• 한국정보처리학회논문지
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• 제4권11호
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• pp.2812-2821
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• 1997

본 논문에서는 셀의 소형화와 무선 통신 서비스 이용 인구의 증가에 의해 발생하는 위치 등록 빈도의 증가를 해결할 수 있는 클러스터 개념을 이용한 위치 등록 프로토콜의 성능을 분석하였다. 클러스터 크기와 시간의 흐름에 따른 위치 등록 확률을 계산하여 클러스터 크기와 위치 등록율의 관계를 정량적으로 분석하였으며, 실제로 육각형 셀 구조에 적용하여 위치 등록 확률을 클러스터의 크기에 따라 구해 보고 시뮬레이션을 통해 이를 검증하였다．

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제12권11호
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• pp.5323-5343
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• 2018

Mobile applications and social networks tend to enhance the need for high-quality content access. To address the rapid growing demand for data services in mobile networks, it is necessary to develop efficient content caching and distribution techniques, aiming at significantly reduction of redundant content transmission and thus improve content delivery efficiency. In this article, we develop optimal cooperative content cache and distribution policy, where a geographical cluster model is designed for content retrieval across the collaborative small cell base stations (SBSs) and replacement of cache framework. Furthermore, we divide the SBS storage space into two equal parts: the first is local, the other is global content cache. We propose an algorithm to minimize the content caching delay, transmission cost and backhaul bottleneck at the edge of networks. Simulation results indicates that the proposed neighbor SBSs cooperative caching scheme brings a substantial improvement regarding content availability and cache storage capacity at the edge of networks in comparison with the current conventional cache placement approaches.

• 한국산학기술학회논문지
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• 제13권11호
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• pp.5487-5495
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• 2012

무선 센서 네트워크 환경에서 클러스터키 등의 보안키를 적용하기 위한 중요한 고려 사항은 보안키 갱신이 안전하게 이루어져야 하고, 보안키 갱신 시 요구되는 시간과 비용이 적어야 한다는 점이다. 각 센서 노드는 제한된 에너지를 보유하기 때문에 보안키 갱신에 소모되는 에너지가 클 경우 전체 네트워크 수명에 많은 영향을 준다. 따라서 안전하고 에너지 효율적인 보안키 관리 방법이 요구된다. 본 논문에서는 그룹을 기반으로 한 에너지 효율적인 클러스터키 관리 방안을 제안한다. 제안하는 방법에서 대규모 센서 네트워크에서 안전하고 효율적인 키 관리를 위해 5개의 보안키를 사용하고, 섹터, 클러스터 및 그룹 수준의 보안 적합도를 관리하여 보안키 갱신 주기 및 보안에 사용되는 다항식의 차수를 차별화시킨다. 실험을 통해 이전의 보안키 관리 기법보다 네트워크 에너지 효율성이 향상됨을 입증한다.

• 정보처리학회논문지B
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• 제9B권1호
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• pp.113-118
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• 2002

본 논문에서는 클러스터 기반의 영상 검색 기법을 제시한다. 이 기법은 클러스터링 기법인 RAGMD를 이용하여 유사한 영상들을 클러스터로 분류한 후, 관련 클러스터로부터 영상을 검색하는 방법이다. 영상 검색시에 먼저, 전체 영상 데이터베이스를 차례대로 일일이 검색하는 것이 아니라, 질의 영상과 유사한 클러스터인 유사 영상 소집단에서 검색한다. 그러므로 이 방법은 직접 검색(Exhaustive Retrieval)과 거의 같은 검색 정밀도(Precision)를 유지하면서 검색 시간을 단축할 수 있다. 약 2,400개의 실제 영상들로 구성된 영상 데이터베이스를 사용한 실험에서, 제안된 검색 방법이 직접 검색과 거의 같은 정밀도를 유지하면서 약 18배의 빠른 검색 시간을 보였으며, 질의 영상과 같은 클래스에 속한 유사한 영상들을 더 많이 검색하는 것으로 나타났다.

• Molecular & Cellular Toxicology
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• 제1권4호
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• pp.248-255
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• 2005

To understand the response of cancer cells to anticancer drugs at the gene expression level, we examined the gene expression changes in response to five anticancer drugs, 5-fluorouracil, cytarabine, cisplatin, paclitaxel, and cytochalasin D in NCI-H460 human lung cancer cells. Of the five drugs, 5-fluorouracil had the most distinctive gene expression signature. By clustering genes whose expression changed significantly, we identified three clusters with unique gene expression patterns. The first cluster reflected the up-regulation of gene expression by cisplatin, and included genes involved in cell death and DNA repair. The second cluster pointed to a general reduction of gene expression by most of the anticancer drugs tested. A number of genes in this cluster are involved in signal transduction that is important for communication between cells and reception of extracellular signals. The last cluster represented reduced gene expression in response to 5-fluorouracil, the genes involved being implicated in DNA metabolism, the cell cycle, and RNA processing. Since the gene expression signature of 5-fluorouracil was unique, we investigated it in more detail. Significance analysis of microarray data (SAM) identified 808 genes whose expression was significantly altered by 5-fluorouracil. Among the up-regulated genes, those affecting apoptosis were the most noteworthy. The down-regulated genes were mainly associated with transcription-and translation-related processes which are known targets of 5-fluorouracil. These results suggest that the gene expression signature of an anticancer drug is closely related to its physiological action and the response of caner cells.

