• Title/Summary/Keyword: science academic emotion

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Emotion Recognition of Low Resource (Sindhi) Language Using Machine Learning

  • Ahmed, Tanveer;Memon, Sajjad Ali;Hussain, Saqib;Tanwani, Amer;Sadat, Ahmed
    • International Journal of Computer Science & Network Security
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    • v.21 no.8
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    • pp.369-376
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    • 2021
  • One of the most active areas of research in the field of affective computing and signal processing is emotion recognition. This paper proposes emotion recognition of low-resource (Sindhi) language. This work's uniqueness is that it examines the emotions of languages for which there is currently no publicly accessible dataset. The proposed effort has provided a dataset named MAVDESS (Mehran Audio-Visual Dataset Mehran Audio-Visual Database of Emotional Speech in Sindhi) for the academic community of a significant Sindhi language that is mainly spoken in Pakistan; however, no generic data for such languages is accessible in machine learning except few. Furthermore, the analysis of various emotions of Sindhi language in MAVDESS has been carried out to annotate the emotions using line features such as pitch, volume, and base, as well as toolkits such as OpenSmile, Scikit-Learn, and some important classification schemes such as LR, SVC, DT, and KNN, which will be further classified and computed to the machine via Python language for training a machine. Meanwhile, the dataset can be accessed in future via https://doi.org/10.5281/zenodo.5213073.

A Study on the Emotional Vocabulary Based on Space Assessment of the Academic Library (대학도서관 공간 평가를 위한 감성어휘 도출에 관한 연구)

  • Noh, Dong-Jo
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.26 no.4
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    • pp.83-104
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    • 2015
  • This study intends to provide guidance for library design and assessment by eliciting the emotional vocabulary related to academic library space. In order to accomplish the goal of this study, 12 major emotional vocabularies related to academic library space were derived through 5 stages of extraction and refinement processes. Literature search and analysis of preceding research, focus group interview and survey of academic librarians and users of the academic library, evaluation of similarity through KJ Method, etc., selected 12 adjectives of emotional vocabulary as follows: diverse, satisfactory, necessary, full, clean, stable, appropriate, harmonious, open, warm, natural, and excellent.

Emotion-on-a-chip(EOC) : Evolution of biochip technology to measure human emotion (감성 진단칩(Emotion-on-a-chip, EOC) : 인간 감성측정을 위한 바이오칩기술의 진화)

  • Jung, Hyo-Il;Kihl, Tae-Suk;Hwang, Yoo-Sun
    • Science of Emotion and Sensibility
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    • v.14 no.1
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    • pp.157-164
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    • 2011
  • Emotion science is one of the rapidly expanding engineering/scientific disciplines which has a major impact on human society. Such growing interests in emotion science and engineering owe the recent trend that various academic fields are being merged. In this paper we propose the potential importance of the biochip technology in which the human emotion can be precisely measured in real time using body fluids such as blood, saliva and sweat. We firstly and newly name such a biochip an Emotion-On-a-Chip (EOC). EOC consists of biological markers to measure the emotion, electrode to acquire the signal, transducer to transfer the signal and display to show the result. In particular, microfabrication techniques made it possible to construct nano/micron scale sensing parts/chips to accommodate the biological molecules to capture the emotional bio-markers and gave us a new opportunities to investigate the emotion precisely. Future developments in the EOC techniques will be able to help combine the social sciences and natural sciences, and consequently expand the scope of studies.

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Effects of Aroma Therapy on EEG and Academic Stress (아로마 요법이 학업 스트레스와 뇌파에 미치는 영향)

  • Kim, Woo-Jong;Kwon, Mi-Hwa;Kwon, Myung-Hwa;Kim, Jin-gu
    • Science of Emotion and Sensibility
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    • v.18 no.1
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    • pp.95-102
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    • 2015
  • The purpose of this study was to investigate the effects of aroma oil on EEG and academic stress. Twenty four male middle school students whose mean age 15 years participated in this experiment. They were assigned into one of two experimental conditions :(1) treatment group and control group. Lee Bo-young's Academic stress level test was used to measure the level of the stress. WEEG-8 Channel(Laxtha Inc) was used to measure the EEG. Four different areas(Fp1, Fp2, F3, F4) related to stress were tested based on the international 10-20 System. The task was to complete the stress test, to inhale the aroma in a comfortable chair for 3 minutes and to complete the stress test, again. The results of this study indicated that aroma inhalation reduced students' academic stress. In addition, alpha wave was increased by inhaling the aroma. The findings of the present study suggested that aromatherapy become a potential tool to reduce the level of stress.

