• 제목/요약/키워드: vertex importance

검색결과 8건 처리시간 0.026초

준지도 학습에서 꼭지점 중요도를 고려한 레이블 추론 (A Label Inference Algorithm Considering Vertex Importance in Semi-Supervised Learning)

  • 오병화;양지훈;이현진
    • 정보과학회 논문지
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    • 제42권12호
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    • pp.1561-1567
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    • 2015
  • 준지도 학습은 기계 학습의 한 분야로서, 레이블된 데이터와 레이블되지 않은 데이터 모두를 사용하여 모델을 학습함으로써 지도 학습에 비해 예측 정확도를 높일 수 있다. 최근 각광받고 있는 그래프 기반 준지도 학습은 입력 데이터를 그래프의 형태로 변환하는 그래프 구축 단계와 이를 사용하여 레이블되지 않은 데이터의 레이블을 예측하는 레이블 추론 단계로 나뉜다. 이 추론은 준지도 학습에서의 평활도 가정을 기본으로 한다. 본 연구에서는 추가로 각 꼭지점 중요도를 결합함으로써 개선된 레이블 추론 알고리즘을 제안한다. 이와 함께 알고리즘의 수렴성을 증명하고, 또한 실험을 통해 알고리즘의 우수성을 검증하였다.

AMBA(Advanced Microcontroller Bus Architecture) 기반의 IPSec 암호 프로세서의 구현 (Implementation of IPSec Cryptographic Processor Based AMBA Architecture)

  • 황재진;최명렬
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 학술대회 논문집 정보 및 제어부문
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    • pp.123-125
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    • 2004
  • The importance for Internet security has being increased and the Internet Protocol Security (IPSec) standard, which incorporates cryptographic algorithms, has been developed as one solution to this problem. IPSec provides security services in IP-Layer using IP Authentication Header (AH) and IP Encapsulation Security Payload (ESP). In this paper, we propose IPSec cryptographic processor design based AMBA architecture. Our design which is comprised Rijndael cryptographic algorithm and HAMC-SHA-1 authentication algorithm supports the cryptographic requirements of IP AH, IP ESP, and any combination of these two protocols. Also, our IPSec cryptographic processor operates as AMBA AHB Slave. We designed IPSec cryptographic processor using Xilinx ISE 5.2i and VHDL, and implemented our design using Xilinx's FPGA Vertex XCV600E.

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고령 남자의 겨울철 모자 착용 효과 -생리·심리적 검토- (Physiological and Psychological Effects of Wearing Winter Cap in Elderly Males)

  • 박준희;이주영
    • 한국의류학회지
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    • 제43권3호
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    • pp.405-415
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    • 2019
  • This study examined the physiological and psychological effects of wearing a winter cap at rest in a cold environment. Seven older males participated in two separate trials: wearing a winter cap (CAP) and non-wearing a winter cap (CON). The experiment was conducted for 60 min in a climatic chamber (air temperature $7.8{\pm}0.3^{\circ}C$ with $43{\pm}2%RH$) with sedentary posture. Microclimate temperature at the vertex of the head was $6.88^{\circ}C$ higher in CAP compared to CON (p<.01). Microclimate humidity at the vertex was lower in CAP than in CON only during the last 5 min (p<.01). Skin temperature at the forehead in CAP was higher than in CON (p<.01). During the last 5 min, rectal temperature was higher in CAP than that in CON (p<.05). Unlike CAP, the heart rate in CON during the last 5 min decreased significantly compared to the initial 5 min (p<.05). Subjects also felt less cold on the head/face in CAP than that in CON (p<.01). The results indicate that wearing a cap for elderly males positively affected body temperature regulation and cardiovascular response in cold environments. The importance of wearing warm hats for elderly males in winter should be emphasized.

Vibrational characteristic of FG porous conical shells using Donnell's shell theory

  • Yan, Kai;Zhang, Yao;Cai, Hao;Tahouneh, Vahid
    • Steel and Composite Structures
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    • 제35권2호
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    • pp.249-260
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    • 2020
  • The main purpose of this research work is to investigate the free vibration of conical shell structures reinforced by graphene platelets (GPLs) and the elastic properties of the nanocomposite are obtained by employing Halpin-Tsai micromechanics model. To this end, a shell model is developed based on Donnell's theory. To solve the problem, the analytical Galerkin method is employed together with beam mode shapes as weighting functions. Due to importance of boundary conditions upon mechanical behavior of nanostructures, the analysis is carried out for different boundary conditions. The effects of boundary conditions, semi vertex angle, porosity distribution and graphene platelets on the response of conical shell structures are explored. The correctness of the obtained results is checked via comparing with existing data in the literature and good agreement is eventuated. The effectiveness and the accuracy of the present approach have been demonstrated and it is shown that the Donnell's shell theory is efficient, robust and accurate in terms of nanocomposite problems.

