• Title/Summary/Keyword: Model Support

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Visualizing SVM Classification in Reduced Dimensions

  • Huh, Myung-Hoe;Park, Hee-Man
    • Communications for Statistical Applications and Methods
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    • v.16 no.5
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    • pp.881-889
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    • 2009
  • Support vector machines(SVMs) are known as flexible and efficient classifier of multivariate observations, producing a hyperplane or hyperdimensional curved surface in multidimensional feature space that best separates training samples by known groups. As various methodological extensions are made for SVM classifiers in recent years, it becomes more difficult to understand the constructed model intuitively. The aim of this paper is to visualize various SVM classifications tuned by several parameters in reduced dimensions, so that data analysts secure the tangible image of the products that the machine made.

Modeling for Efficient QoS support in wireless Networks (무선 네트웍에서의 효율적인 QoS제공을 위한 모델링)

  • 이성협;염익준
    • Proceedings of the IEEK Conference
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    • 2001.06a
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    • pp.249-252
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    • 2001
  • This paper focuses on the consideration of not only QoS parameters in wired network, but also QoS parameters in wireless network that supported for the Efficient QoS in the Al1 Service Levels. So, We supposed the "Efficient QoS Model" that guaranteed the QoS parameters "Loss Profile" , "Service Degradation" , "Latency and Jittering" , "Mobility of Mobile User" , "Probability of seamless communication" in wired-wireless networks. And the Method of Efficient QoS support that we supposed consists of "Multicast Routing-RSVP Protocol architecture based on Mobile IP" and "Protocols internetworking model ".

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A Study on Design of Decatizing Cylinder with an Uniformly Distributed Pressure using Finite Element Method (유한요소법을 이용한 균압 구조를 가진 Decatzing Cylinder 설계에 관한 연구)

  • Kim, Jong-Su;Yun, Ho-Eop
    • 연구논문집
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    • s.32
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    • pp.111-120
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    • 2002
  • In this paper, the design of a decatizing cylinder with uniformly distributed pressure in a decatizing system is investigated by using the Finite Element Method. Particularly, since deflection of a cylinder will not perform to iron the fabrics, the cylinder design insuring uniform pressure is very important. In this paper proposed two improved cylinder model obtained by changing the support type of the bean and the support location. And perform optimization with two improved cylinder model.

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Kernel-Trick Regression and Classification

  • Huh, Myung-Hoe
    • Communications for Statistical Applications and Methods
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    • v.22 no.2
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    • pp.201-207
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    • 2015
  • Support vector machine (SVM) is a well known kernel-trick supervised learning tool. This study proposes a working scheme for kernel-trick regression and classification (KtRC) as a SVM alternative. KtRC fits the model on a number of random subsamples and selects the best model. Empirical examples and a simulation study indicate that KtRC's performance is comparable to SVM.

A study on the VN number and LMS based connectionless services mobility in wireless ATM netwroks (W-ATM 망에서 VN번호 및 LMS을 기반으로 한 비연결형 서비스의 이동성 제공방법)

  • 한치문;박원기
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.23 no.9A
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    • pp.2230-2239
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    • 1998
  • Recently, mobility support of connectionless mobile ATM data service has been mainly studied in wireless ATM communication network. this paper shows the network model for the mobility support of connectionless data service in ATM network, and proposes the methods to minimize COIP (care of IP address) acquisition processing time for MH(mobile host)migration. Th echaracteristics of proposed methods, COIP acquisition probability and IP data communication sequence of proposed model, are discussed in this paper.

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Mixed-effects LS-SVR for longitudinal dat

  • Cho, Dae-Hyeon
    • Journal of the Korean Data and Information Science Society
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    • v.21 no.2
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    • pp.363-369
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    • 2010
  • In this paper we propose a mixed-effects least squares support vector regression (LS-SVR) for longitudinal data. We add a random-effect term in the optimization function of LS-SVR to take random effects into LS-SVR for analyzing longitudinal data. We also present the model selection method that employs generalized cross validation function for choosing the hyper-parameters which affect the performance of the mixed-effects LS-SVR. A simulated example is provided to indicate the usefulness of mixed-effect method for analyzing longitudinal data.

FORECASTING GOLD FUTURES PRICES CONSIDERING THE BENCHMARK INTEREST RATES

  • Lee, Donghui;Kim, Donghyun;Yoon, Ji-Hun
    • Journal of the Chungcheong Mathematical Society
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    • v.34 no.2
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    • pp.157-168
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    • 2021
  • This study uses the benchmark interest rate of the Federal Open Market Committee (FOMC) to predict gold futures prices. For the predictions, we used the support vector machine (SVM) (a machine-learning model) and the long short-term memory (LSTM) deep-learning model. We found that the LSTM method is more accurate than the SVM method. Moreover, we applied the Boruta algorithm to demonstrate that the FOMC benchmark interest rates correlate with gold futures.