A Study on the Influence of Interest on Academic Records and Emotion : Primacy School Boys and Girls (아동의 흥미가 학급성적 및 정서에 미치는 영향)

  • 임원명
    • Journal of the Korean Home Economics Association
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    • v.18 no.1
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    • pp.111-119
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    • 1980
  • To identify interest of primary school children and find the correlations between their interest and school achievement and emotion. Cluster-sampled 410 primary school children in Seoul were interviewed by the standardized questionnaire and data were analyzed statistically by computer system. 1) High SES has positive influence on school achievement. 2) children in higher SES tend to like more in-door-play or instrumental play. 30 More spending their times with in-door-play or instrumental play, children make better school achievement. 4) There is no significant relationships between the TV watching time and emotional stability. 5) More interest I social, natural science and arithmetic, children make higher achievement in all subjects above average. 6) Children's emotion has no association with school achievement, playing types and TV watching time but has positive association with SES.

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A Comparison of Grit, Failure Tolerance and Psychological Well-Being between Elementary Science-Gifted and the General Students (초등 과학영재와 일반학생의 그릿(Grit)과 학업적 실패내성 및 심리적 안녕감과의 비교)

  • Youn, Sang-Chon;Choi, Sun Young
    • Journal of Korean Elementary Science Education
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    • v.36 no.4
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    • pp.439-446
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    • 2017
  • The purpose of this study was to compare Grit, failure tolerance and psychological well-being between elementary science gifted and general students. The subjects of this study were 48 science gifted students and 70 general students in the 5th and 6th grade of elementary school in Gyeonggi province. The results of this study were as follows: First, Grit, failure tolerance and psychological well-being of science gifted students were higher than those of the general students, there was a statistically significant difference. Second, science gifted students showed higher correlation between grit and failure tolerance, grit and psychological well-being than general students. Grit of science gifted students had a positive correlation with all sub-factors of academic failure tolerance and psychological well-being. In general students, there was a positive correlation with all sub-factors of Grit, academic failure tolerance, and psychological well-being except for the emotion sub-factor of academic failure tolerance. Thirdly, as a result of the regression analysis on the elements of failure tolerance affecting the Grit, science gifted students showed emotional factor but general students had behavioral factors. Also, as a sub-factor of psychological well-being on Grit, both science gifted and general students showed autonomy.

Impact of Inner/External Motive of Children with Underachievement in Basic Learning on Academic Failure Tolerance, Depression and Academic Efficacy (기초학습부진아동의 내·외적동기에 따른 학업적 실패내성, 우울, 학업효능감에 미치는 영향)

  • Park, Soon-Gil;Cho, Jeung-Ryeul
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.6 no.5
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    • pp.135-142
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    • 2016
  • This study aimed to identify the correlation between internal/external motive, academic failure (emotion, behavior, task preference), depression (depressive emotion, behavioral disorder, loss of interest, self-degradation and physiological symptom), and academic efficacy of elementary school students with underachievement basic learning, and discover the influential variables on internal/external motive, targeting 56 elementary school students with underachievement in third and fifth grade of 10 elementary schools in G metropolitan city. The research conducted T-test to figure out the difference between the children with underachievement by year and carried out theregression analysis to identify the predictors of self-determination motives. First, there was a difference between the third and fifth graders in terms of the external motives. Second, the influential variables for external motives of children with underachievement included depressive emotion, loss of interest and physiological symptom. Therefore, as more third graders with underachievement study under the external motives compared to the fifth graders, it is concluded necessary to adopt a program to reduce the variables for depression that influence the external motives.

