• Title/Summary/Keyword: individual emotions

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Extreme Learning Machine Ensemble Using Bagging for Facial Expression Recognition

  • Ghimire, Deepak;Lee, Joonwhoan
    • Journal of Information Processing Systems
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    • v.10 no.3
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    • pp.443-458
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    • 2014
  • An extreme learning machine (ELM) is a recently proposed learning algorithm for a single-layer feed forward neural network. In this paper we studied the ensemble of ELM by using a bagging algorithm for facial expression recognition (FER). Facial expression analysis is widely used in the behavior interpretation of emotions, for cognitive science, and social interactions. This paper presents a method for FER based on the histogram of orientation gradient (HOG) features using an ELM ensemble. First, the HOG features were extracted from the face image by dividing it into a number of small cells. A bagging algorithm was then used to construct many different bags of training data and each of them was trained by using separate ELMs. To recognize the expression of the input face image, HOG features were fed to each trained ELM and the results were combined by using a majority voting scheme. The ELM ensemble using bagging improves the generalized capability of the network significantly. The two available datasets (JAFFE and CK+) of facial expressions were used to evaluate the performance of the proposed classification system. Even the performance of individual ELM was smaller and the ELM ensemble using a bagging algorithm improved the recognition performance significantly.

The Effect of Boredom Proneness on Smartphone Addiction and Impulse Purchasing: A Field Study with Young Consumers in Turkey

  • BOZACI, Ibrahim
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.7
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    • pp.509-517
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    • 2020
  • The study seeks to understand the effects of boredom proneness on impulse purchasing and smartphone addiction of young consumers. Moreover, the possible mediating role of smartphone addiction is tested for the effect of boredom proneness on impulse purchasing. Nowadays, the effect of emotions on human behavior is generally accepted, and boredom is one of the important and common problematic feelings or moods at various levels of life due to factors like unemployment, not being able to work in a suitable job, not getting appropriate education matching individual abilities, monotony of tasks, and feeling life is meaningless. Investigating the effect of boredom on specific consumer behavior would increase our knowledge about consumer behavior. For the research, a survey was conducted 313 students from Kirikkale University, Keskin Vocational High School; the data were collected by convenience sampling method. The data were processed through statistical tools like exploratory factor analysis, coefficient alphas, and regression analysis. The results of the study reveal that boredom proneness affects impulse purchasing and smartphone addiction. In addition, it is understood that smartphone addiction plays a mediating role in the effect of boredom proneness on impulse purchasing. These results indicate that boredom can be an important factor affecting certain negative consumer behaviors.

Analysis of Bloggers' Influence Style within Blog

  • Tan, Luke Kien-Weng;Na, Jin-Cheon
    • Journal of Information Science Theory and Practice
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    • v.1 no.2
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    • pp.36-57
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    • 2013
  • Blogs are readily available sources of opinions and sentiments which allows bloggers to exert a certain level of influence over the blog readers. Previous studies had attempted to analyze blog features to detect influence within the blogosphere, but had not studied in details influence at the blogger-level. Other studies studied bloggers' personalities with regards to their propensity to blog, but did not relate the personalities of bloggers to influence. Bloggers may differ in their way or manner of exerting influence. For example, bloggers could be active participants or just passive shares, or whether they express ideas in a rational or subjective manner, or they are received positively or negatively by the readers. In this paper, we further analyze the engagement style (frequency, scope, originality, and consistency of the blog postings), persuasion style (appeals to reasons or emotions), and persona (degree of compliance) of individual bloggers. Methods used include similarity analysis to detect the sharing-creating aspect of engagement style, subjectivity analysis to measure persuasion style, and sentiment analysis to identify persona style. While previous studies analyzed influence at blog site level, our model is shown to provide a fine-grained influence analysis that could further differentiate the bloggers' influence style in a blog site.