• 한국의류학회지
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• 제30권5호
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• pp.699-710
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• 2006

The objective of this study was to identify the texture-related components of woven fabrics and to develop a multidimensional perceptual structure map to represent the tactile textures. Eighty subjects in clothing and tektite industries were selected for multivariate data on each fabric of 30 using the questionnaire with 9 pointed semantic differential scales of 20 texture-related adjectives. Data were analyzed by factor analysis, hierarchical cluster analysis, and multidimensional scaling(MDS) using SPSS statistical package. The results showed that the five factors were selected and composed of density/warmth-coolness, stiffness, extensibility, drapeability, and surface/slipperiness. As a result of hierarchical cluster analysis, 30 fabrics were grouped by four clusters; each cluster was named with density/warmth-coolness, surface/slipperiness, stiffness, and extensibility, respectively. By MDS, three dimensions of tactile texture were obtained and a 3-dimensional perceptual structure map was suggested. The three dimensions were named as surface/slipperiness, extensibility, and stiffness. We proposed a positioning perceptual map of fabrics related to texture naming system(TNS). To classify the textural features of the woven fabrics, hierarchical cluster analysis containing all the data variations, even though it includes the errors, may be more desirable than texture-related multidimensional data analysis based on factor loading values in respect of the effective variables reduction without losing the critical variations.

• 대한화장품학회지
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• 제48권1호
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• pp.25-32
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• 2022

본 연구에서는 20 대 ~ 40 대 한국 여성을 대상으로 피부 수분량, 피부 멜라닌, 피부 붉은기, 피부 비틀림 탄력을 측정하여 기초 피부 특성 데이터를 수집하고, 이를 나이와 상관성 분석을 진행하여 피부 지수를 만들고 이에 기반 하여 4 개의 군집으로 분류하여 그 특성을 확인하였다. 그 후 시제품 2 종을 2 주간 사용하여 피부 수분량, 피부 붉은기, 피부 각질량 감소에 대한 개선 효과를 확인한 후, 해당 시험자 중 피부 특성시험에 참여했던 피험자들을 대상으로 어느 군집에서 어떤 제품이 더 효과적이었는지 분석하였다. 이를 통해 피부 지수와 군집분석결과를 제품 효능평가에 반영하여 맞춤형 화장품 시장에 대비할 수 있는 가능성을 확인하였다.

• 한국자원식물학회지
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• 제35권6호
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• pp.785-795
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• 2022

Traditional germplasms are unsuitable for mechanized production, limiting adzuki bean production. The creation of cultivars that can be harvested by mechanized means is an urgent task for breeders. The bottom pod height (BPH), lodging resistance, and synchronous maturing of adzuki beans are critical factors for the reduction of losses due to mechanized harvesting. In this study, 14 traits of 806 adzuki bean accessions were analyzed. All growth stages and the yield, lodging score, and synchronous maturing correlated negatively with the BPH. These negative correlations reflect the increased difficulty of breeding to simultaneously satisfy the needs for no lodging, high synchronous maturing rates, BPHs > 10 cm, and high yield. We screened three germplasms with no lodging, high synchronous maturing rates, and BPHs > 10 cm that were used as mechanization-adapted breeding material for crossing with high-yield cultivars. Agronomic trait diversity in adzuki beans was also examined in this study. Principal component and cluster analyses were conducted for 806 germplasms resulting in three clusters with the yield and three growth stage traits serving as the main discriminating factors. Cluster 1 included high-yield germplasms with the number of pods per plant and the number of seeds per pod being the major discriminant factors. Cluster 2 included germplasms with long growth periods and large 100-seed weights while cluster 3 contained germplasms with high BPHs. In general, the characteristics that make mechanical harvesting feasible and those assessed in this study could be utilized to choose and enhance adzuki beans production.

• 제어로봇시스템학회:학술대회논문집
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• 제어로봇시스템학회 2002년도 ICCAS
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• pp.42.6-42
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• 2002

Kohonen's self organizing feature map (SOFM) converts arbitrary dimensional patterns into one or two dimensional arrays of nodes. Among the many competitive learning algorithms, SOFM proposed by Kohonen is considered to be powerful in the sense that it not only clusters the input pattern adaptively but also organize the output node topologically. SOFM is usually used for a preprocessor or cluster. It can perform dimensional reduction of input patterns and obtain a topology-preserving map that preserves neighborhood relations of the input patterns. The traditional SOFM algorithm[1] is a competitive learning neural network that maps inputs to discrete points that are called nodes on a lattice...

• Communications for Statistical Applications and Methods
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• 제9권2호
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• pp.543-553
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• 2002

Principal component analysis is applied to reduce p-dimensions into q-dimensions ( $q {\leq} p$). Any partition of a collection of data points with p and q variables generated by the application of six hierarchical clustering methods is re-classified by discriminant analysis. From the application of discriminant analysis through each hierarchical clustering method, correct classification ratios are obtained. The results illustrate which method is more reasonable in exploratory data analysis.