• Title/Summary/Keyword: 생존데이터

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Estimation of conditional mean residual life function with random censored data (임의중단자료에서의 조건부 평균잔여수명함수 추정)

  • Lee, Won-Kee;Song, Myung-Unn;Jeong, Seong-Hwa
    • Journal of the Korean Data and Information Science Society
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    • v.22 no.1
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    • pp.89-97
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    • 2011
  • The aims of this study were to propose a method of estimation for mean residual life function (MRLF) from conditional survival function using the Buckley and James's (1979) pseudo random variables, and then to assess the performance of the proposed method through the simulation studies. The mean squared error (MSE) of proposed method were less than those of the Cox's proportional hazard model (PHM) and Beran's nonparametric method for non-PHM case. Futhermore in the case of PHM, the MSE's of proposed method were similar to those of Cox's PHM. Finally, to evaluate the appropriateness of practical use, we applied the proposed method to the gastric cancer data. The data set consist of the 1, 192 patients with gastric cancer underwent surgery at the Department of Surgery, K-University Hospital.

Analysis of multi-center bladder cancer survival data using variable-selection method of multi-level frailty models (다수준 프레일티모형 변수선택법을 이용한 다기관 방광암 생존자료분석)

  • Kim, Bohyeon;Ha, Il Do;Lee, Donghwan
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.2
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    • pp.499-510
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    • 2016
  • It is very important to select relevant variables in regression models for survival analysis. In this paper, we introduce a penalized variable-selection procedure in multi-level frailty models based on the "frailtyHL" R package (Ha et al., 2012). Here, the estimation procedure of models is based on the penalized hierarchical likelihood, and three penalty functions (LASSO, SCAD and HL) are considered. The proposed methods are illustrated with multi-country/multi-center bladder cancer survival data from the EORTC in Belgium. We compare the results of three variable-selection methods and discuss their advantages and disadvantages. In particular, the results of data analysis showed that the SCAD and HL methods select well important variables than in the LASSO method.

An Efficient Cluster Routing Protocol Based on 2-level Tree for Wireless Ad Hoc Networks (무선 애드 혹 네트워크에서 에너지 효율적인 2-level 트리 기반의 클러스터 라우팅 프로토콜)

  • Lee, Young Joon;Kim, Sung Chun
    • KIPS Transactions on Computer and Communication Systems
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    • v.3 no.5
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    • pp.155-162
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    • 2014
  • We proposed a 2 level tree based cluster based routing protocol for mobile ad hoc networks. it is our crucial goal to establish improved clustering's structure in order to extend average node life-time and elevate the average packet delivery ratio. Because of insufficient wireless resources and energy, the method to form and manage clusters is useful for increasing network stability. but cluster-head fulfills roles as a host and a router in clustering protocol of Ad hoc networks environment. Therefore energy exhaustion of cluster-head causes communication interruption phenomenon. Effective management of cluster-head is key-point which determines the entire network performance. The scheme focuses on improving the performance the life time of the network and throughput through the management of cluster-heads and its neighbor nodes. In simulation, we demonstrated that it would obtain averagely better 17% performance than LS2RP.

Study on the numerical simulation of bird strike for composite container of external auxiliary fuel tank for rotorcraft (회전익항공기 외부 보조연료탱크용 복합재 컨테이너 조류충돌 수치모사 연구)

  • Kim, Hyun-Gi;Kim, Sungchan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.7
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    • pp.709-713
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    • 2017
  • In urgent situations such as crashes, the integrity of an aircraft's fuel tank is directly related to the survivability of the crew. Thus, an external auxiliary fuel tank should be robust against bird strikes. In this study, a numerical analysis was carried out using impact analysis software to analyze the influence of bird strike on a composite container for an external auxiliary fuel tank. The structure was modeled as a shell element, and the fluid and bird were modeled by the particle method. The behavior of the internal fluid was also examined. The maximum stress, deformation, and strain of the composite container were also calculated.

Assessment of children's rights by children and adolescents -Comparison of elementary, middle and high school students- (아동·청소년의 아동권리인식 -초등학생, 중학생, 고등학생 비교-)

  • Kim, Jin Sook;Jang, Yeon Jin
    • Journal of Digital Convergence
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    • v.15 no.6
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    • pp.83-96
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    • 2017
  • This study aims to explore how to improve students' rights based on their age and development stages. To this end, we analyzed a survey that had been carried out with 1,065 students from elementary, middle and high schools in 2 most populated counties in Korea, focusing on the differences in their perception with regard to the right to survive, develop, be protected and participate. The result of the analysis showed that high school students' sense of rights was at the lowest in general, while being particularly low in their sense of participation rights. However, when it comes to the development rights and protection rights, the level of recognition of middle school students were as low as those of high school students. Based on the results, we suggested that a proactive effort to guarantee adolescents' participation rights is required, and that education of human rights should be emphasized not only for children but also for their supporters. In the follow-up study, it is required to investigate the differences between development stages and regions by including participants with diverse ages and residential areas.