Experience of Patients Living with Chronic Renal Failure (만성신부전 환자의 체험)

  • 강성례;이병숙
    • Journal of Korean Academy of Nursing
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    • v.31 no.4
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    • pp.525-537
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    • 2001
  • The Purpose of the study was to understand the experience of chronic renal failure patients for the qualified individual care for them. The purpose of this study was to explore the experience of patients living with chronic renal failure and to identify the meaning and structure of their experience. The subjects were four patients, two females and two males. The age range was from 21 to 54. Data was collected with a few in-depth interviews by the authors until the data was fully saturated. The framework and methodology of this study was based on Parse′s "Human Becoming methodology," an existential phenomenological research methodology. The findings of this study were as follows. Three experience structures of chronic renal failure patients were : 1. Sufferings and conflicts originated in the frustration caused by uncurable disease. 2. Dependence upon God and significant others with complex emotions. 3. Acceptance of sufferings, emerging hope for serving people, and gratitude for living. In conclusion the experience of chronic renal failure patients could be described from the findings (three structures) as "Experiencing the sufferings, conflicts originated in the frustration caused by uncurable disease, dependence upon God and significant others with complex emotion, acceptance of the suffering and hope for serving people, and gratitude for living." The three structures of the lived experience of patients with chronic renal failure, the findings of this study, could be explained by the three concepts of "Theory of Human Becoming," the first structure could be explained with values, the second with revealing-concealing, and the third with transforming.

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Empirical Study on Antecedents and Consequences of Users' Fatigue on SNS and the Moderating Effect of Habit (SNS에서의 사용자 피로감의 선행 및 결과 요인과 습관의 조절효과에 관한 실증연구)

  • Kim, Sanghyun;Park, Hyunsun
    • Journal of Information Technology Services
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    • v.14 no.4
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    • pp.137-157
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    • 2015
  • The development of Social Network Service (SNS) has brought many positive changes to the ways people communicate, interact and share information. However, using the SNS does not always leads to in a positive results, particularly when it is addictively used. In fact, the addictive use of SNS results in many negative effects in our society. Recently, SNS users feel negative emotions such as expecially stress and fatigue while using SNS. Thus, the purpose of this study is to empirically examine antecedents of user fatigue on SNS, which can be explained by the degree of Individual, environment and SNS characteristics. This study also examines consequences of user fatigue on SNS. Lastly, we examine the moderating effects of Habit among SNS fatigue, barrier of living and task performance decline. The data for empirical analysis were collected 401 responses on SNS users in Korea. The results of this study are as follows; First, reputation perception, loneliness, unwanted relation, privacy concern, information overload, social presence and interaction are significantly related to SNS fatigue. Second, SNS fatigue, barrier of living and Task performance decline are significantly related to discontinuous usage intention. Third, the moderating effect of Habit of SNS using is found in the relationship among SNS fatigue, barrier of living and task performance decline. Based on the results of this study, Theoretical and practical suggestions were discussed.

An Qualitative Study on the Effects of Poetry Therapy Program in Rural Residents (농촌 주민의 시 치료 프로그램의 치유효과에 관한 질적 연구)

  • Shim, Young-Do;Kim, Hyun;Kang, Dae-Koo
    • Journal of Agricultural Extension & Community Development
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    • v.28 no.3
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    • pp.113-126
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    • 2021
  • This study aims to explore the effects of poetry therapy program on individual stress, depression, and self-esteem for rural residents. For the research data, before the end of the poetry therapy program, participants were asked to write a confession, and as a retrospective study, in-depth interviews were conducted with 4 participants to find out whether the effects of the program continued after about 14 months. According to the results of the study, after the program ended, it was said that it was a meaningful time to communicate and live positively through poetry. In a retrospective study, it was said that poetry writing relieved depression, released and purified emotions, created a sense of relaxation and provided an opportunity for self-reflection. Based on these results, it was confirmed that rural residents who are experiencing many psychological difficulties can improve their negative psychology and find peace of mind through poetry writing.

Behavioral Biases on Investment Decision: A Case Study in Indonesia

  • KARTINI, Kartini;NAHDA, Katiya
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.3
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    • pp.1231-1240
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    • 2021
  • A shift in perspective from standard finance to behavioral finance has taken place in the past two decades that explains how cognition and emotions are associated with financial decision making. This study aims to investigate the influence of various psychological factors on investment decision-making. The psychological factors that are investigated are differentiated into two aspects, cognitive and emotional aspects. From the cognitive aspect, we examine the influence of anchoring, representativeness, loss aversion, overconfidence, and optimism biases on investor decisions. Meanwhile, from the emotional aspect, the influence of herding behavior on investment decisions is analyzed. A quantitative approach is used based on a survey method and a snowball sampling that result in 165 questionnaires from individual investors in Yogyakarta. Further, we use the One-Sample t-test in testing all hypotheses. The research findings show that all of the variables, anchoring bias, representativeness bias, loss aversion bias, overconfidence bias, optimism bias, and herding behavior have a significant effect on investment decisions. This result emphasizes the influence of behavioral factors on investor's decisions. It contributes to the existing literature in understanding the dynamics of investor's behaviors and enhance the ability of investors in making more informed decision by reducing all potential biases.

