineering Education
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    • v.4 no.2
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    • pp.104-109
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    • 2012
  • Cooperative education, a new paradigm of education, is a educational method of combining classroom-based education with practical work experience. To obtain appropriate learning experience during the work period, industrial mentors who provide beneficial advice and instruct students, are needed. Industrial mentors, basically, performs various roles in helping students to make the experiential learning efficiently, and the scope of their role is broad. In this paper, we classified the role of industrial mentors, proposed appropriate operating models and described the detail of their responsibilities.

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The effects of Sahyangsohapwon on Learning and Memory of AD Rats using Morris water maze and Radial arm maze paradigm (사향소합원(麝香蘇合元)이 Alzheimer's disease 모델 백서의 학습과 기억에 미치는 영향)

  • Whang Wei-Wan
    • Journal of Oriental Neuropsychiatry
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    • v.10 no.1
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    • pp.1-15
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    • 1999
  • The effects of Sahyangsohapwon on the enhancement of learning and memory of AD model rats were studied with Morris water maze and radial arm maze. Sample group was electrolytically lesioned on nbM, and then daily treated with the medicine for two months. Control group with nbM lesion, and sham group with the sham operation were treated the vehicle for same duration. The following results were observed. In the learning trials of Morris water maze, all three groups were improved in learning capacity as trials were repeated, but the sham group showed more prominent improvement in learning compared with the control group(p<0.01). 2. In memory retention test of Morris water maze, the sham group marked more significant improvement statistically in memory retention compared with the control group(p<0.05). 3. In the learning of radial arm maze, the sham group shows better learning capacity significantly compared with the control group(p<0.05). With the experimental results above, Sahyangsohapwon can be supposed to have the improving effects on the learning and memory of AD rats induced by electronical injury of nbM.

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Design and Implementation of a Web based Collaboration Learning System for Question Marking (웹 기반 문제저작 중심 협동 학습 시스템 설계 및 구현)

  • Choi, Yue-Soon;Jung, Suck-Tae;Park, Jong-Goo
    • Convergence Security Journal
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    • v.6 no.3
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    • pp.127-133
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    • 2006
  • Some Research is actively being done on a web-based collaborative learning system. This is changes in educational paradigm in the knowledge information age. A web-based collaborative learning system for question making is to improve the effect of studying through positive interactions between colleagues and to motivate studying through group competitions. This system is designed to active and self-leading studying when a learner do collaborative learning for question making in group. This system can help initiate and active studying to learner through a course of collaborative learning for question making. It can be used to achieve collaborative learning in various ways.

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The Analysis of Researches on the Brain-based Teaching and Learning for Elementary Science Education (초등과학교육에의 적용을 위한 뇌-기반 학습 연구의 교육적 의미 분석)

  • Choi, Hye Young;Shin, Dong-Hoon
    • Journal of Korean Elementary Science Education
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    • v.33 no.1
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    • pp.140-161
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    • 2014
  • The purpose of this study was to analyze 181 papers about brain-based learning appeared in domestic scientific journals from 1989 to May of 2012 and suggest application conditions in elementary science education. The results of this study summarizes as follows; First, learning activity suggested by brain-based learning study is mainly explained by working of brain function. Learning activity explained by brain-based learning study are divided into 'learning according to specialized brain function, learning according to brain function integration and learning beyond specialization and integration of hemispheres'. Second, it searched how increased knowledge of brain structure and function affects learning. Analysis from this point of view suggests that brain-based learning study affects learning in many ways especially emotion, creativity and learning motivation. Third, brain-based learning study suggests various possibilities of learning activity reflecting brain plasticity. Plasticity which is one of most important characteristics of brain supports the validity of learning activity as learning disorder treatment and explains the possibility of selective increment of brain function by leaning activity and the need of whole-brain approach to learning activity. Fourth, brain-based learning brought paradigm shifts in education field. It supports learning sophistication on the understanding of student's learning activity, guides learning method that reflects the characteristics of subject and demands reconstruction of curriculum. Fifth, there are many conditions to apply brain-based learning in elementary science education field, learning environment that fits brain-based learning, change of perspectives on teaching and learning of science educators and development of brain-based learning curriculum are needed.

