• Title/Summary/Keyword: gender classification

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Application of Vocal Properties and Vocal Independent Features to Classifying Sasang Constitution (음성 특성 및 음성 독립 변수의 사상체질 분류로의 적용 방법)

  • Kim, Keun-Ho;Kang, Nam-Sik;Ku, Bon-Cho;Kim, Jong-Yeol
    • Journal of Sasang Constitutional Medicine
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    • v.23 no.4
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    • pp.458-470
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    • 2011
  • 1. Objectives Vocal characteristics are commonly considered as an important factor in determining the Sasang constitution and the health condition. We have tried to find out the classification procedure to distinguish the constitution objectively and quantitatively by analyzing the characteristics of subject's voice without noise and error. 2. Methods In this study, we extract the vocal features from voice selected with prior information, remove outliers, minimize the correlated features, correct the features with normalization according to gender and age, and make the discriminant functions that are adaptive to gender and age from the features for improving diagnostic accuracy. 3. Results and Conclusions Finally, the discriminant functions produced about 45% accuracy to classify the constitution for every age interval and every gender, and the diagnostic accuracy was meaningful as the result from only the voice.

ON COLLEGE MATHEMATICS EDUCATION BY COMPARATIVE ANALYSIS OF COLLEGE ACHIEVEMENTS AND SCORES OF COLLEGE ENTRANCE EXAMINATION

  • Piao, Guang-Ri;Cui, Mei-Hong
    • East Asian mathematical journal
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    • v.33 no.4
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    • pp.467-482
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    • 2017
  • This paper studies the relationship between the college entrance examination scores and college mathematics achievements of the freshman, who are the students of college of technology and management in Yanbian University, by employing statistical analysis. First of all, we start from the correlation analysis of the majors and regions of students. Secondly, with gender and region as the classification, we divide the sample into two parts and test the mean significance, and we find that not only different gender but also different region have significant differences to college mathematics achievements. Thirdly, we use the college entrance examination scores as independent variable, and college mathematics achievement as the dependent variable to establish regression model. The model provides a realistic basis for the education department of our school, and provides reference value for the other major research.

Gender Bias Mitigation in Gender Prediction Using Zero-shot Classification (제로샷 분류를 활용한 성별 편향 완화 성별 예측 방법)

  • Yeonhee Kim;Byoungju Choi;Jongkil Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2024.05a
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    • pp.509-512
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    • 2024
  • 자연어 처리 기술은 인간 언어의 이해와 처리에서 큰 진전을 이루었으나, 학습 데이터에 내재한 성별 편향이 모델의 예측 정확도와 신뢰성을 저하하는 주요한 문제로 남아 있다. 특히 성별 예측에서 이러한 편향은 더욱 두드러진다. 제로샷 분류 기법은 기존에 학습되지 않은 새로운 클래스를 효과적으로 예측할 수 있는 기술로, 학습 데이터의 제한적인 의존성을 극복하고 다양한 언어 및 데이터 제한 상황에서도 효율적으로 작동한다. 본 논문은 성별 클래스 확장과 데이터 구조 개선을 통해 성별 편향을 최소화한 새로운 데이터셋을 구축하고, 이를 제로샷 분류 기법을 통해 학습시켜 성별 편향성이 완화된 새로운 성별 예측 모델을 제안한다. 이 연구는 다양한 언어로 구성된 자연어 데이터를 추가 학습하여 성별 예측에 최적화된 모델을 개발하고, 제한된 데이터 환경에서도 모델의 유연성과 범용성을 입증한다.