The Effect of Social Support on Infant Mother's Parenting Behavior: The Mediating Effects of Parenting Stress and Depression (사회적 지원이 영아기 자녀를 둔 어머니의 양육행동에 미치는 영향: 어머니의 양육스트레스와 우울의 매개효과를 중심으로)

  • Moon, Young-Kyung
    • Journal of Families and Better Life
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    • v.30 no.3
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    • pp.165-177
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    • 2012
  • This study examined the effect of social support on infant mother's parenting behavior and mediating effects of parenting stress and depression between social support and maternal parenting behavior. Participants were 2078 mothers of infant (4-10 month) in Korea. Data were analyzed by Structural Equation Model. Major findings were as follows: First, social support showed direct effect on maternal parenting behavior. That was the more mother receive social support, mother show responsive and warmer parenting behavior on infant. Second, maternal parenting stress mediated the effect of social support on maternal parenting behavior. That was the more mother receive social support, the less mother experience parenting stress, which in turn contribute to responsive and warm parenting behavior. Third, Maternal depression didn't mediate the effect of social support on maternal parenting behavior. However, social support and maternal parenting stress showed direct effects on maternal depression. This research suggest the needs for development of diverse social support policies and program to help mothers reduce maternal parenting stress and depression.

Concept Analysis of Support (지지개념 분석)

  • Kang, Kyung-Sook;Kim, Mee-Young;Jang, Su-Hyun;Jeong, Mi-Young
    • Research in Community and Public Health Nursing
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    • v.13 no.3
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    • pp.566-573
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    • 2002
  • A concept is a building block of a theory. The purpose of a concept analysis is to clarify the critical attributes of a concept and identify its real meaning, particularly if the concept is not understood in a clear and accurate manner. This study was conducted to analyze the concept of support, which has been adopted from another discipline and unclearly used in nursing science. For concept analysis of this study, Walker and Avant's method was used. Support is defined as a domain with emotional. informational. material and evaluative aspects. Critical attributes of the concept of support included (1) an experience of support between a support provider and a client, (2) communication, (3) a relationship of mutual interchange of emotional, informational, material, evaluative support, and (4) intention, Cases related to the concept of support included model cases and appendix cases (against. boundary, and related). Antecedents of support were anxiety, depression, and loss of self-esteem, and consequences of support were comfort, increase of self-esteem, and trust. Based on these results, a nursing intervention that can provide a better quality of life for the prevention of diseases, health management, and health promotion may be developed in the future.

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A Study on a Prevention of Long-term Care self-reliance Support for the Elderly in Home: Proposal of an Prevention and Support for Self-reliance Support Model (재가노인의 장기요양예방과 자립지원에 관한 연구: 예방·자립지원 모형설계 방안제언)

  • Kim, Hyun-Sil;Hwang, Sung-Ja
    • 한국노년학
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    • v.30 no.4
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    • pp.1359-1375
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    • 2010
  • Expecting the expansion of the elderly population under long-term home care with the coming of the aged society, this study purposed to propose a prevention and self-reliance support model and to get practical implications for minimizing dependency on care benefits and enhancing the effectiveness of prevention and self-reliance support. Research methods employed for this study were: first, reviewing theoretical literature for clarifying the concept of prevention and self-reliance support in providing long-term care benefits for the elderly; second, identifying factors hindering prevention and self-reliance support through analyzing standard long-term care use plans and documents related to long-term care benefits at elderly welfare centers to which the research subjects belonged; and third, surveying care benefit users on factors hindering their use of prevention and self-reliance support and their needs in the use of care benefits. Based on the results of the three types of qualitative research, we proposed directions for prevention and self-reliance support modeling and suggested practical implications for enhancing the effectiveness of prevention and self-reliance support. For this study, we collected documentary materials and conducted in-depth interviews with the participants with the consents and cooperation of managers and professional social workers at day care centers and elderly welfare centers in D City. According to the results of this study, literature review suggested that long-term care prevention and self-reliance support should be provided in a way of 'strengthening user-centered support systems,' which support elderly long-term care beneficiaries' right to lead a life as the subject of their own life. Document analysis found the absence of benefits related to health and medicine and lack of social support systems for prevention and self-reliance support, and the results of in-depth interviews suggested the necessity to strengthen services related to elderly long-term care beneficiaries' prevention and self-reliance, and the keen needs of the long-term care elders for prevention and self-reliance included: ① loneliness, anxiety, fear; ② missing for and worry about children and people; ③ moving, outing; ④ health and medical services, rehabilitation programs; ⑤ desire to use day care; ⑥ inconvenience of house structure; ⑦desire for meal menus; and ⑧ the occurrence of disuse syndrome. Based on these results, we suggested the base of prevention and self-reliance support modeling with three axes: ① strengthening user-centered support systems; ② strengthening support systems connected to health and medicine; and ③ strengthening social support systems.