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Geographically weighted kernel logistic regression for small area proportion estimation

  • Shim, Jooyong;Hwang, Changha
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.2
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    • pp.531-538
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    • 2016
  • In this paper we deal with the small area estimation for the case that the response variables take binary values. The mixed effects models have been extensively studied for the small area estimation, which treats the spatial effects as random effects. However, when the spatial information of each area is given specifically as coordinates it is popular to use the geographically weighted logistic regression to incorporate the spatial information by assuming that the regression parameters vary spatially across areas. In this paper, relaxing the linearity assumption and propose a geographically weighted kernel logistic regression for estimating small area proportions by using basic principle of kernel machine. Numerical studies have been carried out to compare the performance of proposed method with other methods in estimating small area proportion.

Analysis of Partnering Strategies in Symbiotic Evolutionary Algorithms (공생진화 알고리듬에서의 공생파트너 선택전략 분석)

  • 김재윤;김여근;신태호
    • Journal of the Korean Operations Research and Management Science Society
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    • v.25 no.4
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    • pp.67-80
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    • 2000
  • Symbiotic evolutionary algorithms, also called cooperative coevolutionary algorithms, are stochastic search algorithms that imitate the biological coevolution process through symbiotic interactions. In the algorithms, the fitness evaluation of an individual required first selecting symbiotic partners of the individual. Several partner selection strategies are provided. The goal of this study is to analyze how much partnering strategies can influence the performance of the algorithms. With two types of test-bed problems: the NKC model and the binary string covering problem, extensive experiments are carried out to compare the performance of partnering strategies, using the analysis of variance. The experimental results indicate that there does not exist statistically significant difference in their performance.

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Performance analysis of symbiotic evolutionary algorithms according to partner selection strategies (공생 파트너 선택전략에 따른 공생진화 알고리듬의 성능 분석)

  • 김재윤;김여근;곽재승;김동묵
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2000.04a
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    • pp.239-242
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    • 2000
  • Symbiotic evolutionary algorithms are stochastic search algorithms that imitate the biological coevolution process through symbiotic interactions. In the algorithms, the fitness evaluation of an individual requires first selecting symbiotic partners of the individual. The symbiotic partner effects the change of individual's fitness and search direction. In this study we are to analyze how much partnering strategies can influence the performance of the algorithms. For this goal extensive experiments are carried out to compare the performance of partnering strategies. The NKC model and the binary string covering problem are used as the test-bed problems. The experimental results indicate that there does not exist statistically significant difference in their performance.

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2-step Phase-shifting Digital Holographic Optical Encryption and Error Analysis

  • Jeon, Seok-Hee;Gil, Sang-Keun
    • Journal of the Optical Society of Korea
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    • v.15 no.3
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    • pp.244-251
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    • 2011
  • We propose a new 2-step phase-shifting digital holographic optical encryption technique and analyze tolerance error for this cipher system. 2-step phase-shifting digital holograms are acquired by moving the PZT mirror with phase step of 0 or ${\pi}$/2 in the reference beam path of the Mach-Zehnder type interferometer. Digital hologram with the encrypted information is Fourier transform hologram and is recorded on CCD camera with 256 gray-level quantized intensities. The decryption performance of binary bit data and image data is analyzed by considering error factors. One of the most important errors is quantization error in detecting the digital hologram intensity on CCD. The more the number of quantization error pixels and the variation of gray-level increase, the more the number of error bits increases for decryption. Computer experiments show the results to be carried out encryption and decryption with the proposed method and the graph to analyze the tolerance of the quantization error in the system.

Molecular Simulation Studies of Scattered and Penetrated Hydrogen Ions I. Normal Incident Angle to Ni (100) Surface (산란 및 투과된 수소 이온의 분자 전산 연구 I. 니켈 (100) 표면의 직각 입사)

  • Suh, Soong-Hyuck;Min, Woong-Ki
    • Transactions of the Korean hydrogen and new energy society
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    • v.11 no.3
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    • pp.127-136
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    • 2000
  • Molecular dynamics simulations have been carried out to investigate the scattering and penetration properties of hydrogen ions with the normal incident angle to Ni (100) surface. The initial kinetic energies of hydrogen ions range from 100 to 1,600 eV. The simulation results are used to assess the applicabilities of theoretical predictions based on the binary collision approximation, and, in the high kinetic regime, theoretical results for scattering energies were shown to he a good agreement with molecular simulations. The angle dependencies on both scattering and penetration distributions were found in the longitudinal direction, but not in the azimuthal direction except for the high kinetic energy of 1,600 eV.