Analysis of Factors that will Ensure Effective Health Care Delivery System (효율적인 의료전달체계 확보를 위한 요인 분석)

  • Rhee, Hyun-Sill;Kim, Mi-Sun;Oh, Jin-Yong;Lee, Seung-Yoon;Jeong, Dong-Jin;Lee, Tae-Ro
    • Journal of Digital Convergence
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    • v.10 no.6
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    • pp.303-310
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    • 2012
  • In order to analyze factors that support effective health care delivery system, this study aimed to research general public's perception on the functions of medical institutions(based on the levels of treatment: primary care, secondary care, and tertiary care), choices of medical institution when contracted with an unfamiliar disease, and recognition of diseases based on their severities. We collected data using self-administered survey from 400 general public living in Seoul, S. Korea from April 25 to May 18, 2011. The analysis was conducted using frequency analysis, chi-square test, and t-test; we analyzed the data to see if there are differences based on gender, age, and level of education. The result of both recognition of functional differences of medical institutions and selection of medical institutions when contracted with unfamiliar diseases showed that there were no significant differences based on the gender; however there were significant differences when considering the age and education. Looking at the result of the knowledge of the disease classification based on its severity, there were significant differences in age, gender, and education. In order to provide sustainable and effective health care delivery system, utilization of primary care as well as education and promotion regarding the functional differences of medical institutions and classification of disease based on its severity need to be encouraged.

A Study on Web Design Development for Consumer-Oriented Information for Food Safety (소비자 맞춤형 식품안전 정보 제공 웹 디자인 개발에 관한 연구)

  • Lee, Sim Yeol;Park, Myung Hee;Cho, You Hyun
    • Korean Journal of Human Ecology
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    • v.21 no.6
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    • pp.1129-1144
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    • 2012
  • The purpose of this study was to investigate the gender difference in adolescent's problem behavior and depression, and The main aim of this study was to develop a fundamental web design to provide information content that would be easy for average consumers to understand based on the classification of information related to food safety. Based on the information obtained through in-depth interviews, the researchers developed an information classification system that meets the needs of consumers, and which serve as a basic framework for a homepage for a food safety information center. A total of 62 food items in 6 areas were selected based on reports of food safety related events occurring between 1998-2009 (KFDA 2008). The classification system of risk factors such as chemical risk factors and biological risk factors were categorized. The specific features of the information content for individual food items provided for classification based on evaluation by professional food scientists and the importance of risk factors. By providing a consumer participation section and company participation section, it was anticipated that the food safety information center would be able to act as a moderator for food safety information communication among consumers, the food industry, and the government. Based on the development of a classification system and framework, a design plan and tree-map for the internet site was developed.

Study of Characteristics of Patients with Hyperhidrosis

  • Son, Chang-Gue
    • The Journal of Korean Medicine
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    • v.33 no.4
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    • pp.37-41
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    • 2012
  • Objectives: This study was aimed to establish the clinical features of the patients suffering from hyperhidrosis, who are willing to visit Oriental clinics. Methods: Forty-six patients with primary hyperhidrosis were enrolled in this study classification, body part of perspiration and its severity, and constitutional differentiation were analyzed. Results: 85.1% of patients were 10 to 39 years old. The body part most complained of hyperhidrosis was the hands and feet at 50%. The portion of Teaeumin, Soumin, and Soyangin was 56.6% 21.1%, and 21.7% respectively. Soumin specifically showed a higher frequency of palmar and plantar hyperhidrosis as 90%. The average score of symptoms was $5.1{\pm}1.7$ by a 10-point self- reporting numeric rating scale (NRS). No statistical difference of NRS score was observed regarding gender, Sasang classification, or hyperhidrosis region. Conclusions: This study provides an overview of hyperhidrosis patients visiting an Oriental clinic, and will be helpful in establishing a strategy for the Korean medicine (KM)-based therapeutic development.

Gender classification of Korean drama script lines using KoBERT (KoBERT를 활용한 한국 드라마 대본 대사 성별 구분)

  • Se-Hui Yi;Gum-Kyu Sun
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.470-472
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    • 2022
  • 최근 글로벌 OTT 서비스에서 한국드라마가 세계적 인기를 얻음에 따라 드라마 콘텐츠의 가치가 높아지고 있다. 드라마 대본은 드라마 제작에 있어서 핵심이 되는 데이터로, 특히 대사에는 인물의 특성이 잘 나타나 있다. 본 논문에서는 KoBERT 모델을 활용해 드라마 대사에서 인물의 특성 중 하나인 성별을 구분하고 실험 결과를 제시한다. KoBERT 모델로 대사의 성별을 분류한 뒤, 콘텐츠 분석과 인공지능 창작 측면에서의 활용 가능성에 대해 논의한다.

