• Title/Summary/Keyword: human intention analysis

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Improving the Subject Independent Classification of Implicit Intention By Generating Additional Training Data with PCA and ICA

  • Oh, Sang-Hoon
    • International Journal of Contents
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    • v.14 no.4
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    • pp.24-29
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    • 2018
  • EEG-based brain-computer interfaces has focused on explicitly expressed intentions to assist physically impaired patients. For EEG-based-computer interfaces to function effectively, it should be able to understand users' implicit information. Since it is hard to gather EEG signals of human brains, we do not have enough training data which are essential for proper classification performance of implicit intention. In this paper, we improve the subject independent classification of implicit intention through the generation of additional training data. In the first stage, we perform the PCA (principal component analysis) of training data in a bid to remove redundant components in the components within the input data. After the dimension reduction by PCA, we train ICA (independent component analysis) network whose outputs are statistically independent. We can get additional training data by adding Gaussian noises to ICA outputs and projecting them to input data domain. Through simulations with EEG data provided by CNSL, KAIST, we improve the classification performance from 65.05% to 66.69% with Gamma components. The proposed sample generation method can be applied to any machine learning problem with fewer samples.

Comparison of Factors Associated with Intention to Receive Human Papillomavirus Vaccine Between Male and Female Undergraduate Students (남녀 대학생의 인유두종 바이러스 백신접종의도 영향요인 비교)

  • Kim, Hae-Won
    • Women's Health Nursing
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    • v.17 no.4
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    • pp.415-425
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    • 2011
  • Purpose: This study was done to identify and compare factors associated with intention to receive Human Papillomavirus (HPV) vaccine between male and female undergraduate students. Methods: In the fall of 2010, 479 students responded to self-administered questionnaires about their intention to receive HPV vaccine, HPV knowledges, HPV related involvements and optimistic bias, subject's characteristics including opinion about HPV vaccine. Mann-Whitney U test, uni-variate and multi-variate logistic regression were used for data analysis with SPSS/WIN. Results: Intention to receive vaccine were 22.0% of men and 25.0% of women. There were significantly different in HPV knowledge (Z=-2.74, p=.006), optimistic bias (Z=-4.60, p<.001), vaccine is necessary for women (Z=-4,30, p<.001), vaccine is necessary for men (Z=-4.37, p<.001), vaccine is necessary if only symptom exist (Z=-4.52, p<.001), but there were not different in intention to receive vaccine, involvement between men and women. Concern about vaccine safety (OR=3.19, 95% CI 1.63~6.23) was determinant of intention to receive HPV vaccine for men. Conclusion: This study showed gender differences in HPV knowledge, HPV related optimistic bias and opinion about HPV vaccine, which would be assessed and well managed in tailored HPV education for enhancing HPV vaccine acceptance.

Effects of Festival Sevicescape and Human Services to Emotional Response and Behavioral Intention (축제의 서비스스케프와 인적서비스가 감정반응과 행동의도에 미치는 영향 -강경발효젓갈축제 사례를 중심으로-)

  • Noh, Won-Jung;Jee, Jin-Ho
    • The Journal of the Korea Contents Association
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    • v.10 no.9
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    • pp.432-437
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    • 2010
  • The purpose of this research is to find out how festival servicescape and human service impact the participant's emotional response and behavioral intention in terms of participants as consumers. The servicescape of festival indicated 4 common factors, named cleanliness, convenience, suitability and attravtiveness. As a result of analysis, it indicated that cleanliness and convenience from among the servicescape of festival variables are positively on positive emotion, negatively on negative emotion. And it was analyzed that all the variables of human service influence significantly on emotional response. Especially, it showed that expertise of human service variables influence on positive emotion the most, influence significantly on negative emotion. The result of relationship on behavioral intention indicated that the convenience factor of festival servicescape and expertise factor of human service influence significantly. Therefore, to operate successful festival, festival organizer should plan and manage the festival based on factors which comprises festival servicescape and human service.

