• Title/Summary/Keyword: factor decomposition

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Inequality Factors and Trend in the Earnings of Self-Employed (자영업 근로소득의 불평등 요인과 변화)

  • Ji, Eun-Jeong
    • Korean Journal of Social Welfare
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    • v.64 no.2
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    • pp.55-83
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    • 2012
  • Self-employment rate is high in Korean labor market, while the income gap within self-employed is also high. Although, there are very few studies that addressed on the income inequality of self-employed. Thus, this study has measured the earnings inequality of self-employed by generalized entropy indices and decomposed inequality factor and trend. The empirical study is based on Korea Welfare Panel Study wave 1~4. The main result from this analysis is summarized in three points. Firstly, earnings inequality of self-employed is severely high and the earnings polarization within self-employed has become more serious in Korea. Secondly, this study provides the evidence that the main factor of earnings inequality of self-employed is the status of self-employment, education level, age group, workplace scale and industry. Thirdly, the contribution of relative changes in the incomes of the status of self-employment is the largest to the inequality trend. In terms of education level, age group and industry, the increase of inequality within group(pure effect) mainly attributes to the rise of earnings inequality of self-employed and the change effect of group composition contributes to deterioration of inequality.

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Orthogonal Nonnegative Matrix Factorization: Multiplicative Updates on Stiefel Manifolds (Stiefel 다양체에서 곱셈의 업데이트를 이용한 비음수 행렬의 직교 분해)

  • Yoo, Ji-Ho;Choi, Seung-Jin
    • Journal of KIISE:Software and Applications
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    • v.36 no.5
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    • pp.347-352
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    • 2009
  • Nonnegative matrix factorization (NMF) is a popular method for multivariate analysis of nonnegative data, the goal of which is decompose a data matrix into a product of two factor matrices with all entries in factor matrices restricted to be nonnegative. NMF was shown to be useful in a task of clustering (especially document clustering). In this paper we present an algorithm for orthogonal nonnegative matrix factorization, where an orthogonality constraint is imposed on the nonnegative decomposition of a term-document matrix. We develop multiplicative updates directly from true gradient on Stiefel manifold, whereas existing algorithms consider additive orthogonality constraints. Experiments on several different document data sets show our orthogonal NMF algorithms perform better in a task of clustering, compared to the standard NMF and an existing orthogonal NMF.

Gelatinase, a Possible Etiologic Factor of Photoaging, is Present in Healthy Human Facial Skin and is Inhibited by Turmeric Extract

  • Takada, Keiko;Amano, Satoshi;Matsunaga, Yukiko;Kohno, Yoshiyuki;Inomata, Shinji
    • Proceedings of the SCSK Conference
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    • 2003.09a
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    • pp.387-412
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    • 2003
  • Influence of gelatinase on basement membrane (BM) structure was investigated by using a skin equivalent (SE) model. The results showed that (1) gelatinase produced by cells degraded the BM and (2) the addition of matrix metalloproteinase-specific inhibitor to the SE medium accelerated the formation of BM structure, indicating that gelatinase is involved in BM impairment. The activity of gelatinase was also studied in healthy human facial skin tissues. The result of in situ zymography revealed gelatinase activity around the basal layer of the epidermis, where BM integrity was severely compromised. Therefore, this enzyme was suggested to be associated with BM decomposition in human facial skin. To assess the behavior of gelatinase in stratum corneum (SC) non-invasively, an immunological study was performed. Since positive immunostaining of pro-gelatinase B was observed in SC stripped from sun-exposed skin, whereas no positive staining detected in SC of non-irradiated skin, gelatinase in the epidermis could be non-invasively detected by measuring gelatinase in SC. Gelatinase in SC of healthy female volunteers was monitored using a special film that sensitively and conveniently detects gelatinase. Ninetr percent of SC from facial skin (l00 women, 40's-50's) was gelatinase-positive. On the other hand, SC from non-irradiated skin was negative. These results strongly suggest that (1) gelatinase is constantly produced in the facial epidermis of most middle-aged woman during their daily life, and (2) the enzyme might be involved in the aging-related degeneration of both BM and the matrix fibers of the upper layer of the dermis, acting as a very important aging factor. Strong inhibitory activity against gelatinase was found in turmeric extract and identified curcumin as the major ingredient. Topical application of cream containing turmeric extract significantly decreased the number of gelatinase-positive SC clusters in human facial skins. These results indicated that turmeric is an effective ingredient to prevent skin from photo aging by suppressing chlonically upregulated gelatinase activity by UV and to improve skin condition.