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Study on the Relationship between Candidate Genes of Cerebral Infarction and Sasang Constitution

  • Park Hye-Sun;Kim Kyung-Yo;Joo Jong-Cheon;Kim Jong-Yeol
    • The Journal of Korean Medicine
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    • v.25 no.4
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    • pp.209-219
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    • 2004
  • The author investigated whether ACE/DD, AGN/TT, and ApoE/ε4 genotypes are associated with CI and whether genetic risk is enhanced by Sasang constitutional classification. The author ascertained these genotypes in patients with CI (n=211), diagnosed by brain computed tomography. Control subjects for the infarction group were randomly selected from 319 subjects matched for age, gender, and history of hypertension with patients. The ACE/DD genotype was not associated with CI. However. there was significant association between ApoE polymorphism and CI (x²=15.089, p<.05). Furthermore, frequency of AGN/TT genotype was higher in the patients with CI than in the controls (x²=20.072, p<.05). The frequency of T allele Was 0.91 in patients and 0.82 in controls (x²=17.237, p<.05). However, the Sasang constitutional classification did not increase the relative risk for CI in the subjects with ApoE/ε4 or AGN/T allele. These results suggest that ApoE and AGN polymorphism predict CI. but Sasang constitutional classification does not enhance the risk for CI associated with ApoE/ε4 or AGN/TT in a Korean population.

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Suicide Mortality Across Broad Occupational Groups in Greece: A Descriptive Study

  • Alexopoulos, Evangelos C.;Kavalidou, Katerina;Messolora, Fani
    • Safety and Health at Work
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    • v.7 no.1
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    • pp.1-5
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    • 2016
  • Background: Several studies have investigated the relationship between specific occupations and suicide mortality, as suicide rates differ by profession. The aim of this study was to investigate suicide mortality ratios across broad occupational groups in Greece for both sexes in the period 2000-2009. Methods: Data of suicide deaths were retrieved from the Hellenic Statistical Authority and comparative mortality ratios were calculated. Occupational classification was based on the International Classification of Occupations (ISCO-88) and the coding for Intentional self-harm (X60-X84) was based on the international classification of diseases (ICD-10). Results: Male dominant occupations, mainly armed forces, skilled farmers and elementary workers, and female high-skilled occupations were seen as high risk groups for suicide in a period of 10 years. The age-productive group of 30-39 years in Greek male elementary workers and the 50-59 age-productive group of Greek professional women proved to have the most elevated number of suicide deaths. Conclusion: Further research is needed into the work-related stressors of occupations with high suicide mortality risk and focused suicide prevention strategies should be applied within vulnerable working age populations.

The Reality and Alternative of Gender Inequality to Female Golf Leader (여성골프지도자의 젠더 불평등 현실과 대안)

  • Woo, Ju-Youn
    • Journal of Convergence for Information Technology
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    • v.10 no.9
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    • pp.237-243
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    • 2020
  • This study examines the inequality of female golf leaders in recruitment and promotion and investigates alternatives to overcome them. It consisted of in-depth interviews and observations of the participants of this researcher by 9 female golf instructors who were employed in the driving range and had more than 10 years of teaching experience. Area analysis and classification analysis were used, and expert consultation, triangulation verification, and reconfirmation with participants were performed. The results first, Female golf leaders were unable to compete equally in the network of male golf leaders who advanced first. Second, female golf leaders were faithful to the role theory of women who have been educated in Confucian culture in Korean society. Third, to overcome the gender inequality reality, education was selected and self-esteem was raised through education. Fourth, fair opportunities should be given through job postings and job standardization. Lastly, it was confirmed that the proportion of athletes soon leads to the proportion of leaders, and that the number of leaders becomes a condition for equality.