• Title/Summary/Keyword: 불균형 집단

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Effect Analysis of Data Imbalance for Emotion Recognition Based on Deep Learning (딥러닝기반 감정인식에서 데이터 불균형이 미치는 영향 분석)

  • Hajin Noh;Yujin Lim
    • KIPS Transactions on Computer and Communication Systems
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    • v.12 no.8
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    • pp.235-242
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    • 2023
  • In recent years, as online counseling for infants and adolescents has increased, CNN-based deep learning models are widely used as assistance tools for emotion recognition. However, since most emotion recognition models are trained on mainly adult data, there are performance restrictions to apply the model to infants and adolescents. In this paper, in order to analyze the performance constraints, the characteristics of facial expressions for emotional recognition of infants and adolescents compared to adults are analyzed through LIME method, one of the XAI techniques. In addition, the experiments are performed on the male and female groups to analyze the characteristics of gender-specific facial expressions. As a result, we describe age-specific and gender-specific experimental results based on the data distribution of the pre-training dataset of CNN models and highlight the importance of balanced learning data.

Effect of the Fatty Acid Synthase Gene for Beef Quantity Traits in Hanwoo Breeding Stock (한우 Fatty Acid Synthase (FASN) 유전자 반수체형의 후대검정우 육량 및 육질에 미치는 영향)

  • Kim, Sang-Wook;Lee, Jun-Heon;Kim, Jin-Ho;Won, You-Seog;Kim, Nae-Soo;Kim, Kwan-Suk
    • Journal of Animal Science and Technology
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    • v.52 no.1
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    • pp.9-16
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    • 2010
  • A previous study has shown that the g.17924G>A polymorphism of fatty acid synthase (FASN) is associated with unsaturated fatty acid composition in the Hanwoo beef, hence this study was conducted to evaluate the effect of single nucleotide polymorphisms (SNPs) within FASN gene on the selection phenotypes of Hanwoo breeding stock. A total of 925 progeny test steers were used to genotype g.11280G>A, g.13125T>C, and g.17924G>A polymorphisms and significant associations were found among g.11280G>A, g.17924G>A, and carcass traits, such as carcass weight, backfat thickness, and beef quantity index. No significant association was found between g.13125T>C and carcass traits. Although the degree of linkage disequilibrium (LD) was not strong among g.11280G>A, g.13125T>C, and g.17924G>A in the LD analysis, four major haplotype classes were formed with the genotypic information within the FASN gene; the frequencies of the halpotypeswere -GCG-[0.378], -ATG-[0.301], -GTA-[0.191], and -ACG-[0.063], respectively. Phenotypic association was performed among these haploptypes, and the haplotype 2 (-ATG-)was significantly associated with higher carcass weight when compared to the other haplotypes, i.e. haplotype 1 (-GCG-) and haplotype 3 (-GTA-). A copy number of the FASN haplotype 3 (-GTA-) had also a significant association with carcass weight of subjects. In conclusion, it was observed that two polymorphisms (g.11280G>A and g.17924G>A) and their haplotypes within the FASN gene are consistently associated with carcass traits. Therefore, it is desirable to use the FASN polymorphisms for pre-selection program as genetic marker with improved carcass yield and beef quality of the Hanwoo sire at the Hanwoo Improvement Center as well as for commercial Hanwoo producers, the FASN genotypic information can be used for a part of selecting Hanwoo dam for superior calf production.

The Impact of Corporate Characteristics to IR Announcements Effect in the KOSDAQ Venture Enterprise (고성장 코스닥시장 벤처기업의 개별특성이 IR공시 효과에 미치는 영향)

  • Kim, Jong Seon;Yoon, Se Heon;Kim, Chul Joong
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.9 no.4
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    • pp.97-109
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    • 2014
  • The purpose of this study is, as to verify the effect of IR announcements, the IR activity to look at the usefulness. In previous study, they found that the IR announcement leads to reductions in information asymmetry, effect to positive stock price. This study examine the abnormal returns between group by corporate characteristics. The data used in this study are daily stock market returns taken from the KOSDAQ listed company with IR announcements during the 2005-2012 year(8 year). We find that follows. First, the capital market is accepted IR activity as the positive information. Second, abnormal returns of small company is higher than big size that. We show the difference of abnormal returns between the venture company and general company, the venture company's high. The abnormal returns of corporate with high ownership is above the group of low ownership. Additionally, consider interaction by firm characteristics, we show the interaction between firm size and business type. The result of two-way ANOVA is that venture corporate with big size are more abnormal returns than others. Also, we demonstrate that firm location is the factor of difference on information effect in venture firm.

