• Title/Summary/Keyword: minority minority

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Sentiment Analysis on Global Events under Pandemic of COVID-19

  • Junjun, Zhang;Noh, Giseop
    • International Journal of Advanced Culture Technology
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    • v.10 no.3
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    • pp.272-280
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    • 2022
  • During last few years, pandemic of COVID-19 has been a global issue. Under the COVID-19, global events have been restricted or canceled to secure public hygiene and safety. Since one of the largest global events is Olympic Games, we selected recent Olympic Games as our case of analysis. Tokyo Olympic Games (TOG) was held in 2021, but it encountered a millennium disaster, the pandemic of COVID-19. In such a special period, it is of great significance to explore the emotional tendency of global views before and TOG via artificial intelligence. This paper vastly collects the TOG comment data of mainstream websites in South Korea, China, and the United States by implementing crawler program for sentiment analysis (SA). And we use a variety of sentiment analysis models to compare the accuracy of the experimental results, to obtain more reliable SA results. In addition, in the prediction results, to reduce the distortion of opinion by a minority, we introduce an algorithm called "Removing Biased Minority Opinions (RBMO)" and provide how to apply this method to the interpretation domain. Through our method, more authoritative SA results were obtained, which in turn provided a basis for predicting the sentiment tendency of countries around the world in TOG during the COVID-19 epidemic.

Study of oversampling algorithms for soil classifications by field velocity resistivity probe

  • Lee, Jong-Sub;Park, Junghee;Kim, Jongchan;Yoon, Hyung-Koo
    • Geomechanics and Engineering
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    • v.30 no.3
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    • pp.247-258
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    • 2022
  • A field velocity resistivity probe (FVRP) can measure compressional waves, shear waves and electrical resistivity in boreholes. The objective of this study is to perform the soil classification through a machine learning technique through elastic wave velocity and electrical resistivity measured by FVRP. Field and laboratory tests are performed, and the measured values are used as input variables to classify silt sand, sand, silty clay, and clay-sand mixture layers. The accuracy of k-nearest neighbors (KNN), naive Bayes (NB), random forest (RF), and support vector machine (SVM), selected to perform classification and optimize the hyperparameters, is evaluated. The accuracies are calculated as 0.76, 0.91, 0.94, and 0.88 for KNN, NB, RF, and SVM algorithms, respectively. To increase the amount of data at each soil layer, the synthetic minority oversampling technique (SMOTE) and conditional tabular generative adversarial network (CTGAN) are applied to overcome imbalance in the dataset. The CTGAN provides improved accuracy in the KNN, NB, RF and SVM algorithms. The results demonstrate that the measured values by FVRP can classify soil layers through three kinds of data with machine learning algorithms.

Family Ownership and Dividend Policy: Evidence from India

  • RAJVERMA, Abhinav;MISRA, Arun Kumar;KUMAR, Gaurav
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.9
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    • pp.61-73
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    • 2022
  • The article examines the ownership structure and dividend payout behavior of India-listed firms using a panel regression approach. It focuses on family ownership and examines why dividend payouts of family firms differ from non-family firms. The study finds that family firms dominate and have concentrated ownership using data from the NSE-listed regular dividend-paying firms. Although family ownership concentration is high among Indian firms, these firms are not concerned about distributing cash as dividends. Instead, these firms focus on retaining and passing on control from one generation to the next. The evidence shows that family firms pay low dividends and have higher leverage than non-family counterparts. The results support the entrenchment of minority shareholders and the proposition that a high payout signals a reduction in the information asymmetry and level of risk. The study further illustrates that cash dividends tend to reduce the level of risk perceived; however, (cash dividend) leads to the deterioration firm's liquidity and aid in the shrinking of cash among emerging market firms. The originality of the paper lies in factoring ownership concentration while explaining the dividend behaviour from an emerging markets perspective, characterized by high private benefits and weak protection for external minority shareholders.

