• Title/Summary/Keyword: Intention prediction

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미분 게임에서 유전자 알고리즘을 이용한 유도 규칙 산출에 대한 연구

  • 김용운;박동조
    • 제어로봇시스템학회:학술대회논문집
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    • 1996.10b
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    • pp.359-362
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    • 1996
  • The guidance system which uses the line-of-sight(LOS) rate to guide the missile towards its target has been used to the conventional differential game, such as the pursuer-evader game. Proportional navigation guidance and its derivatives have been shown to be an effective LOS rate guidance system. In this paper, we have used the genetic algorithm to construct the guidance system for the pursuer-evader type differential game. Also we have proposed the prediction model to obtain the informations about the intention of future actions of the pursuer and the evader.

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A Prediction of Behavioral Intention on Pap Screening Test in College Women: A Path Model (여대생의 자궁경부암검사(Pap test) 행위의도 예측 경로모형)

  • Kang, Kyung-Ah;Kim, Shing-Jeong;Noriyo, Kaneko;Cho, Haeryun;Lim, Young-Sook
    • Journal of Korean Public Health Nursing
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    • v.31 no.1
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    • pp.135-148
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    • 2017
  • Purpose: This study was conducted to predict the effects of behavioral intention on pap screening tests in unmarried college women using a path model. Methods: The study subjects were 216 university students and data were collected through self-report questionnaires including knowledge, attitude, subjective norms, perceived behavioral control, behavioral intentions to take the Pap test, and health responsibility. Results: Knowledge regarding the Pap test was moderate. The factors of knowledge, attitude, and perceived behavioral control negatively influenced the behavioral intention of the Pap test. However, the factors of subjective norms and health responsibility positively influenced behavioral intention. Conclusion: Subjective norms are the most importance factor to increase the intentions of the Pap test among unmarried college women. It is also necessary to eliminate barriers to undergoing pap testing, as well as to provide nursing intervention to obtain correct knowledge and a positive attitude regarding the Pap screening test.

The Risk Factors Influencing Turnover Intention of Nurses (간호사의 이직의도에 영향을 미치는 예측 요인)

  • Jeong, Jeong-Hee;Kim, Kyung-Hee;Kim, Ji-Su
    • Journal of Korean Academy of Nursing Administration
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    • v.14 no.1
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    • pp.35-44
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    • 2008
  • Purpose: This study was done to identify the risk factors influencing turnover intention of nurses. Method: The participants in this descriptive survey on causal relations were 756 nurses who were working at a tertiary university hospital in Seoul. The data were put in to multiple regression analysis to build a prediction model. Results: Turnover intention according to general features were shown as following.: Age, Clinical careers, Educational level, Marital status, Economic status(Yearly income). The relationship between turnover intention and job stress had positive correlation. But the relationship between turnover and other factors that job satisfaction, internal marketing, and organizational commitment had negative correlation. The causal factors of turnover intention were organizational commitment, the factors of organizational support and patient/caregiver relationships among subcategories of job stress and the factor of professional position among subcategories of job satisfaction. Conclusions: The findings of study suggest that board intervention program should be provided to prevent problems of turnover. It is also recommended that a program be developed that can help control the variables identified in this study along with follow up study to verify the model.

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Prediction Model for Nursing Work Outcome of Nurses - Focused on Positive Psychological Capital (간호사의 간호업무성과 예측모형 - 긍정심리자본을 중심으로)

  • Lee, Soon Neum;Kim, Jung A
    • Journal of Korean Academy of Nursing
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    • v.50 no.1
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    • pp.1-13
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    • 2020
  • Purpose: The purpose of this study was to construct and test a structural equation model on nursing work outcomes based on Youssef and Luthans' positive psychological capital and integrated conceptual framework of work performance. Methods: This study used a structured questionnaire administered to 340 nurses. Data were analyzed using structural equation modeling. Results: Positive psychological capital showed indirect and direct effects on job satisfaction, retention intention, organizational citizenship behavior, and nursing performance. While, the nursing work environment had direct and indirect effects on job satisfaction and nursing performance, it only had indirect effects on intention to work and organizational citizenship behavior. Additionally, a mediating effect on retention intention and organizational citizenship behavior was found between job satisfaction and nursing performance variables. Conclusion: The nursing organization needs to build a supportive work environment and reinforce positive psychological capital to improve nursing performance. Additionally, it needs to actively manage the necessary parameters involved in the stages of job satisfaction, retention intention, nursing performance, and organizational citizenship behavior of nurses. The findings propose the continuous management of nursing personnel based on nurses' attitude outcome, behavioral intention, behavioral outcome, and stage of role performance.

