• Title/Summary/Keyword: Learning capability

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Nonlinear Function Approximation Using Efficient Higher-order Feedforward Neural Networks (효율적 고차 신경회로망을 이용한 비선형 함수 근사에 대한 연구)

  • 신요안
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.21 no.1
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    • pp.251-268
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    • 1996
  • In this paper, a higher-order feedforward neural network called ridge polynomial network (RPN) which shows good approximation capability for nonlnear continuous functions defined on compact subsets in multi-dimensional Euclidean spaces, is presented. This network provides more efficient and regular structure as compared to ordinary higher-order feedforward networks based on Gabor-Kolmogrov polynomial expansions, while maintating their fast learning property. the ridge polynomial network is a generalization of the pi-sigma network (PSN) and uses a specialform of ridge polynomials. It is shown that any multivariate polynomial can be exactly represented in this form, and thus realized by a RPN. The approximation capability of the RPNs for arbitrary continuous functions is shown by this representation theorem and the classical weierstrass polynomial approximation theorem. The RPN provides a natural mechanism for incremental function approximation based on learning algorithm of the PSN. Simulation results on several applications such as multivariate function approximation and pattern classification assert nonlinear approximation capability of the RPN.

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Knowledge Creating Patterns of Technology Catching-up and Pioneering Phase in the New Product Development Process (신제품 개발 과정에서 기술추격과 선도개발 단계의 지식창출 패턴)

  • Seol, Hyun-Do
    • Knowledge Management Research
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    • v.5 no.2
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    • pp.25-51
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    • 2004
  • The purpose of this study is to investigate the knowledge creating pattern of technology catching-up and pioneering phase in the new product development process. This paper first reviews the knowledge conversion, absorptive capability, learning orientation and the trigger of learning. The paper then presents the integrative model of knowledge creating. Based on the integrative model, in-depth case analysis was conducted on the new product development process in Phicom. As a result, the paper discuss that the pattern of absorptive capability building, knowledge conversion and knowledge transfer is different from technology catching-up and pioneering phase. Finally, the implications and limitations of the study are discussed.

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Organizational Capabilities for Effective Knowledge Creation: An In-depth Case Analysis of Quinolone Antibacterial Drug Discovery Process (효과적 지식창출을 위한 조직능력 요건: 퀴놀론계 항생제 개발 사례를 중심으로)

  • Lee, Chun-Keun;Kim, Linsu
    • Knowledge Management Research
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    • v.2 no.1
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    • pp.109-132
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    • 2001
  • The purpose of this article is to develop a dynamic model of organizational capabilities and knowledge creation, and at the same time identify the organizational capability factors for effective knowledge creation, by empirically analyzing the history of new Quinolone antibacterial drug compound (LB20304a) discovery process at LG, as a case in point. Major findings of this study are as follows. First, in a science-based area such as drug development, the core of successful knowledge creation lies in creative combination of different bodies of scientific explicit knowledge. Second, the greater the difficulty of learning external knowledge, the more tacit knowledge is needed for the recipient firm to effectively exploit that knowledge. Third, in science-based sector such as pharmaceutical industry, the key for successful knowledge creation lies in the capability of recruiting and retaining star scientists. Finally, for effective knowledge creation, a firm must keep its balance among three dimensions of organizational capabilities: local, process, architectural capabilities.

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Development and Application of CT-SPI Model for Improving Computational Thinking for Elementary School Students

  • Sung, Young-Hoon
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.1
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    • pp.169-180
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    • 2016
  • In this paper, we propose a CT-SPI Model based on a physical computing for improving Computational Thinking(CT) for elementary students. This study analyzes the results obtained from applying the CT-SPI model to fourth-grade class. The model is designed to embrace the learning activities and CT elements for three different stages: System thinking, Prototyping and Interaction. For providing curriculum with CT-SPI model, physical SW educational module is developed, so that learners could focus on internalizing CT. The study results indicate that a learning satisfaction and a degree of learner interest improve significantly. Comprehensive CT capability assessment results in three levels show that the capability in lowest level (score is below 4 out of 10) has decreased by 46.6% but capability in highest level (over 7 out of 10) has increased by 20%.