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A Color Image Coding by Estimating Spectral Correlation Based on Wavelet Transform (웨이블렛 변환 기반 스펙트럴 상관성 추정에 의한 칼라 영상 부호화)

  • Kwak, No-Yoon;Jeong, Dae-Gwon;Hwang, Byong-Won
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.37 no.1
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    • pp.49-58
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    • 2000
  • This paper presents a new color Image coding method which estimates color component Images from luminance image using spectral correlation m wavelet transformed domain More specifically, the wavelet transform is performed to the luminance image(Y), and then, for an efficient quad-tree division to encompass the varying block size, a cost function IS defined using high frequency coefficients generated by wavelet decomposition Next, a scale factor and an offset factor for each the block to minimize the estimation error between luminance image(Y) and R, B Images, are iteratively calculated With respect to the varying block size With associated cost function.

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Cure Behaviors of Epoxy Resin Initiated by Methylanilinium Salts as Latent Cationic Curing Agent (잠재성 양이온 경화제인 Methylanilinium염에 의해 개시된 에폭시 수지의 경화 거동)

  • 박수진;김택진;이창진;이재락;박정규
    • Polymer(Korea)
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    • v.25 no.2
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    • pp.168-176
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    • 2001
  • The effect of novel N-crotyl-N,N-dimethyl-4-methylanilinium hexafluoroantimonate (CMH) curing agent as a thermal latent initiator on thermal behaviors, rheological properties, and thermal stability of diglycidylether of bisphenol A (DGEBA) epoxy cationic system was investigated. From DSC measurements of DGEBA/CMH system, it was shown that this system exhibits an excellent thermal latent characteristic at a given temperature. The conversion and conversion rate of DGEBA/CMH system increased with increasing the concentration of initiator, due to high activity of CMH. Rheological properties of the system were investigated under isothermal condition using a rheometer The gelation time was obtained from the analysis of storage modulus (G'), loss modulus (G"), and damping factor (tan $\delta$). As a result, the reduction of gelation time was affected by high curing temperature and concentration of CMH, resulting in high degree of network formation in cationic polymerization, due to difference of activity. The thermal stability of the cured epoxy resin was discussed in terms of the activation energy for decomposition and thermal factors determined from TGA measurements.ents.

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The Trends and Causes of Income Inequality Among Gender (성별 집단 내 소득불평등(inequality among gender)의 변화 추이 및 원인)

  • Kim, Hye-Yeon;Hong, Baeg-Eui
    • Korean Journal of Social Welfare
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    • v.61 no.2
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    • pp.391-415
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    • 2009
  • The purpose of this study is to examine the trends of income inequality by gender since 1997 economic crisis and to investigate what is the most influential factor on these changes for males and females. Data used for this study are nine waves of Korean Labor and Income Panel Study(KLIPS). Income inequality is measured by the Gini coefficient and the mean logarithmic deviation(MLD) and the MLDs are decomposed into three components to quantify within- and between-group inequalities. The results show that the extent of income inequality is greater for women during the whole period and is fluctuated more widely. Women's income inequality is mainly affected by the family-related variables, such as age and marital status, while men's inequality is primarily determined by the labor market factors, such as employment status, industrial types and occupation status. These results imply that gender-sensetive welfare policies need to be implemented and that it is necessary to assist the poor women and men through the benefits from the income assistance programs and labor market programs.