Behavior Pattern Prediction Algorithm Based on 2D Pose Estimation and LSTM from Videos (비디오 영상에서 2차원 자세 추정과 LSTM 기반의 행동 패턴 예측 알고리즘)

  • Choi, Jiho;Hwang, Gyutae;Lee, Sang Jun
    • IEMEK Journal of Embedded Systems and Applications
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    • v.17 no.4
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    • pp.191-197
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    • 2022
  • This study proposes an image-based Pose Intention Network (PIN) algorithm for rehabilitation via patients' intentions. The purpose of the PIN algorithm is for enabling an active rehabilitation exercise, which is implemented by estimating the patient's motion and classifying the intention. Existing rehabilitation involves the inconvenience of attaching a sensor directly to the patient's skin. In addition, the rehabilitation device moves the patient, which is a passive rehabilitation method. Our algorithm consists of two steps. First, we estimate the user's joint position through the OpenPose algorithm, which is efficient in estimating 2D human pose in an image. Second, an intention classifier is constructed for classifying the motions into three categories, and a sequence of images including joint information is used as input. The intention network also learns correlations between joints and changes in joints over a short period of time, which can be easily used to determine the intention of the motion. To implement the proposed algorithm and conduct real-world experiments, we collected our own dataset, which is composed of videos of three classes. The network is trained using short segment clips of the video. Experimental results demonstrate that the proposed algorithm is effective for classifying intentions based on a short video clip.

IoT Makes Life Simpler: How to Improve the Chinese Consumer's Intention to Use of LG HomNet Smart Home

  • Xiangdong Shen;Xi Chen;Yuting Jiang;Haixin Ji
    • Journal of Korea Trade
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    • v.26 no.8
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    • pp.1-20
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    • 2022
  • Purpose - The paper aims to develop the theory of TAM and perceived risk through a more comprehensive and rigorous understanding of the influencing factors of the consumer's adoption of LG HomNet smart home from the perspective of trade-offs. Design/methodology - Based on the TAM and perceived risk theory, combined with the individual characteristics of consumers in the context of information technology as the external factors of the technology acceptance model, this paper constructs a theoretical model of the factors affecting the use intention of the consumer. It was empirically tested by using SEM, and survey data was collected from 458 respondents. Findings - The research results show that 9 hypotheses of the research model are supported and have reliable prediction accuracy. Consumers' perceived interest, perceived connectivity and perceived controllability have a significant positive impact on their intention to use. In addition, this paper also confirmed the mediating effect of perceived usefulness and perceived ease of use. Originality/value - Consumers are very concerned about gains and losses. Low-level performance risks, security risks, and financial risks will drive the consumer to have a stronger intention to use, and financial risks have the strongest impact. This research provides a useful implication and guidance for smart home equipment manufacturers and service providers in product and service innovation and marketing and promotion strategies.

College Students' Safety Behaviors in the Dental Technology Laboratory Predicted by the Theory of Planned Behavior (치기공전공 대학생의 실습실 안전 행동에 대한 계획된 행위 이론 검증)

  • Park, Jong-Hee
    • The Journal of Korean Society for School & Community Health Education
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    • v.10 no.2
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    • pp.15-27
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    • 2009
  • Background and Goals: This study set out to apply the Theory of Planned Behavior (TPB), which is known to provide good explanations about human behavior, and test it to see if it could predict safety behavior by affecting the intention for safety behavior and perceived behavioral control and if intention for safety behavior would be influenced by attitude toward behavior, subjective norm, and perceived behavioral control. Methods: The subjects were 98 dental technology majors in D City. The questionnaires were distributed, filled out and collected on the spot. Each item was measured on a seven-point scale, and it's interpreted that the higher mean of each item would translate into safety behavior. Results: The analysis results of the Theory of Reasoned Action (TRA) variables indicate that only subjective norm ($\beta$ = .528, p < .000) had explanatory power of 27.2% (F = 37.170, P <.001) for intention for safety behavior. The results show that subjective norm and attitude toward behavior affect intention for safety behavior. The analysis results of the TPB variables revealed that intention for safety behavior had explanatory power of 26.6% (F = 36.072, p <.000) for behavior. When intention was added by perceived behavioral control, the explanatory power increased to 34.5% (F = 26.530, p <.000). And when it's added by knowledge, the explanatory power increased to 39.0% (F =21.661, p <.000). The results suggest that intention has the biggest influence on predicting safety behavior. Conclusion: The results show that the TPB model by Ajzen (1985) has greater forecasting power for intention and act of safety behavior than the TRA model by Fishbein & Ajzen (1980) and the TPB model can applied in the prediction of safety behavior. Thus safety behavior is considered as behavior whose determination control is limited. And safety education programs that add knowledge to the TPB variables will help the students promote their safety behavior.

