• Title/Summary/Keyword: model-based cluster

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Automated K-Means Clustering and R Implementation (자동화 K-평균 군집방법 및 R 구현)

  • Kim, Sung-Soo
    • The Korean Journal of Applied Statistics
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    • v.22 no.4
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    • pp.723-733
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    • 2009
  • The crucial problems of K-means clustering are deciding the number of clusters and initial centroids of clusters. Hence, the steps of K-means clustering are generally consisted of two-stage clustering procedure. The first stage is to run hierarchical clusters to obtain the number of clusters and cluster centroids and second stage is to run nonhierarchical K-means clustering using the results of first stage. Here we provide automated K-means clustering procedure to be useful to obtain initial centroids of clusters which can also be useful for large data sets, and provide software program implemented using R.

Research on the Influence of FTA between Korea and Japan on Tourism (한.일 FTA체결이 관광산업에 미치는 영향에 관한 연구)

  • Kim, Cheol-Won;Lee, Tae-Suk
    • Journal of Applied Tourism Food and Beverage Management and Research
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    • v.17 no.1
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    • pp.41-67
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    • 2006
  • The study is aimed to analyze the influence of FTA(Free Trade Agreement) between Korea and Japan on tourism and to suggest ways to increase tourists exchange between them by considering countermeasures of Korea's tourism based on the analysis and deriving political significance. The results of the study showed that the expected effects of FTA between Korea and Japan on tourism would overall be positive. There would be increases in employment and a higher rate of foreign-exchange earning, which plays a critical role in the cash flow. Therefore the government is required to prepare for several political measures as follows. First, ways to promote investment in tourism have to be established in a systematic way for FTA. Second, restructuring of tourism has to be considered seriously for tourism to be a high value-added industry after FTA. Third, the tourism information industry needs to be included in the tourism promotion act to promote e-tourism using information technology. In addition to this, an expansive cluster strategy needs to be developed, which relates tourism to other industries like culture and movies and to find ways to re-locate and re-educate manpower currently engaged in the tourism industry. Though the study investigated the influence of FTA on tourism through a practical analysis, it was restricted only to Korea. So the influence of FTA between Korea and Japan on the tourism of Japan should be included in further study. Furthermore, in subsequent studies the CGE(Computable General Equilibrium) model will be applied for objective analysis of the effects. Or measuring the ripple effect with multinational inter-industry relation table will be made for the study to make practical contributions to the development of government policy.

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An Antenna Shuffling Scheme for DSTTD System Based on Post-processing Signal to Noise Ratio (수신 신호 대 잡음비에 기반한 안테나 셔플링을 적용 DSTTD 시스템)

  • Jung Sunghun;Shim Seijoon;Lee Chungyong;Youn Dae Hee
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.42 no.1
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    • pp.75-80
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    • 2005
  • A new antenna shuffling scheme for double space time transmit diversity is proposed. The proposed method obtains the shuffling pattern directly from the estimated channel by maximizing minimum post-processing signal to noise ratio(SNR), while the conventional method minimizes channel correlation. Since the minimum post-processing SNR is directly related with error performance, the proposed method shows better bit error rate performance than the conventional method. Monte Carlo simulations showed that the proposed scheme has more 3 dB SNR gain than the conventional scheme for 10/sup -3/ bit error rate in spatially correlated fadingcaused by a single cluster model.

Analysis of Creep Effective Stress in Austenitic Heat Resistant Steel (오스테나이트계 내열강의 크리프 유효응력 해석)

  • Nam, Ki-Woo;Park, In-Duck
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.26 no.7
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    • pp.1317-1323
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    • 2002
  • This paper describes the comparison of calculated effective stress with experimental one in austenitic heat resistant steels, STS310J1TB and STS310S with and without a small amount of Nb and N. Based on a solute atoms diffusion model, contribution from soluble nitrogen to the high-temperature strength was numerically examined for austenitic heat-resisting Fe-Cr-Ni-N(STS310J1TB) and Fe-Cr-Ni (STS310S) alloys. The solute atmosphere dragging stress of dislocation was calculated in optional dislocation velocity of STS310J1TB and STS310S at $650^{\circ}C$, $675^{\circ}C$ and $700^{\circ}C$. As a result of the numerical calculation, the solute atmosphere dragging stress of STS310J1TB was about 50 times larger than that of STS310S. When the temperature became high, the maximum value of solute atmosphere dragging stress was small and the velocity of moving dislocation was fast. From the relationship between the dislocation rate and the solute atmosphere dragging stress, the relation of both was proportional and the inclination is about 1 in the level with low velocity of moving dislocation. From above results, the mechanism of dislocation movement in STS310J1TB was the solute atmosphere dragging stress. The solute atmosphere dragging stress, which was calculated from the numerical calculation was close to the effect stress in stress relaxation tests.