The Influences of Shopping Enjoyment and Risk Reduction on Behavioral Intention in Internet Shopping Malls using a Moving Virtual Model (움직이는 가상 모델을 활용한 인터넷 쇼핑몰에서 쇼핑의 즐거움, 위험감소가 미래행동의도에 미치는 영향)

  • Yang, Hee-Soon;Choi, Young-Lim
    • Fashion & Textile Research Journal
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    • v.13 no.3
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    • pp.390-397
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    • 2011
  • This study investigates the influences of shopping enjoyment and risk reduction on customers' attitude and the behavioral intention in the Internet shopping mall using a moving virtual model. For this study, we produced a moving virtual model to present a fashion product. The virtual model walks for about one minute on the stage. After respondents viewed it, they completed a questionnaire. The questionnaire consists of online shopping enjoyment, risk reduction, customers' attitude and behavioral intention. Respondents are limited to females aged in their 20s and 30s, who have experienced Internet shopping and are highly interested in fashion products. 411 samples were used for the final analysis. Cronbach's alpha, factor analysis, and multiple regression analysis were conducted. The results are as follows. Online shopping enjoyment and risk reduction influenced the behavioral intention directly as well as through the attitude. However, the size of the influence indicated that online shopping enjoyment is larger than risk reduction. Therefore, Internet malls should utilize the moving virtual model to provide customers with enjoyment and risk reduction, which will increase customers' favorable attitudes and the behavioral intention such as purchase intention and word of mouth.

The Effect of Work Environment Quality and LMX of Physical Therapist in Small and Medium-sized Hospitals on Turnover Intention (중소병원 물리치료사의 업무환경품질과 LMX가 이직의도에 미치는 영향)

  • Cho, Chul-Ho
    • Journal of Korean Society for Quality Management
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    • v.51 no.3
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    • pp.445-459
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    • 2023
  • Purpose: The present study was designed to find out how the quality of the work environment felt by physical therapists and LMX affect the turnover intention. In addition, we tried to find the mediating effect of LMX in the causal relationship between work environment quality and turnover intention, and to find ways to effectively lower the turnover intention of physical therapists. Methods: Survey tool has obtained validity and reliability through literature survey, exploratory survey and pretest and sample 365 was selected. To treat a pretest and main analysis, SPSS23.0 and AMOS23.0 were employed and structural equation model was employed as an analysis method. Results: Among the work environments, the human environment, the physical environment, and the compensation system were found to have an effect on LMX. In addition, the physical environment and compensation system were found to have a significant effect on turnover intention. LMX was found to have an effect on turnover intention and play a mediating role. Conclusion: In order to lower the turnover intention of physical therapists, the level of LMX should be increased by strengthening the factors of the working environment. This study shows that the management of LMX along with the working environment is an important factor in lowering the turnover intention of physical therapists, and this study has several limitations.

The Moderating Effects of Parent-Child Relationship on The Relationship Big-5 Personality Factors and Turnover Intention

  • Park, CheolWoo;Bae, Gumkwang
    • Culinary science and hospitality research
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    • v.24 no.2
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    • pp.87-95
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    • 2018
  • This study investigates the relationship between Big 5 personality factors of food service employees and turnover intention and identifies the moderating effects of satisfactory parent-child relationship. A total of 179 data were subjected to frequency analysis and regression analysis. Participants were instructed to take an on-line survey which is google survey from August to October in 2017. The results of this study demonstrated that Big-5 personality factors excepted openness to experience influence on turnover intention. Furthermore, the parent-child relationship affects the relationship between Big-5 personality factors and turnover intention. This study may contribute to new data to human resource management.

The Effects of Service Quality of Internet Shopping Malls on Consumer Satisfaction and Word of Mouth Intention (인터넷 쇼핑몰의 서비스 품질이 소비자 만족과 구전의도에 미치는 영향)

  • Jun, Dae-Geun;Kang, Eun-Mi;Choi, Joo-Young
    • Fashion & Textile Research Journal
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    • v.10 no.6
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    • pp.890-899
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    • 2008
  • This study aimed to identify the effects of service quality of internet shopping malls on consumer satisfaction and word of mouth intention. The data were obtained from questionnaires completed by 345 people aged between 20 and 39 living in Busan. The SPSS package was used for data analysis whose methods included factor analysis, ANOVA, cluster analysis and regression analysis. The results of this study were as follows: First, the service quality factors were determined to be reliability, diversity, convenience, accuracy & communicability. Differences among the groups divided by service quality factors were found to be meaningful in consumer satisfaction and word of mouth intention. Second, reliability, diversity, convenience & accuracy significantly affected consumer satisfaction, however all the service quality factors significantly effected word of mouth intention. Finally, consumer satisfaction, reliability, diversity, accuracy & communicability had an significant effect on word of mouth intention. It would be helpful for the managers of internet shopping malls that consumers can be satisfied with right fashion products and efficient inter-communication based on trustfulness in the long-term relationship.

