• Title/Summary/Keyword: number of mixtures

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Classification of Underwater Transient Signals Using Gaussian Mixture Model (정규혼합모델을 이용한 수중 천이신호 식별)

  • Oh, Sang-Hwan;Bae, Keun-Sung
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.16 no.9
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    • pp.1870-1877
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    • 2012
  • Transient signals generally have short duration and variable length with time-varying and non-stationary characteristics. Thus frame-based pattern matching method is useful for classification of transient signals. In this paper, we propose a new method for classification of underwater transient signals using a Gaussian mixture model(GMM). We carried out classification experiments for various underwater transient signals depending upon the types of noise, signal-to-noise ratio, and number of mixtures in the GMM. Experimental results have verified that the proposed method works quite well for classification of underwater transient signals.

A Study on Separation of Benzoic Acid and Its Derivatives by Anion Exchange Chromatography (음이온 교환크로마토그래피에 의한 벤조산 및 그 유도체들의 분리에 관한 연구)

  • Kang Sam Woo
    • Journal of the Korean Chemical Society
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    • v.18 no.5
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    • pp.358-362
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    • 1974
  • The anion exchange separation of a number of benzoic acid and its derivatives has been studied in various concentrations of $NiCl_2-methanol$ solvent medium. The volume distribution coefficients with Amberlite CG-400, $Cl^-$form have been measured in these medium. Several synthetic mixtures of organic acids were separated quantitatively by elution with a suitable concentration of $NiCl_2-MeOH$ solution suggested by the distribution data. The concentration of organic acids were determined by UV spectrophotometry.

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Human Milk Oligosaccharides and Prebiotic Oligosaccharides in Infant Formula (모유 올리고당과 분유첨가 Prebiotic 올리고당의 관한 고찰)

  • Chung, Chang-Ho
    • Microbiology and Biotechnology Letters
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    • v.38 no.1
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    • pp.1-6
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    • 2010
  • Human milk is frequently the only food source for a newborn during the initial stage of life after birth. Milk provides not only the nutrients necessary for the infant's growth, but also ingredients that may enable the infant to thrive. Human milk oligosaccharides (HMO) are considered to be these beneficial ingredients for the health of infant. It has been reported that around 5 to 10 g unbound oligosaccharides and around 20 to over 130 different HMO are present in 1L of human milk. The suggested health mechanisms of HMO's roles in host defense are 1) blocking bacterial adhesions, 2) binding to a toxin receptor on the extracellular domain, and 3) postbiotic effect resulting from the increase of probiotics such as Bifidobacteria and Lactobacilli. Among the prebiotic oligosaccharides, mixtures of long chain fuetooligosaccharides (10%) and galactooligosaccharides (90%) in infant formula are demonstrated to increase the number of Bifidobacteria and Lactobacilli to the levels seen in human milk fed infants.

Stability Constants for Co(II) and Zn(II) of Multidentate N,O-Schiff Base Ligands in Dioxane-Water Mixtures (물-디옥산 혼합용매에서 여러자리 산소-질소계 Schiff 염기리간드와 코발트(II) 및 아연(II)이온의 착물 안정도상수)

  • Kim, Sun-Deuk;Kim, Jun-Kwang;Lee, Sung-Woo
    • Analytical Science and Technology
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    • v.11 no.2
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    • pp.145-149
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    • 1998
  • Stability constants for the complexes of multidentate N,O-Schiff base ligands (bis-(salicylaldehyde)ethylendiamine(SED), bis-(salicylaldehyde)propylendiamine(SPD), bis-(salicylaldehyde)diethylenetriamine(SDT), bis-(salicylaldehyde)triethylenetetraamine(STT), and bis-(salicylaldehyde)tetraethylenepentaamine(STP) with Co(II) and Zn(II) were determined by a potentiometric method in a 70% dioxane-30% water mixture and ethanol, respectively. Stability constants for the complexes increased in the order of SPD

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A Study on Design of Mix Proportion for Concrete using Recycled Aggregate (순환골재를 이용한 콘크리트의 배합설계에 관한 연구)

  • Park, Won-Jun;Noguchi, Takafumi
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2011.11a
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    • pp.101-103
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    • 2011
  • Various desired performances of concrete cannot be always obtained by current conventional mix proportion methods for recycled aggregate concrete (RAC). This paper suggests a new design method of mix proportion for RAC to reduce the number of trial mixes using genetic algorithm (GA) which has been an optimization technique to solve the multi-object problem. In mix design method by GA, several fitness functions for the required properties of concrete, i.e., slump, strength, price, and carbonation speed coefficient were considered based on conventional data or fitness function. As a result, various optimum mix proportions for RAC that meet required performances were obtained and the risk evaluation was also conducted for selected mixtures.