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A Study on the Curing Behaviors of Glass/Epoxy Prepreg by Dielectrometer and the Thermal Properties of Cured Glass/Epoxy Composites (Dielectrometer를 이용한 Glass/Epoxy 프리프레그의 경화거동 및 경화물의 열적 특성연구)

  • 제갈영순;이원철;전영재;윤남균
    • Polymer(Korea)
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    • v.24 no.3
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    • pp.350-357
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    • 2000
  • Curing behaviors of glass/epoxy prepreg for printed circuit boards (PCB) were studied by using dielectrometer and differential scanning calorimeter. This prepreg was showed the lowest ionic viscosity at about 115$^{\circ}C$, and then the ionic viscosity was gradully increased up to 15$0^{\circ}C$. This indicated that the curing reaction of this prepreg started at 115$^{\circ}C$ and the molecular weight was increased by the accelerated thermal cross-linking reaction. The loss factor and tan $\delta$ values were also measured and discussed. The dielectric behaviors of this prepreg system were also measured according to the cure cycle for PCB. This material was found to be thermally stable up to about 30$0^{\circ}C$ and then was showed an abrupt decomposition beyond this temperature.

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The AADT estimation through time series analysis using irregular factor decomposition method (불규칙변동 분해 시계열분석 기법을 사용한 AADT 추정)

  • 이승재;백남철;권희정;최대순;도명식
    • Journal of Korean Society of Transportation
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    • v.19 no.6
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    • pp.65-73
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    • 2001
  • Until recently, we use only weekly and monthly adjustment factors in order to estimate the AADT. By the way. we can suppose that the traffic is time series data related to flow of time. So we tried to analyse traffic patterns using time series analysis and apply them to estimate the AADT. We could divide traffic patterns into trend, cyclic variation, seasonal variation and irregular variation like as time series data. Also, in order to reduce random error components, we have looked for the weather conditions as an influential factor. There are many weather conditions such as rainfalls, but, temperatures, and sunshine hours among others but we selected rainfalls and lowest temperatures. And then, we have estimated the AADT using time series factors. To compare the results of, we have applied both irregular variation joined to weather factors and that not joined to. RMSE and U-test were opted at methods to appreciate results of AADT estimation.

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The Trend and Causes of Income Inequality Changes among Women (여성의 소득불평등 변화 경향 및 원인에 관한 연구)

  • Kim, Hye-youn;Hong, Baeg-eui
    • Korean Journal of Social Welfare Studies
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    • v.40 no.1
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    • pp.87-114
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    • 2009
  • Most previous studies on income inequality have limitations in reflecting recent changes and heterogeneity in women's working patterns and their family structure by regarding them as a homogeneous group. This study aims to investigate the trends of income inequality among women during the past 9 years since 1997 and to examine what is the most influential factor on these changes. The results show that the overall trend of income inequality among women is decreasing due to the income decrease of the middle class women and the income increase of the lower class. Among various factors, education, age, and marital status are key factors affecting inequality changes during this period. This study has the following policy implications: first, it is necessary to implement the child care services for the divorced and separated women, who are more likely to fall in poverty. Second, the increase of the basic pension benefits is needed particularly for the poor old women, who is more likely live longer in a desperate status.

The Importance of Financial Literacy: Household's Income Mobility Measurement and Decomposition Approach

  • MONSURA, Melcah Pascua
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.12
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    • pp.647-655
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    • 2020
  • This study introduced income mobility analysis using pseudo-longitudinal panel data from Family Income and Expenditure Survey (FIES) to consider the dynamic process of individual's well-being through time. Since there is no comprehensive measurement of income mobility because of its dynamic process, various income mobility indices such as Chi-square, Average Jump Index, Atkinson et al. Mobility Ratio, and Shorrocks' Mobility Index were used. These indices revealed that Filipino households' income movements are more mobile than expected, and their income status improved from 2000 to 2015. As income mobility takes place, income inequality is reduced by 91.80 percent (91.80%). Furthermore, the growth effect is the main factor of income mobility. This indicates that households took the economic opportunities from economic growth to earn more. However, income mobility due to transfer effect (transfer of income from one household to another through lottery winning and borrowing) increased when the economy is not good. The higher income mobility due to growth effect compared to transfer effect, whether the economy is good or bad, means that households learned how to use their income in savings, investments, and entrepreneurship. This is the result of a successful financial literacy program of the government wherein households realized financial stability and security.