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The Effect of Future Entrepreneurs' Marketing Self-efficacy on Entrepreneurial Intention: The Mediating Role of Resilience (예비 창업자의 마케팅 효능감이 창업의지에 미치는 영향: 회복탄력성의 매개역할)

  • Kim, Jung-Rae
    • Journal of Convergence for Information Technology
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    • v.10 no.11
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    • pp.131-140
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    • 2020
  • Entrepreneurial self-efficacy and self-efficacy on the positive effects of new firm creation are well developed in past research. However, marketing self-efficacy has not received enough attention on the prediction of entrepreneurial intention despite marketing and entrepreneurship are crucial when creating a new firm. Moreover, resilience has a central role in entrepreneurship research while present study aims to explore the impact of psychological factors on new venture creation but scholars have not begun to uncover specific mechanism through which marketing self-efficacy, resilience and entrepreneurial intention. The purpose of this study then was to examine resilience as mediator in the marketing self-efficacy and entrepreneurial intention relationship. Questionnaires were employed to collect data from major universities of future entrepreneurs in Korea. A total of 315 completed questionnaires were returned. Results showed that marketing self-efficacy and resilience had a positive effect on entrepreneurial intention. Further, resilience had a significant mediating effect on the marketing self-efficacy and entrepreneurial intention relationship. These results suggest theoretical and practical implications as an important factor to stimulate entrepreneurial intention.

The Impact of Nursing Professionalism on the Nursing Performance and Retention Intention among Psychiatric Mental Health Nurses (정신간호사의 전문직업성이 간호업무수행 및 재직의도에 미치는 영향)

  • Kwon, Kyoung-Ja;Ko, Kyoung-Hee;Kim, Kyung-Won;Kim, Jung-A
    • Journal of Korean Academy of Nursing Administration
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    • v.16 no.3
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    • pp.229-239
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    • 2010
  • Purpose: This study aimed to investigate the impact of nursing professionalism on the nursing performance and retention intention among psychiatric mental health nurses. Methods: As a descriptive correlational study, this study sampled 206 psychiatric mental health nurses in six hospitals in Seoul and Gyeonggi area through convenience sampling. Data were collected from March 2 to 31, 2009 using a self-report questionnaire. The collected data were analyzed using SPSS WIN 16.0. Results: In the subscales of professionalism, the 'Sense of calling' had the highest mean score while the 'Professional organization' had the lowest mean score. A significant positive correlation was observed in nursing professionalism, nursing performance and retention intention. According to an analysis on the impact of each subscale of nursing professionalism on nursing performance and retention intention, the 'Sense of calling' and 'Autonomy' were the most significant predictor variable. Conclusion: The results confirmed that the improvement of psychiatric mental health nurses' professionalism increases their nursing performance and retention intention and the 'Sense of calling' and 'Autonomy' are critical prediction factors. It is necessary to come up with a strategy which strengthens nursing professionalism in order to improve psychiatric mental health nurses' performance and retention intention.

Intentions to Care for New Influenza A(H1N1) Patients and Influencing Factors: An application of theory of planned behavior (계획된 행위이론을 적용한 간호사의 신종인플루엔자 A 환자 간호의도와 영향 요인)

  • Jeong, Sun Young;Park, Hyo Sun;Wang, Hee-Jung;Kim, Mijung
    • Journal of Home Health Care Nursing
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    • v.22 no.1
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    • pp.78-87
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    • 2015
  • Purpose: The purpose of this study was to explore the intentions and influencing factors of intentions to care for New Influenza A ($H_1N_1$) patient Methods: This study involved a descriptive design using self-administered questionnaire. Intentions to care for H1N1 patient was evaluated by prediction tool, based on the Theory of Planned Behavior (TPB). The data were analyzed by SPSS 17.0 using descriptive statistics, t-test, ANOVA with a Scheffe test, Pearson's correlation and multiple regression analysis. Results: The level of intention was high, attitude was negative, subjective norm was high, and perceived behavioral control was moderate. The general regression model with intention as a dependent variable was statistically significant (F=39.31, p<.001). 28.1% of variance in intention was explained by subjective norm (t=8.75, p<.001), and perceived behavioral control (t=4.28, p<.001). Among the predictors, subjective norm had the greatest effect on intention (${\beta}=.44$). The nurse with the higher subjective norm and more positive perceived behavioral control reported the higher intention. Conclusion: The findings of this study suggested that the various aspects of nurse's characteristics should be considered when establishing strategies to improve the nurse's intention for care of infectious disease.