Strategy Orientation, Innovation Capability, and Women Entrepreneurial Performance in Culinary Business in Indonesia

  • QODRIAH, Sari Laelatul;DARSONO, Darsono;RIANI, Asri Laksmi;ANANTANYU, Sapja
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.7
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    • pp.203-213
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    • 2021
  • This paper aims to analyze the influence of innovation capabilities on the relationship between strategic orientation and the performance of women small and medium entrepreneurs (SMEs). The strategic orientation in this study used three constructs, namely market orientation, learning orientation, and technology orientation. The method of data collection was the survey method and was collected from 149 SMEs in the typical culinary industry in Indonesia using probability samples. The data analysis method uses path analysis. The results showed that the influence of strategic orientation on business performance has strengthened previous studies. However, in this study strategic orientation that directly affects business performance is market orientation and learning orientation, while technology orientation has no direct effect. The existence of innovation capability as a mediation variable strengthens the influence of strategic orientation on business performance. The results of this study also showed that the ability of innovation has a positive and significant effect on the performance of women entrepreneurs in Indonesia. The contribution of this research pays special attention to the strategic orientation of women entrepreneurs engaged in the culinary business in Indonesia.

A Backpropagation Learning Algorithm for pRAM Networks (pRAM회로망을 위한 역전파 학습 알고리즘)

  • 완재희;채수익
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.31B no.1
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    • pp.107-114
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    • 1994
  • Hardware implementation of the on-chip learning artificial neural networks is important for real-time processing. A pRAM model is based on probabilistic firing of a biological neuron and can be implemented in the VLSI circuit with learning capability. We derive a backpropagation learning algorithm for the pRAM networks and present its circuit implementation with stochastic computation. The simulation results confirm the good convergence of the learning algorithm for the pRAM networks.

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A fuzzy dynamic learning controller for chemical process control

  • Song, Jeong-Jun;Park, Sun-Won
    • 제어로봇시스템학회:학술대회논문집
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    • 1991.10b
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    • pp.1950-1955
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    • 1991
  • A fuzzy dynamic learning controller is proposed and applied to control of time delayed, non-linear and unstable chemical processes. The proposed fuzzy dynamic learning controller can self-adjust its fuzzy control rules using the external dynamic information from the process during on-line control and it can create th,, new fuzzy control rules autonomously using its learning capability from past control trends. The proposed controller shows better performance than the conventional fuzzy logic controller and the fuzzy self organizing controller.

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학습제어기를 이용한 직류전동기제어

  • 홍기철;남광희
    • 제어로봇시스템학회:학술대회논문집
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    • 1989.10a
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    • pp.402-406
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    • 1989
  • Since the control parameters of classical PID controller are fixed for all control period, it is not easy to produce a desired transition phenomena. We incorporate an iterative learning scheme to the linear controller so that it has more flexibility and adaptation capability especially in the transition period. In this paper a hybrid type learning controller is proposed in which fixed linear controller guides learning at the beginning stage. Once a perfect learning is achieved, then the control action is performed by only the learning controller. A computer simulation result demonstrates better performance during transition time than that with only linear PD controller.

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Effectiveness of Blended Learning at Corporate Education & Training Setting (기업교육에서 블렌디드 학습의 효과성에 관한 연구)

  • Suh, Soon-Shik;Kim, Sung-Wan;Lee, Hyun-Kyung
    • Journal of The Korean Association of Information Education
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    • v.10 no.1
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    • pp.143-152
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    • 2006
  • The aim of this study was to analyze effects of a blended learning program based on case study approach and to suggest implications in appropriately evaluating blended learning in practices for corporate education and training. In order to achieve the goal, issues such as the ones related to blended learning including development and status quo of blended learning programs in the field of corporate education and training and operation models for the blended learning were reviewed. Then, the outcomes of a blended learning program were completely analyzed through systems approach. The methodology of the study was a mixed research method which was comprised of quantitative and qualitative approaches. The results of quantitative analysis showed that blended learning itself seemed to have significant effects on the leadership capability in general assessment and self assessment. The most viable effects of blended learning in leadership training are said to be actual change of actions and activities in leadership capability of the participants followed by changes in their job tasks contributing to improving the managerial performance of the company, good transfer to current job tasks, and implementation of the practice plans.

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Improve Digit Recognition Capability of Backpropagation Neural Networks by Enhancing Image Preprocessing Technique

  • Feng, Xiongfeng;Kubik, K.Bogunia
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.49.4-49
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    • 2001
  • Digit recognition based on backpropagation neural networks, as an important application of pattern recognition, was attracted much attention. Although it has the advantages of parallel calculation, high error-tolerance, and learning capability, better recognition effects can only be achieved with some specific fixed format input of the digit image. Therefore, digit image preprocessing ability directly affects the accuracy of recognition. Here using Matlab software, the digit image was enhanced by resizing and neutral-rotating the extracted digit image, which improved the digit recognition capability of the backpropagation neural network under practical conditions. This method may also be helpful for recognition of other patterns with backpropagation neural networks.

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