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Identification of Polymorphisms in CAST Gene Associated with Economic Traits in Hanwoo (Bos taurus coreanae) (한우(Bos taurus coreanae)의 CAST 유전자 내 변이지역 탐색 및 경제형질과의 연관성 분석)

  • Oh, Jae-Don;Lee, Jin-A;Lee, Kun-Woo;Park, Kyung-Do;Cho, Byung-Wook;Jeon, Gwang-Joo;Lee, Hak-Kyo;Kong, Hong-Sik
    • Journal of Life Science
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    • v.20 no.10
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    • pp.1498-1504
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    • 2010
  • A number of studies have shown that the calpain system is important in normal skeletal muscle growth. An increased rate of skeletal muscle growth can result from a decreased rate of muscle protein degradation, and this is associated with a decrease in activity of the calpain system, due principally to a large increase in calpastatin (CAST) activity. The CAST gene, mapped to BTA 7, is considered a candidate gene for beef tenderness and muscle growth. The present study used comparative sequencing of five novel polymorphisms located within exon 20 and 22 of the bovine CAST gene in Hanwoo: exon20- 109737G/A, 109749T/C, 109823T/C, exon22- 116151G/A, intron- 109926G/A. The association of the CAST SNPs with economic traits was studied. The 109926G/A showed a significant effect only on the longissimus muscle area (LMA, p<0.05) in Hanwoo. 109926G/A with the genotype GG had a significantly higher effect on LMA (75.35) than the genotype AA (69.6, p<0.05). Also, the 116151G/A showed a significant effect only on weight at 18 months (W18, p<0.05). 116151G/A with the genotype GG had a significantly higher effect on W18 (428.54) than the genotype AA (408.87, p<0.05).

The Relationship among Marital Dissatisfaction, Loneliness and SNS Addiction - The Moderated Mediating Effect of Social Capital - (결혼불만족과 외로움, SNS중독의 관계 - 사회자본의 조절된 매개효과를 중심으로 -)

  • Kim, Nam Hee
    • Korean Journal of Social Welfare
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    • v.69 no.1
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    • pp.223-254
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    • 2017
  • This study was carried out to examine whether the moderated mediating effect of SNS addiction resulting from marital dissatisfaction and loneliness is influenced by gender or size and composition of social capital. 714 married men and women in their 20's to 40's were participated in this study. The data were collected by online research center with quota sampling based on demographical proportion. To analyze this research model, the moderated mediating effect utilizing structural equation was used. The results of this study were summarized as follows. First, it is verified that the loneliness moderated between marital dissatisfaction and SNS addiction. Since the relationship between independent and dependent variable is insignificant, comparison of competition model was able to determine if mediating effect was fully or partially shown. As a result, the complete mediated model was ultimately chosen because its various goodness-of-fit index including $x^2$ performed fairly well. Second, the mediating effect which moderates social capital size was presented in the mediated model between the marital dissatisfaction, loneliness and SNS addiction. Specifically, It implies that group who recognizes their social capital big recognizes the route and effect size more than that who considers their social capital small. And the moderated mediating effect depending on different type of social capital among the marital dissatisfaction and loneliness and between SNS addiction was substantiated. It implies that disequilibration of SNS social capital in face-to-face sphere and in online acted as a danger fact with respect to the marital dissatisfaction, loneliness and SNS addiction. The implications of these findings were discussed, and directions for future studies were also proposed.

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Building practical treatment protocol by comparing the effect of adjustment between Thompson Terminal Technique and Exercise in malpositioned pelvic which induces imbalance of body (골반변위에 따른 신체 불균형에 대한 톰슨터미널테크닉과 운동요법의 교정 효과비교분석을 통한 임상치료프로토콜의 구성)

  • Park, Joon-Ki;Choi, Eun-Seok;Kim, Min-Jung;Lee, Man-Su;Lee, Min-Sun
    • Journal of Digital Convergence
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    • v.14 no.5
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    • pp.445-457
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    • 2016
  • The purpose of the study is to provide frame work of efficient diagnostic and treatment protocol for the people with malpositioned pelvic which causes imbalance of body. Study subjects were grouped as experimental, comparison and control group. Each group consisted of five men and five women randomly assigned. Experimental group was to be tested with Thompson Terminal Technique, its corrective effect and the effect of maintaining the treatment. There were 43.01%p difference in effectiveness of the applied technique between Thompson Terminal Technique and Muscle Energy Technique. It indicates that Thompson Terminal Technique is more effective in treating pelvic misalignment than Muscle Energy Technique. As a result, the use of chiropractic and resistance exercises is proven to be effective for treating the imbalance of body. Also, to maximize the effect of treatment, it is preferable to apply Muscle Energy Technique after applying the Thompson Terminal Technique.

The Comprehensive Equity Implications of a Carbon Pricing Policy in South Korea: Based on Environmentally Extended Input Output Analysis Together with Household Expenditure Data (탄소가격정책의 분배적 함의: 가계동향조사자료와 환경산업연관분석 (EEIO)을 이용해)

  • Kim, Hana
    • Journal of Environmental Policy
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    • v.14 no.2
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    • pp.101-131
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    • 2015
  • A cap-and-trade program accounting for 60 percent of total national greenhouse gas emissions was launched in South Korea in 2015. Academic literature expects that the implementation of such a policy is likely to adversely impact income distribution among various socioeconomic groups in developed countries. South Korea is challenged by equity issues, as well circumstances, the distributional implications of carbon pricing policies need to be examined and reflected in the design of the program prior to implementation in order not to exacerbate social inequity. Using environmentally extended input-output analysis together with household expenditure data, this study finds that a carbon pricing policy will be regressive in South Korea, but the extent depends on whether relative burdens of a carbon pricing policy are measured based on current incomes or proxies of permanent incomes. Along with poor households, this paper finds that elderly and urban households will be more adversely impacted in South Korea. These burdens can be relieved if a small fraction of the revenue is redistributed to households.