Privacy Protection Method for Sensitive Weighted Edges in Social Networks

  • Gong, Weihua;Jin, Rong;Li, Yanjun;Yang, Lianghuai;Mei, Jianping
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권2호
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    • pp.540-557
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    • 2021
  • Privacy vulnerability of social networks is one of the major concerns for social science research and business analysis. Most existing studies which mainly focus on un-weighted network graph, have designed various privacy models similar to k-anonymity to prevent data disclosure of vertex attributes or relationships, but they may be suffered from serious problems of huge information loss and significant modification of key properties of the network structure. Furthermore, there still lacks further considerations of privacy protection for important sensitive edges in weighted social networks. To address this problem, this paper proposes a privacy preserving method to protect sensitive weighted edges. Firstly, the sensitive edges are differentiated from weighted edges according to the edge betweenness centrality, which evaluates the importance of entities in social network. Then, the perturbation operations are used to preserve the privacy of weighted social network by adding some pseudo-edges or modifying specific edge weights, so that the bottleneck problem of information flow can be well resolved in key area of the social network. Experimental results show that the proposed method can not only effectively preserve the sensitive edges with lower computation cost, but also maintain the stability of the network structures. Further, the capability of defending against malicious attacks to important sensitive edges has been greatly improved.

Fuzzy Set Theory와 Monte Carlo Simulation을 이용한 암반사면의 파괴확률 산정기법 연구 (The Evaluation of Failure Probability for Rock Slope Based on Fuzzy Set Theory and Monte Carlo Simulation)

  • 박혁진
    • 한국지반공학회논문집
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    • 제23권11호
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    • pp.109-117
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    • 2007
  • 암반사면의 안정성 해석에는 다양한 원인에 의하여 불확실성이 개입하게 되며 경우에 따라 이러한 불확실성이 암반사면의 붕괴원인이 되기도 한다. 따라서 1980년대 이후부터 이러한 불확실성에 대한 중요성이 인식되었고 이를 정량화하기 위한 기법의 하나로 확률론적 해석기법이 제안되었다. 그러나 확률론적 해석기법은 불확실성에 대한 정보를 충분하게 획득할 수 있어 확률변수(random variable)치 확률특성을 정확하게 파악할 수 있다는 가정 하에 그 적용이 가능하다. 또한 불확실성중 공간적인 변동성이나 불균질성에 의한 불확실성은 확률론에 의해 쉽게 정량화될 수 있으나 측정오차나 측정수량의 부족 등에 의해 기인하는 불확실성은 확률론에 의해 다루기 어려운 것이 사실이다. 따라서 이러한 한계점을 보완하기 위해 퍼지집합이론(fuzzy set theory)의 활용이 제안되었다. 본 연구에서는 확률변수를 퍼지 숫자(fuzzy number)로 고려하여 퍼지집합이론을 활용하였고 이를 해석하기 위한 방법으로 몬테카를로기법(Monte Carlo simulation) 기법을 제안하였다. 이것은 퍼지숫자(fuzzy number)를 분석하기 위해 꼭지점(vertex) 기법이나 점추정법(point estimate method, PEM), 일계이차모멘트법(first order second moment method, FOSM)의 기법을 활용하였던 기존의 방법이 대표값만을 이용했던 단점을 보완할 수 있을 것으로 보인다. 제안된 기법의 적용성을 판단하기위해 현장을 선정하여 적용해 보았다. 결정론적 해석 결과 절리군 2는 안전한 것으로 절리군 4는 불안정한 것으로 해석되었다. 반면 확률론적 해석 결과 절리군 2의 경우 29.3%의 파괴확률을, 절리군 4의 경우 73.5%의 파괴확률을 보였다. 본 연구를 통해 제안된 기법을 활용하여 파괴확률을 계산해본 결과 절리군 2의 경우 33.5%, 절리군 4의 경우 73.5%로 확률론 해석기법의 결과와 유사하게 산정되었다. 따라서 본 연구에 의해 제안된 해석기법인 퍼지몬테카를로기법(Fuzzy Monte Carlo simulation) 기법이 이전의 해석결과와 유사한 해석결과를 보여주면서 자료의 분산이 많이 감소했다는 것을 알 수 있다.

쌍태임신에 관한 임상적 고찰;I. 주산기 사망 (Clinical Study in Twin-Pregnancy;I. Perinatal Mortality)

  • 박찬규;곽현모
    • Clinical and Experimental Reproductive Medicine
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    • 제8권1호
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    • pp.23-34
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    • 1981
  • In order to study twin pregnancies, a retrospective survey was carried out in Yonsei University, Severance Hospital. Twin deliveries during 1967-1976 numbered altogether 264, and their relative frequency was 1.30%. Clinical palpation in addition to auscultation and roentgenologic technique had been used in the twin diagnosis. The diagnosis was made prior to delivery in 93.18% of the cases. The deliveries took place in the 37.26th (S.D. 3.95) gestational weeks on an average. The mean weights of the infants were-A (first baby) 2416.03g. (S.D. 802.61), and B (second baby) 2299.81g. (S.D. 190.31). The most common manner of twin delivery was spontaneous vaginal delivery. Cesarean section was done in 14.39%, of which the most common indication was hypotonic uterine dysfunction (34.21 %). Low one minute Apgar scores occured more often in B twins than among A twins. Breech delivery gave low one minute Apgar scores more often than did spontaneous vertex delivery in both twins. Full term twins and infants weighing more than 2500g. had fewer low one minute Apgar scores than the preterm infants and those with low birth weight. Perinatal mortality (PNM) in the total series was 14.77% (A 12.50% and B17.05%). The most common cause of perinatal mortality was prematurity in 44.87%. The worst outcome was recorded for the age groups 15-19 and ${\geqq}$40, in which perinatal mortality were 50.00%, respectively. The perinatal mortality of both A and B infants was lowest in the group diagnosed early during antenatal care before delivery. On the basis of our findings, we wish to emphasize particularly the importance of the early diagnosis of twins.

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