Control of Weighted Mobility Ratio to Enhance the Performance of Bi-Te-based Thermoelectric Materials (Bi-Te계 열전소재 성능 증대를 위한 Weighted Mobility Ratio 제어)

  • Kim, Min Young;Kim, Hyun-Sik;Lee, Kyu Hyoung
    • Journal of the Microelectronics and Packaging Society
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    • v.28 no.4
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    • pp.103-107
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    • 2021
  • Temperature dependences of electronic and thermal transport properties of narrow band gap thermoelectric materials are dependent on the transport behavior of minority carriers as well as majority carriers. Thus, weighted mobility ratio, which is defined the ratio of weighted mobility for majority carriers to that for minority carriers, must be one of the important parameters to enhance the performance of thermoelectric materials. Herein, we provided a practical guide for the development of high-performance Bi-Te-based thermoelectric materials based on the weighted mobility ratio control by considering theoretical backgrounds related to the electronic transport phenomena in semiconductors.

Institutional Development of the U.S. House: Reforms in Legislative Rules (미국 의회 의사규칙의 역사적 진화와 이론적 쟁점)

  • Ryu, Jae-Sung
    • Korean Journal of Legislative Studies
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    • v.15 no.2
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    • pp.35-65
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    • 2009
  • This paper describes the changes in legislative rules in the U.S. House of Representatives and discusses the roles of legislative rules in public policy making. I argue that much of reform experiences in the U.S. House provide good references by which the National Assembly of the Republic of Korea may follow for its reforms. For this, I summarize primary reforms of legislative rules in the U.S. House and discuss dynamics in power distribution between committees and party leadership. These reforms are then reviewed on the basis of political stability, protection of minority rights, and legislative deliberation.

Livelihood Strategies of Ethnic Minority in the Borderlands: Case Study of the Bru-Van Kieu in Northern Central Vietnam (국경지역 소수민족의 생존전략: 베트남 중부의 브루반큐 민족을 사례로)

  • Nguyen, Trinh Minh Anh;Kim, Doo-Chul;Ubukata, Fumikazu
    • Journal of the Economic Geographical Society of Korea
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    • v.18 no.3
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    • pp.296-318
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    • 2015
  • The Bru-Van Kieu, one of ethnic minorities in Vietnam, have lived in the mountainous area along the border with Laos for centuries. Approximately by the end of the Second Indochina War, the Bru-Van Kieu were still a kinship-based and non-stratified societal group relying mainly on subsistence economy. Their traditional physical geography, nonetheless, has been transformed vigorously during the last few decades as a result of state-formation processes and changes in macro-economic policies. The paper aims to examine how ethnic minority adapt their livelihood to challenges instigated by macro political and economic processes. By examining livelihood adaptation of the Bru-Van Kieu, the study also identifies strategies that ethnic minorities use to negotiate with more powerful political and economic forces. The authors argue that the Bru-Van Kieu have deployed a strategy combining everyday resistance to maintain their limited social and cultural agencies and utilizing of these agencies in economic adaptation with other cross-ethnic non-state actors, enabling them to tap into new type of resources and opportunities.

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Recognition Effect of Cultural Contents : Focusing on Changes in Perception of Sexual Minority (문화콘텐츠의 인정 효과 : 성소수자에 대한 인식변화를 중심으로(1920-2017))

  • Lee, Hye-Mi;Ryu, Seoung-Ho
    • The Journal of the Korea Contents Association
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    • v.18 no.7
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    • pp.84-94
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    • 2018
  • This study analyzed domestic media articles from 1920 to 2017 using R 3.4, a big data analysis tool. In addition, it examines the sexual minority discourse reproduced through the media for about 100 years, focused on the role of the film as an art of struggling with the projective aversion to sexual minorities. sexual minorities in movies are not abominable. They are people we already know in our daily lives, and they are just different in sexual orientation. In general, sexual minorities are less likely to encounter in everyday life, so they are experienced and perceived through what the media present. It is noteworthy that the representation of sexual minorities in the media is formed as a major agenda of our society by publicizing the problems underlying society on the surface. It causes social issues to be raised by revealing and highlighting the problems that are regarded as alienated and avoided from the mainstream's gaze. The content provided by the media enables a three-dimensional experience of subjects who have not experienced it by themselves, and has a decisive influence in correctly recognizing and judging society. Media content suggests that it can be a powerful weapon of recognition struggle that can naturally fight against social hatred without using methods such as demonstrations or protests.