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불평등 전계에서 $SF_6/N_2$의 초고압 AC전압 절연내력 시뮬레이션

  • Heo, Chang-Su;Lee, Byeong-Taek;Choe, Sun-Ho;Sim, Myeong-Seop;An, Jeong-Sik;Hwang, Cheong-Ho;Jang, Yong-Mu
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2010.03b
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    • pp.37-37
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    • 2010
  • In these days $SF_6$ mixtures and alternative gas has been studied because of global warming. so although many studies have been carried out about binary gas mixtures with $SF_6$, few studies were presented about breakdown characteristics of $SF_6/N_2$ mixtures. In this paper, breakdown experiment values and breakdown simulation value are compared. Streamer theory was used for predicting breakdown voltage. For accurate simulation, this simulation apply utilization factor using CST program. AC breakdown experiments in non-uniform field was performed to compare with the breakdown simulation values. But with gap lengths increasing, the breakdown voltage is saturated. So simulation need surface roughness factor.

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A Numerical Study on the Combined Flow and Evaporation During Spin Coating Process (증발을 고려한 회전코팅 공정에 대한 수치해석적 연구)

  • Im, Ik-Tae;Kim, Kwang-Sun
    • Proceedings of the KSME Conference
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    • 2001.11b
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    • pp.59-64
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    • 2001
  • The fluid flow, mass transfer and film thickness variation during a wafer spin coating process are numerically studied. Governing equations for the cylindrical coordinates are simplified using the similarity transformation and solved efficiently using the finite difference method. Concentration dependent viscosity and the binary diffusivity of the coating liquid are used in the analysis. The time variational velocity components of the coating liquid and the film thickness are analyzed according to the various spin speed. When the evaporation is considered, the flow decease in the early times due to the increase of the viscosity and the resultant flow resistance. Effects of the two film thinning mechanism, the flow-out and evaporation are also considered in the analysis.

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Association Between Metabolic Syndrome and Adiponectin according to Sasang Constitution (사상체질에 따른 대사증후군과 Adiponectin의 상관성)

  • Yu, Jun-Sang;Koh, Sang-Baek;Park, Jong-Ku
    • Journal of Sasang Constitutional Medicine
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    • v.21 no.3
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    • pp.122-130
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    • 2009
  • 1. Objectives: The objective of this study is to investigate the relationship between adiponectin and metabolic syndrome according to Sasang Constitution. 2. Methods: Six hundred sixty six participants were included in this cohort study. Sex, age, BMI(Body Mass Index), smoking, drinking, adiponectin level and Metabolic syndrome components were considerd. Sasang constitutional diagnosis was carried out by a sasang constitutional specialist using photos, questionnaires and PSSC(Phonetic System for Sasang Classification). 3. Results: In binary logistic analysis after adjustment of age, sex, BMI, smoking, drinking, adiponectin level and sasang constitution were related with Metabolic syndrome. 4. Conclusions: We suggest that adiponectin and sasang constitution are the important biomarker in Metabolic syndorme.

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On new channel estimation method (새로운 채널 추정방법에 관한 연구)

  • 송석일;한영열
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.23 no.9A
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    • pp.2240-2247
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    • 1998
  • This paper presents a new method for channel impulse response measurment with a suitably designed binary sounding sequence. This method results in ideal channel estimation using three correlators instead of one. This system complexity can be easily overcome by the present technologies. The class of sounding sequences used in this method are the training sequence for channel impulse response measurment with the zero values of autocorrelation function at all shifts except zero and middle shifts in digital cellular mobile telephone system based on GSM. Computer searches are carried out to find the suitable sounding sequences.

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Influence of Solvents on Rates of Reactions of 2,4-Dinitro Substituted Halobenzenes with Substituted Anilines (I) (2,4-이니트로 할로벤젠과 치환된 아닐린의 반응속도에 대한 용매효과 (제1보))

  • Hai Whang Lee;Ikchoon Lee
    • Journal of the Korean Chemical Society
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    • v.21 no.2
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    • pp.83-88
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    • 1977
  • Kinetic studies on the rates of reactions of 2, 4-dinitrochlorobenzene with p-toluidine, aniline and p-chloroaniline in $CH_3CH-CH_3OH$ binary solvent mixtures have been carried out. The experimental results have been explained in terms of the specific solvation by alcoholic hydrogen. It has been shown that the bond breaking step is rate determining in the solvent system studied and the energy barrier is getting low as the solvent changes from acetonitrile to methanol.

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