Design and Prototype Implementation of a Smartphone Functional Application for Learning Chinese Language (중국어 학습을 위한 스마트폰 기능성 어플리케이션 설계 및 프로토타입 구현)

  • Maeng, Soo Yeon;Lee, Eun Ryoung
    • Journal of Digital Contents Society
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    • v.17 no.4
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    • pp.265-272
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    • 2016
  • Recently Chinese education market and social interest has been extended. Accordingly, smart learning based on smartphone applications became part of new educational paradigm. Also, there are more active research and development of applications for the Chinese language education. In this paper, we designed and implemented the smartphone functional application prototype for learning basic Chinese characters. Expression of Chinese characters, the comparison, listening in pronunciation, voice recording and listening, related content learning, and implement testing presented using casual user interface. In the future study, we will develop the prototype with user interface for learning Chinese conversation and individual index of evaluation can be effective learning Instrument without additional tools.

Fuzzy Inductive Learning System for Learning Preference of the User's Behavior Pattern (사용자 행동 패턴 선호도 학습을 위한 퍼지 귀납 학습 시스템)

  • Lee Hyong-Euk;Kim Yong-Hwi;Park Kwang-Hyun;Kim Yong-Su;June Jin-Woo;Cho Joonmyun;Kim MinGyoung;Bien Z. Zenn
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.7
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    • pp.805-812
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    • 2005
  • Smart home is one of the ubiquitous environment platforms with various complex sensor-and-control network. In this paper, a now learning methodology for learning user's behavior preference pattern is proposed in the sense of reductive user's cognitive load to access complex interfaces and providing personalized services. We propose a fuzzy inductive learning methodology based on life-long learning paradigm for knowledge discovery, which tries to construct efficient fuzzy partition for each input space and to extract fuzzy association rules from the numerical data pattern.

Calculating the Importance of Attributes in Naive Bayesian Classification Learning (나이브 베이시안 분류학습에서 속성의 중요도 계산방법)

  • Lee, Chang-Hwan
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.48 no.5
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    • pp.83-87
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    • 2011
  • Naive Bayesian learning has been widely used in machine learning. However, in traditional naive Bayesian learning, we make two assumptions: (1) each attribute is independent of each other (2) each attribute has same importance in terms of learning. However, in reality, not all attributes are the same with respect to their importance. In this paper, we propose a new paradigm of calculating the importance of attributes for naive Bayesian learning. The performance of the proposed methods has been compared with those of other methods including SBC and general naive Bayesian. The proposed method shows better performance in most cases.

Planning for the Yeonin Mountain Provincial Park (연인산 도립공원 조성계획)

  • Lee, Jun-Bok
    • Journal of the Korean Institute of Landscape Architecture
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    • v.35 no.1 s.120
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    • pp.9-19
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    • 2007
  • This plan was submitted as part of an invited competition for the provincial park planning of Yeonin Mountain, which was held by the Gyeonggi Innovation Corporation in November, 2006. The proposed site is located at Seungan-ri, Gapyung-eup, Gapyung-gun, Gyunggi-do and covers about $150,010m^2$. The main goal of this project is to "Suggest a New Park Paradigm" by shedding old ways of thinking about parks through an integrated development concept. Planning was approached as follows: First, providing an unique theme to the support facilities area of Yeonin Mountain Piovincial Park. To achieve this theme, the Seungan support facilities area was designated to be home to a Seven Colored Theme Garden, currently named the Native Wild-flower Garden, while the Baekdun facilities area is to be centered on a Self-loaming Forest Camp, which will give the chance of a hands-on wildlife experience. With these themes, which create recreational goals that will encourage not only tourism but education as well, the foundation was laid for a multi-purpose park paradigm. Second, Developing a Core Facility Zone. To accomplish the development of a core facility zone, park buildings will be arranged in accordance with an integrated building lay-out for easy access and use, and the facilities specified by design for the Seven Colored Theme Garden are provided for the newly prepared site. This will allow focus on the user's viewpoint instead of the view of the planner or of ease of maintenance.