Parenting experiences among fathers of prematurely-born children with cerebral palsy in South Korea

  • Park, Jisun;Bang, Kyung-Sook
    • Child Health Nursing Research
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    • v.27 no.1
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    • pp.75-85
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    • 2021
  • Purpose: The symptoms and impairments caused by cerebral palsy usually require long-term treatment, resulting in a substantial burden on the family of affected children. This study explored the experiences of fathers with prematurely-born children with cerebral palsy, with a focus on how such experiences influenced their families. Methods: A qualitative case study method was used. Nine subjects were recruited from April 2018 to June 2019 at one hospital, and each was interviewed three times by a neonatal nurse. Results: Five core experiences of fathers were identified: "regret for an insufficient initial response", "confronting my child born as a premature baby", "the position of being a dad who can't do anything", "the process of treatment like a tunnel with no exit", and "a father's getting meaning in life through children". These stories covered an individual's timeline and family interactions. Conclusion: Our findings suggest that fathers of prematurely-born children tend to suppress their emotions; therefore, a novel intervention program to encourage fathers' emotional expression and to support healthier interactions with their families is needed. Moreover, our findings could contribute basic information for the construction of a community-based support system to aid families, including prematurely-born children and other persons with impairments.

How Resilience Affects Employee Engagement? A Case Study in Indonesia

  • AMIR, Muhammad Taufiq;MANGUNDJAYA, Wustari L.
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.2
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    • pp.1147-1156
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    • 2021
  • This study aims to examine the role of resilience in academic engagement and also to evaluate the theoretical model of the relationships between resilience and engagement. A survey of faculty members in 20 study programs from 12 universities in Jakarta was conducted, Where 247 questionnaires were returned from the 495 distributed. Furthermore, 240 valid data were available for evaluation in order to test the model, and a confirmatory Structural Equation Modelling was conducted, using AMOS 20. Criteria of goodness-fit demonstrated the relatively adequate model, and the coefficient of structural path describes the potential of the links. Three out of four paths available significantly showed the role of developmental persistency and positive emotions on work engagement. The participants of the study include only constituted academics of private universities in Indonesia. Thus there is a need for better care in interpreting the level of resilience and engagement, as engagement may vary when used in a different context. The study suggests interventions for practitioners, not only for academia in the higher education context but also for other professionals in managing engagement at the individual or team level. Therefore, combining resilience and engagement programs may contribute to an enhancement in the productivity of employees.

A phenomenological study on the meaning of presence of elderly participants in an exercise-music program

  • Kim, Kyungsun;Jeong, Hyeoncheol
    • Physical Therapy Rehabilitation Science
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    • v.9 no.4
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    • pp.295-301
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    • 2020
  • Objective: The reason why it is important to look at the benefits of exercise-music experience perceived by the elderly is that the satisfaction of life in old age is a meaningful reflection of the subjective perception of the life of the elderly. This is because it must be understood as the center. Design: A qualitative study. Methods: Participants are senior citizens attending senior citizens' college located in Eumseong city. Those who have taken an exercise-music song program for at least one semester served as the participants. Individual interviews were conducted by selecting 10 people through purposeful sampling. The collected data were analyzed by applying Colaizzi's method among phenomenological methods. The exercise-music program was conducted for 12 weeks, for a total of 50 minutes for each time (10 minutes for introduction, 35 minutes for music, 5 minutes for finishing). Results: As a result of the study, the experience of the exercise-music program was derived into 6 categories and 13 subjects. These 6 main categories are 'Changes from the developmental crisis', 'Freedom from the confines of others', 'Positive emotions found through songs', 'Feeling of peer and fellowship relationships', 'Changes in self-awareness', It appeared as a 'Change in the way of life'. Conclusions: In conclusion, the experience of the exercise-music program brought about a positive changes in life of doing one's best by improving confidence and confirming presence. Therefore, this study suggests activation of senior college programs to find a sense of presence for each level by using exercise-music programs with good accessibility.