Variability of Surface Water Properties in the Japan/East Sea on Different Time Scales

  • Ponomarev, Vladimir;Rudykh, Natalya;Dmitrieva, Elena;Ishida, Hajime
    • Ocean and Polar Research
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    • v.31 no.2
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    • pp.177-187
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    • 2009
  • This study examined the multi-scale variabilities of sea surface temperature (SST) and salinity in the Japan/East Sea (JES) based on statistical analyses of observational data, with a focus on the northwestern part of the sea. The regionality of JES SST variability was estimated for different frequency ranges on semimonthly (11-17 days), monthly to seasonal (30-90 days), quasi-semiannual (157-220 days), and quasi-biennial (1.5-3 years) time scales using cluster analyses of daily gridded SST data for 1996 to 2007 from the Japan Meteorological Agency (JMA). Several significant peaks and regional cores were found in each frequency range of the SST anomaly (SSTA) oscillations. Quasi-semiannual SSTA oscillations with high amplitude were found in the south-southwestern part of the Japan Basin ($41-43^{\circ}N$) and were amplified in the area adjacent to Peter the Great Bay. Oscillations with periods of 79 and 55 days also prevailed over the southwest Japan Basin between the Yamato Rise and the continental slope. A similar method was applied to classify SST and the annual cycle of surface salinity using Generalized Digital Environmental Model (GDEM) gridded data. The Tatarskii Strait and adjacent area showed the most specific annual cycles and variability in salinity on interannual to interdecadal time scales. The most significant inverse relationship between surface salinity in the Tatarskii Strait and southern JES areas was found on the interdecadal time scale. Linkages of sea water salinity in the Tatarskii Strait with Amur River discharge and wind velocity over Amurskii Liman were also revealed.

Theoretical Examination of Network cities and Application Possibility for South-East Region in Korea (네트워크도시의 이론적 검토와 동남권에의 적용 가능성에 관한 연구)

  • Kwon, O-Hyeok
    • Journal of the Economic Geographical Society of Korea
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    • v.12 no.3
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    • pp.277-290
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    • 2009
  • This paper aims to draw essential facts of network city, to analyze the urban corridor in South-East region, Korea, as a network city. Firstly, the characteristics of the network city is examined theoretically. The global economy is developing an innovative class of network cities. A network cities evolve when two or more previously independent cities, potentially complementary in function, strive to cooperate and achieve significant scope economies aided by-fast and reliable transport and communications infrastructure. Network Cities place a higher priority on knowledge-based activities like research, education and the creative arts. Each constituting city stands to benefit from the synergies of interactive growth via reciprocity, knowledge exchange and unexpected creativity. Secondly, we discussed the network structure of cities in South-East region, Korea itself intensively. We survey the network location and outline of the urban corridor in South-East region, spatial specialization and interaction between the constituting cities. We also discussed the problems of the network cities in South-East region, Korea and introduced the desirable policies and alternatives. We can ascertain from the case study of cities in South-East region that the cities in South-East region corresponds the network city model fairly.