Effects of the Components of Mobile Shopping Apps On Shopping Flow and Continuous Usage Intention

  • Sangwoon BYUN;Jai-Kil KO
    • The Journal of Industrial Distribution & Business
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    • v.14 no.12
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    • pp.11-21
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    • 2023
  • Purpose: This study aims to investigate the impact of mobile shopping app components on shopping flow and the continuous usage intention of the shopping apps in the rapidly growing mobile market facilitated by advancements in the mobile environment. Research Methodology: A survey was conducted, targeting users aged 20 and older with experience in using mobile shopping apps. The responses of 456 participants were analyzed through frequency analysis, exploratory factor analysis, reliability analysis, confirmatory factor analysis, and structural equation modeling. Results: The study found that within the components of mobile shopping apps, enjoyment significantly impacted both shopping flow and the continuous usage intention of shopping apps. The diversity of product assortment had a significant effect only on shopping flow. The usefulness and ease of use influenced on the intention to continue using shopping apps. Conclusions: Based on the findings, it is recommended that shopping app operators try to identify essential components for stimulating user interest and engagement when developing or modifying apps. Additionally, a diverse range of products enhances the shopping experience and drives spontaneous purchases. Furthermore, providing an easy interface and minimizing the effort required, this experience can enhance user perception of its value and sustain consumers' continuous usage intention of the shopping app.

The Effect of Korean FK(Futsal Korea) CUP Tournament Identity on Value and Participation Intention (한국 FK(Futsal Korea) CUP 대회 아이덴티티가 가치와 참가의도에 미치는 영향)

  • Shin, Jin-Ho
    • Journal of the Korean Applied Science and Technology
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    • v.39 no.4
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    • pp.560-567
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    • 2022
  • This study attempted to provide basic data on efficient competition operation plans by identifying how the identity of the Korean FK CUP competition affects value and participation intention. Therefore, among those who are aware of the FK CUP competition organized by the Korea Futsal League, those who have participated in the futsal competition were selected as samples. The survey was conducted face-to-face and non-face-to-face from April 1 to June 17, 2022, and a total of 299 data were used for the final analysis. Data processing used the SPSS (ver.21.0) program to conduct frequency analysis, exploratory factor analysis, internal consistency, correlation analysis, simple and multiple regression analysis. The main results of this study are as follows. First, the identity of the Korean FK CUP competition has been shown to influence the value in the order of organization, human and symbol. Second, the value has been shown to influence the participation intention. Third, the identity of the Korean FK CUP competition has been shown to influence the participation intention in the order of organization, human.

Effects of Characteristics of Social Commerce on Purchase Intention -Moderating Effects of Perceived Risk and Price Sensitivity of Mobile Application Users- (소셜커머스의 특성이 구매의도에 미치는 영향 -모바일 앱 사용자의 지각된 위험과 가격민감성의 조절효과-)

  • Choi, Ye-ji;Lee, Mi-ah
    • Journal of the Korean Society of Clothing and Textiles
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    • v.40 no.3
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    • pp.574-589
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    • 2016
  • This research investigates the characteristics of the mobile social commerce and explores the moderating effects of perceived risk and price sensitivity. This survey targeted consumers in their 20s to 30s who use mobile social commerce applications. We used 261 questionnaires for the final statistical analysis. Descriptive analysis, factor analysis, reliability analysis, and hierarchical regression analysis were applied in the data analysis. The results are summarized as follows. First, characteristics of mobile social commerce are composed of economics, informativeness, entertainment and promotion. Second, perceived risk (which had a negative effect on purchase intention) had moderating effects between perceived risk and economics or entertainment. Third, price sensitivity (which had a positive effect on purchase intention) had a moderating effect between price sensitivity and promotion. This study contributes to the disclosure of the role of perceived risk and price sensitivity as moderating factors between the characteristics of mobile social commerce and purchase intention. Finally, useful implications (both academic and practical) are provided for fashion retail managers.