Relationships between Brain Hemispheric Dominance and Academic Achievement, Self Concept and Achievement Motivation in High School Students (고등학생들의 뇌반구 우세성과 학업성취도, 자아개념 및 성취동기와의 관계)

  • Kim Nam-il
    • Science of Emotion and Sensibility
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    • v.8 no.1
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    • pp.55-61
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    • 2005
  • The purpose of the study was to examine any difference in academic achievement, self-concept and achievement motivation by the types of hemispheric dominance. 189 high school students participated in the study. They were taken three kinds of different psychological tests i.e., the brain hemispheric preference (dominance), the self-concept and the achievement motivation tests. Three types of hemispheric dominance were classified as the left hemispheric, the right hemispheric and whole brain dominances. The results showed that students with the right hemispheric dominance showed lower academic achievement and self concept than the other groups students. Those who had left hemisphere dominance showed higher achievement motivation than the right hemispheric students. These results could be interpreted that education in the high school in Korea mainly focuses left hemisphere related topics or subjects.

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The Influence of Artwork-provoked Response Types on Art Infusion Effect (명화가 유발하는 반응유형이 명화주입효과에 미치는 영향)

  • Jung, Bohee;Bae, Jungho
    • Journal of Distribution Science
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    • v.17 no.1
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    • pp.95-103
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    • 2019
  • Purpose - Recently, many theoretical researches suggested that arts-based marketing strategies provide many benefits for marketers to differentiate their brand or product from others. However, there has been little research focusing on consumers' response types from artwork (artifact-emotion appraisal; A-emotion vs. represented world-emotion appraisal; R-emotion). In order to deepen our understanding of arts-based marketing strategies, we addressed a research question related to how artwork-provoked consumers' emotional response can impact the perceived evaluation of art infused products. Research design, data, and methodology - To answer the research question, we conducted a pretest and one experimental study. The experimental study was 2(art-provoked response type: A-emotion vs. R-emotion) by 2(emotional valence: positive vs. negative) by 2(produce type: hedonic vs. utilitarian) mixed design. The art-provoked response type and emotional valence were between-subject design and product type was within subject design. For the experimental study, 108 undergraduate students and graduate students were randomly assigned to one of 4 conditions (A-emotion-positive, A-emotion-negative, R-emotion-positive, R-emotion-negative). Participants reported their evaluation of art-infused product and other items for a manipulation check. Results - The major results from the experimental study are as follow. First, participant's art-provoked response type influenced evaluation of art infused products differently. More specifically, the effect of emotional valence of artwork on product evaluation was not significant in A-emotion. However, in R-emotion, relative to the product with artwork provoked negative emotional valence, the product with artwork provoked positive emotional valence elicited significantly higher product evaluation. Second, product type also affected the art infusion effect significantly. Particularly, the differential effect of participant's art-provoked response type on product evaluation revealed when it is for a utilitarian product, but not for a hedonic product. Conclusions - Theoretically, the findings of this study expand academic research on art infusion. And the findings also can be extrapolated to generate lots of implication for marketers. In sum, when they plan art marketing strategies to build the favorable relationship with their customers, they need to consider customers' response type of an infused art and product type.

Influence of Emotional Awareness, Ambivalence over Emotional Expressiveness and Emotional Regulation Style on Nursing Student Adjustment (간호대학생의 정서인식, 정서표현양면성, 정서조절이 대학생활적응에 미치는 영향)

  • Park, Seungmi;Kim, Chul-Gyu;Cha, Sun Kyung
    • The Journal of Korean Academic Society of Nursing Education
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    • v.20 no.2
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    • pp.300-311
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    • 2014
  • Purpose: This study was conducted to identify influence of emotional awareness, ambivalence over emotional expressiveness and emotional regulation style on nursing student adjustment. Method: One hundred and sixty nine nursing students completed the questionnaires from May to June, 2013. Data analysis was done using descriptive statistics, independent t-test, ANOVA, Pearson correlation coefficient, and multiple regression with SAS v 9.3. Results: Ambivalence over positive emotional expressiveness, motivation of application for nursing-aptitude, emotional awareness-mood labeling, avoidant/distractive style of emotion regulation, and parents-both alive were identified as factors influencing nursing student adjustment. The model explained 37% of variance in nursing student adjustment. Conclusion: The results of this study suggest that programs for promoting mood labeling and reducing ambivalence over positive emotional expressiveness and avoidant/distractive style of emotion regulation are important for college adjustment in nursing students. In addition, aptitude test for nursing applicants can be considered.