Mathematical Errors of Minority Students from North Korean Defectors and Low-SES in Learning of Mathematical Basic Concepts (교육소외 학생들의 기초학력 신장을 위한 수학학습에서 나타난 수학적 오류: 탈북학생과 저소득층 학생을 대상으로)

  • ChoiKoh, Sang-Sook
    • Journal of Educational Research in Mathematics
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    • v.22 no.2
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    • pp.203-227
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    • 2012
  • This was to investigate how the slow learners who specially belonged to low-SES, or North Korean defectors showed their errors in mathematical learning. To conduct the study, two groups for each minority group participated in the study volunteerly during the Winter vacation, in 2011. Based on the preliminary interviews, a total of 15 units were given, focusing on building mathematical basic concepts. As results, they had some errors in common. They both were in lack of understanding of the terminologies and not able to apply the meanings of definitions and theorems to a problem. Because of uncertainty of basic knowledge of mathematics, they easily lost their focus and were apt to make a mistake. Also, they showed clear differences. North Korean defectors were not accustomed to using or understanding the meanings of Chines or English in Korean words in expressing, writing mathematical terminologies and reading data on the context. Technical errors, and misinterpreted errors were found. However, students from the low SES showed that they were familiar with mathematical words and terminologies, but their errors mostly belonged to carelessness because of the lack of mastering mathematical concepts.

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Recent Changes of the Ethnic Korean Population in Yanbian Autonomous Prefecture: A Socio-demographic Approach (연변 조선족사회의 최근 변화: 사회인구학적 접근)

  • Kim Doo-Sub
    • Korea journal of population studies
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    • v.26 no.2
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    • pp.111-145
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    • 2003
  • This paper attempts to explore recent socio-demographic changes of the ethnic Korean population in Yanbian autonomous prefecture. Due to rapid decrease in the level of fertility and population ageing, Korean minority society in China has been in a process of profound transition after the introduction of the market economy and establishment of diplomatic relations between South Korea and China. The changes in demographic behaviors and in the structure of population appear to be much faster among Koreans than Hans. Results from the 2000 population census reveal that the Korean population in Yanbian, where ethnic Koreans are most densely populated in China, has been in a decreasing trends in absolute numbers and in its proportion to the total population. The growing tendency of regional mobility for work and for marriage, rapid expansion of residential areas, serious crisis of ethnic schools of Korean community, and weakening social integration and ethnic identification of Koreans in Yanbian are discussed in this study. It is expected that socio-demographic transition of Korean society in Yanbian will be even more drastic over the coming decades. The rapid changes in demographic behaviors and in the structure of population has major consequences and implications for every sphere of human life, and will present enormous challenges for the status of Korean minority society in China. Along with various statistical data on Yanbian, micro-level data as well as published reports from the 1990 Chinese population census for Yanbian and the 2000 Chinese population census are analyzed in this study. In addition to sex ratios and age ratios, various indices are calculated to analyze the characteristics and accuracy of the data from the 1990 and 2000 population censuses of China.

Investigation on the Electrical Characteristics of mc-Si Wafer and Solar Cell with a Textured Surface by RIE (플라즈마기반 표면 Texturing 공정에 따른 다결정 실리콘 웨이퍼 표면물성과 태양전지 동작특성 연구)

  • Park, Kwang-Mook;Jung, Jee-Hee;Bae, So-Ik;Choi, Si-Young;Lee, Myoung-Bok
    • Journal of the Korean Vacuum Society
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    • v.20 no.3
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    • pp.225-232
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    • 2011
  • Reactive ion etching (RIE) technique for maskless surface texturing of mc-silicon solar wafers has been applied and succeed in fabricating a grass-like black-silicon with an average reflectance of $4{\pm}1%$ in a wavelength range of 300~1,200 nm. In order to investigate the optimized texturing conditions for mass production of high quantum efficiency solar cell Surface characteristics such as the spatial distribution of average reflectance, micrscopic surface morphology and minority carrier lifetime were monitored for samples from saw-damaged $15.6{\times}15.6\;cm^2$ bare wafer to key-processed wafers as well as the mc-Si solar cells. We observed that RIE textured wafers reveal lower average reflectance along from center to edges by 1% and referred the origin to the non-uniform surface structures with a depth of 2 times deeper and half-maximum width of 3 times. Samples with anti-reflection coating after forming emitter layer also revealed longer minority carrier lifetime by 40% for the edge compared to wafer center due to size effects. As results, mc-Si solar cells with RIE-textured surface also revealed higher efficiency by 2% and better external quantum efficiency by 15% for edge positions with higher height.