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Linkages of Financial Efficacy, Demographics, Risks Preference and Consumption Behavior in Malaysia

  • KUSAIRI, Suhal;SANUSI, Nur Azura;MUHAMAD, Suriyani;SHUKRI, Madihah;ZAMRI, Nadia
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.9
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    • pp.673-685
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    • 2020
  • Financial literacy is one of the sustainable development goals of huge concern of governments. Governments explore solutions addressing policies to improve financial literacy. Nevertheless, financial management has such a broad scope and is not just limited to knowledge. As human nature, individuals are born with different confidence levels that include various financial abilities. This study aims to investigate the household-financial efficacy through the application of psychometric instruments, risk preference, and demographic characteristics toward consumption decision behavior. The research is based on a survey 479 households in the peninsular Malaysia, and utilizes the structural equation model, cluster proportional and systematic random sampling, and two measurements - composite reliability and average variance extracted. Results show that households' financial efficacy is one of the critical factors that explain the households' consumption decision behavior. Also, risk preference, gender and area location (rural or urban) of the household determined the consumption decision behavior of the household. The effectiveness of consumption decision is not only determined by financial literacy, but also financial efficacy. The implications of this paper may help to design policies in narrowing the broad gap between the rural and urban level of financial efficacy. The government needs to take appropriate actions to fix it.

A Study of the Thematically Integrated Information Literacy Curriculum for Strengthening its Relationship with Curricula (교과 연계성 강화를 위한 학습주제 중심의 통합 정보활용교육과정에 관한 연구)

  • Song, Gi-Ho;Kim, Tae-Soo
    • Journal of the Korean Society for information Management
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    • v.25 no.3
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    • pp.41-64
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    • 2008
  • This study sought to develop an integrated information literacy curriculum that would have a strong relationship with curricula through the standard themes abstracted from theme network structures, scan and cluster analyses of the information literacy curricula. In addition, this study also attempted to develop a teaching-learning model for the developed integrated information literacy curriculum. This study utilized the themes of information literacy instruction that have interdisciplinary characteristics as analysis criteria in analyzing the commonality of information literacy instruction and the subject curricula. The following characteristics were found from the analyzing the areas of commonality. Foremost, the first themes(the fields of basic learning skills and nature) which belongs to the fields of information society, library, information technology, collaborative skills were found to have many relationships with the subject curricula. Next, the second themes(the field of information problem solving capabilities) which is the core field of information literacy instruction showed a weak relationship with the subject curricula.

Connected-IPs: A Novel Connected Industrial Parks Architecture for Building Smart Factory in Korea (연결형 산업단지(CIPs): 한국의 스마트공장 구축을 위한 연결형 산업단지 아키텍처)

  • Yang, Young-Chuel;Jeong, Jongpil
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.18 no.4
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    • pp.131-142
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    • 2018
  • In Korea, for the past 50 years, industrial parks have played an important role in economic growth as a cluster of national key industries. However, due to various problems of these old industrial parks, they are weakening competitiveness. It is necessary to be converted into a model for the management and fostering of high-tech industrial complex park by classifying them into development plans, management plans, and support plans according to types and characteristics of industrial parks. For this purpose, we propose CIPs (Connected-Industrial parks) using new technologies such as Cloud Computing, RFID, WSN, CPS, and Big Data analysis based on IoT. It is a hub that supports various services in transportation, warehousing and manufacturing fields while possessing and operating physical assets as concept. each CIP (Connected-Industrial park) is connected and expanded Through such CIPs, network-type collaborative manufacturing and intelligent logistics innovation enables cost reduction, delivery shortening, quality improvement.

A Study on the Effect of Bakery Shop Selection according to the Dietary Lifestyle on the Customer Behavioral Intention (식생활 라이프스타일에 따른 베이커리 카페 선택속성이 고객행동의도에 미치는 영향에 관한 연구)

  • Kim, Heon Chul
    • Culinary science and hospitality research
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    • v.21 no.4
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    • pp.221-235
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    • 2015
  • The purpose of this study is to provide evidence concerning the effects of selection attributes of bakery cafe and customer behavior intention through empirical analysis. Current study literary supported by previous studies that conducted to concepts such as selection attributes, customer behavioral intention, and based on research result, devised theoretical model combining each relation. For the empirical study, in addition, data were collected from customers who have been visited at bakery cafe located in Seoul, Busan, Gwangju, and Daegu. Total of 312 valid questionnaires are statistically analyzed to achieve the study objective. Frequency analysis, factor analysis, cross analysis, cluster analysis and ANOVA test were employed for statistical examination. Results show that bakery cafe marketers need to allocate resources of cafe by considering different attributes selection factors. Present study will be contributed to develop strategical implications to determine which selection attributes should be emphasized to attract more customers and to satisfy bakery cafe visitors.