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Dirichlet Process Mixtures of Linear Mixed Regressions

  • Kyung, Minjung
    • Communications for Statistical Applications and Methods
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    • v.22 no.6
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    • pp.625-637
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    • 2015
  • We develop a Bayesian clustering procedure based on a Dirichlet process prior with cluster specific random effects. Gibbs sampling of a normal mixture of linear mixed regressions with a Dirichlet process was implemented to calculate posterior probabilities when the number of clusters was unknown. Our approach (unlike its counterparts) provides simultaneous partitioning and parameter estimation with the computation of the classification probabilities. A Monte Carlo study of curve estimation results showed that the model was useful for function estimation. We find that the proposed Dirichlet process mixture model with cluster specific random effects detects clusters sensitively by combining vague edges into different clusters. Examples are given to show how these models perform on real data.

A Study on the Ignition Hazards of Flammable Mixtures by Radio Frequency Radiation (고주파 방사에 의한 가연성가스의 점화 위험성 고찰)

  • Choi, Sang-Won;Lee, Gwan-Hyung;Moon, Jung-Gi
    • Proceedings of the KIEE Conference
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    • 1998.07e
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    • pp.1749-1751
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    • 1998
  • Close to high power radio/radar transmitters there is a possibility that sparks may be occur at discontinuities in metallic structures. If these structures are in an area in which a flammable mixture may be present, there is a possibility that a fire or explosion may be caused by the sparking. A number of assessment procedures for quantification of the hazard have been produced. This paper reviews the bases of the British Standard covering ignition hazards by radio-frequency radiation and presents some ignition test apparatus to access these hazards.

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Semi-Supervised Learning by Gaussian Mixtures (정규 혼합분포를 이용한 준지도 학습)

  • Choi, Byoung-Jeong;Chae, Youn-Seok;Choi, Woo-Young;Park, Chang-Yi;Koo, Ja-Yong
    • The Korean Journal of Applied Statistics
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    • v.21 no.5
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    • pp.825-833
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    • 2008
  • Discriminant analysis based on Gaussian mixture models, an useful tool for multi-class classifications, can be extended to semi-supervised learning. We consider a model selection problem for a Gaussian mixture model in semi-supervised learning. More specifically, we adopt Bayesian information criterion to determine the number of subclasses in the mixture model. Through simulations, we illustrate the usefulness of the criterion.

Count Five Statistics Using Trimmed Mean

  • Hong, Chong-Sun;Jun, Jae-Woon
    • Communications for Statistical Applications and Methods
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    • v.13 no.2
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    • pp.309-318
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    • 2006
  • There are many statistical methods of testing the equality of two population variances. Among them, the well-known F test is very sensitive to the normality assumption. Several other tests that do not assume normality have been proposed, but these tests usually need tables of critical values or software for hypotheses testing. McGrath and Yeh (2005) suggested a quick and compact Count Five test requiring only the calculation of the number of extreme points. Since the Count Five test uses only extreme values, this discards some information from the samples, often resulting in a degradation in power. In this paper, an alternative Count Five test using the trimmed mean is proposed and its properties are discussed for some distributions and normal mixtures.

The Binding of Food Dyes with Human Serum Albumin

  • Yoon, Jung-Hae;Mckenzie, Mc-Kenzie, Duncan;F.Elizabeth-Prichard
    • Archives of Pharmacal Research
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    • v.19 no.4
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    • pp.269-274
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    • 1996
  • The binding interactions between human serum albumin (HSA) and the edible food dyes amaranth, tartrazine and sunset yellow have been studied. Intrinsic association constants and the free energy changes associated with dye-protein binding at physiological pH for amaranth and tartrazine, and at two different pH values for sunset yellow have been calculated from ultrafiltration data. The temperature dependence $(20-40^{\circ}C)$ of the intrinsic association constants at pH 7.4 for amaranth-HSA and tartrazine-HSA mixtures have been measured, from which a plot of the van't Hoff isochore exhibits a marked change in slope around $30^{\circ}C$ indicating a possible change in protein conformation. The number of dye binding sites on HSA is reported for all the above conditions. HSA-ligand binding enthalpies have been used in conjunction with the N-B transitional binding enthalpy for HSA, to calculate the enthalpy for the N-B transition when ligands are bound with the protein.

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