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Information asymmetry and opportunistic behavior of insider : Focusing on fraud event firm (자본시장의 정보불균형과 기업내부관계자의 기회주의적 행태에 대한 실증연구 : 부정사건기업을 중심으로)

  • Lee, Posang
    • Journal of the Korea Convergence Society
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    • v.10 no.11
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    • pp.345-352
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    • 2019
  • This paper examines the opportunistic behavior of corporate insiders and analyzes the relationship between equity change and the possibility of delisting. The findings are summarized as follows. First, the larger the stake reduction of insider, the greater the negative excess return after announcement. In the delisting firm group, there is a significant decrease in equity and statistically significant results in the difference test between the comparative groups. The logistic regression analysis showed that the regression coefficient of equity change was negatively statistically significant, indicating a significant correlation between insider share change and the possibility of delisting. These findings are expected not only to provide useful information for investors, but also to be evidence of capital market information asymmetry.

Assessment of Elderly's Isokinetic Muscle Function, Flexibility and Balance in a Region of Seoul (서울 일부 지역 노인들의 등속성 근기능, 유연성, 균형성 측정 및 평가)

  • Kim, Suk-Won;Sohn, Jee-Hoon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.2
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    • pp.37-44
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    • 2016
  • The aim of the present study was to compare the strength, balance, and flexibility across two age groups (older adults vs. young adults). The isokinetic muscle function, ankle ROM, trunk forward flexibility, stability, and antropometric data for the elderly and 46 university students were collected. The results indicated that male older adults possessed relatively low flexibility (2.97cm) among the groups and showed better stability in the right foot than in the left foot and $35^{\circ}$ of plantar flexion ROM, which was not in the normal range. Their peak strength at the knee joint was below 50% of their counterpart. They revealed a hamstring deficit of 18.55%, ankle eversion deficit of 23.08%, and ankle inversion deficit of 19.19%. The results indicated that female older adults possessed comparable flexibility compared to female young adults. The reciprocal muscle strength ratio of both knees was under 50%, and the deficit was 14.32% (extension) and 19.73% (flexion). The ankle plantar flexion peak torque was approximately 62% (left) and 73% (right) of WS's. The ankle dorsi flexion deficit was 25.05% and the plantar flexion was 26.86%. The eversion deficit was 19.97% and the inversion was 21.09%. These results will be significant in establishing an elderly fitness enhancement program and policy.

A Scalable Load Balancing Scheme for Large-Scale Multi-Server Distributed Virtual Environment (DVE) Systems (대규모 다중 서버 분산 가상 환경 시스템을 위한 확장성 있는 로드 밸런싱 기법)

  • 이경민;이동만;김성훈;장소희;박은광;현순주
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.10e
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    • pp.160-162
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    • 2002
  • 분산 가상 환경(Distributed Virtual Environment, DVE)시스템의 규모가 커지면서 확장성(scalability)이 중요한 이슈가 되고 있다. 시스템의 확장성을 높이기 위해 제안된 다중 서버 DVE 시스템에서 사용자들의 집단적인 움직임 특성은 서버간 작업부하의 불균형을 초래한다. 이는 전체 시스템의 효용을 떨어뜨리고 다중 서버의 효과를 감소시킨다. 결과적으로 시스템의 확장성이 저하된다. 이러한 문제를 해결하기 위해 기존에 제안된 로드 밸런싱 기법은 크게 로컬 기법과 글로벌 기법으로 구분할 수 있다. 로컬 기법은 적은 비용을 갖지만 작업부하의 분포가 한쪽으로 치우쳐 있을 경우 성능이 낮다. 글로벌 기법은 좋은 성능을 보여주는 반면, 서버의 수가 증가하면 비용이 크게 증가한다. 본 논문은 서버들의 작업부하분포에 동적으로 적응(adaptation)하는, 대규모 다중 서버 DVE 시스템을 위한 확장성 있는 로드 밸런싱 기법을 제안한다. 제안하는 기법에서 과부하된 서버는 그 주변 서버들의 작업부하가 적을 경우 로컬 확산 (Local Diffusion) 로드 밸런싱을 수행하고, 그렇지 않을 경우 제한적 글로벌 (Limited Scope Global)로드 밸런싱을 수행한다. 시뮬레이션 결과를 통해 제안하는 기법이 효율(efficiency)의 측면에서 기존의 로컬 기법과 글로벌 기법보다 각각 14%, 3%가 우수함을 보인다. 또한, 제안하는 기법은 서버의 수가 증가함에 따라 효율이 감소하는 추세가 기존 기법들보다 완만함을 보인다.

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