Bivariate reliability models with multiple dynamic competing risks (다중 동적 Competing Risks 모형을 갖는 이변량 신뢰성 모형에 관한 연구)

  • Kim, Juyoung;Cha, Ji Hwan
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.3
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    • pp.711-724
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    • 2016
  • Under variable complex operating environment, various factors can affect the lifetimes of systems. In this research, we study bivariate reliability models having multiple dynamic competing risks. As competing risks, in addition to the natural failure, we consider the increased stress caused by the failure of one component, external shocks, and the level of stress of the working environment at the same time. Considering two reliability models which take into account all of these competing risks, we derive bivariate life distributions. Furthermore, we compare these two models and also compare the distributions of maximum and minimum statistics in the two models.

Intelligent Clustering Mechanism for Efficient Energy Management in Sensor Network (센서 네트워크에서의 효율적 에너지 관리를 위한 지능형 클러스터링 기법)

  • Seo, Sung-Yun;Jung, Won-Soo;Oh, Young-Hwan
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.44 no.4
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    • pp.40-48
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    • 2007
  • MANET constructs a network that is free and independent between sensor nodes without infrastructure. Also, there are a lot of difficulties to manage data process, control etc.. back efficiently from change of topology by transfer of sensor node that compose network. Especially, because each sensor node must consider mobility certainly, problem about energy use happens. To solve these problem, mechanisms that compose cluster of cluster header and hierarchic structure between member were suggested. However, accompanies inefficient energy consumption because sensing power level of sensor node is fixed and brings energy imbalance of sensor network and shortening of survival time. In this paper, I suggested intelligent clustering mechanism for efficient energy management to solve these problem of existent Clustering mechanism. Proposed mechanism corresponds fast in network topology change by transfer of sensor node, and compares in existent mechanism in circumstance that require serial sensing and brings elevation survival time of sensor node.Please put the abstract of paper here.

An Energy-Efficient Clustering Protocol Based on The Cross-Layer Design in Wireless Sensor Networks (무선 센서 네트워크에서 크로스 레이어 기반의 에너지 효율적인 클러스터링 프로토콜)

  • Kim, Tae-Kon;Lee, Hyung-Keun
    • Journal of IKEEE
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    • v.11 no.4
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    • pp.165-170
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    • 2007
  • The main goal of research concerning clustering protocols is to minimize the energy consumption of each node and maximize the network lifetime of wireless sensor networks. However, most existing clustering protocols mainly focused on the design and formation of clusters, leaving the consideration of communication between the cluster head and the sink behind. In this paper, we propose efficient multi path routing algorithm by using MAC-NET Cross-layering. multi path needed only one tiny packet from sink to setup. In addition proposed algorithm can be used for any cluster-based hierarchical inter-clustering routing algorithm. The simulation results demonstrate that proposed algorithm extended the overall survival time of the network by reducing the load of cluster heads. The performance of proposed algorithm is less affected by the extension of sensing field than other inter-clustering operation.

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An Energy-aware Dynamic Source Routing Algorithm for Mobile Ad-hoc Networks (이동 애드혹 네트워크에서 에너지를 고려한 동적 소스 라우팅 알고리즘)

  • Lee, Cheong-Yeop;Shin, Yong-Hyeon
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.10
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    • pp.165-173
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    • 2011
  • In Mobile Ad-hoc Network(MANET), mobile nodes are operated by limited batteries. Therefore, it is very important to consume the battery power efficiently to prevent termination of the network. In this paper, we propose Energy-aware Dynamic Source Routing(EDSR) which is based on the Dynamic Source Routing(DSR) to increase the packet transmission and lifetime of the network. If the battery power of a node reaches threshold level, then the node gives up the function of relaying to save battery power except as a source and a destination node. While the conventional DSR doesn't consider the battery consumptions of the nodes, EDSR blocks the nodes from relaying whose battery powers are below the threshold level. Simulation results show the proposed EDSR is more efficient in packet transmission and network lifetime through the balanced battery consumption of the mobile nodes.

Estimation of lapse rate of variable annuities by using Cox proportional hazard model (Cox 비례위험모형을 이용한 변액연금 해지율의 추정)

  • Kim, Yumi;Lee, Hangsuck
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.4
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    • pp.723-736
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    • 2013
  • The importance of lapse rate is highly increasing due to the introduction of Cash Flow Pricing system, non-refund-of-reserve insurance policy, and IFRS (International Financial Reporting System) to the Korean insurance market. Researches on lapse rate have mainly focused on simple data analysis and regression analysis, etc. However, lapse rate can be analyzed by survival analysis and can be well explained in terms of several covariates with Cox proportional hazard model. Guaranteed minimum benefits embedded in variable annuities require more elegant statistical analysis of lapse rate. Hence, this paper analyzes data of policyholders with variable annuities by using Cox proportional hazard model. The key variables of policy holder that influences the lapse rate are payment method, premium, lapse insured to term insured, reserve-GMXB ratio, and age.