• Title/Summary/Keyword: Contextual Model

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Comparison of Classification Performance Between Adult and Elderly Using Acoustic and Linguistic Features from Spontaneous Speech (자유대화의 음향적 특징 및 언어적 특징 기반의 성인과 노인 분류 성능 비교)

  • SeungHoon Han;Byung Ok Kang;Sunghee Dong
    • KIPS Transactions on Software and Data Engineering
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    • v.12 no.8
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    • pp.365-370
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    • 2023
  • This paper aims to compare the performance of speech data classification into two groups, adult and elderly, based on the acoustic and linguistic characteristics that change due to aging, such as changes in respiratory patterns, phonation, pitch, frequency, and language expression ability. For acoustic features we used attributes related to the frequency, amplitude, and spectrum of speech voices. As for linguistic features, we extracted hidden state vector representations containing contextual information from the transcription of speech utterances using KoBERT, a Korean pre-trained language model that has shown excellent performance in natural language processing tasks. The classification performance of each model trained based on acoustic and linguistic features was evaluated, and the F1 scores of each model for the two classes, adult and elderly, were examined after address the class imbalance problem by down-sampling. The experimental results showed that using linguistic features provided better performance for classifying adult and elderly than using acoustic features, and even when the class proportions were equal, the classification performance for adult was higher than that for elderly.

Automatic Recognition of Pitch Accents Using Time-Delay Recurrent Neural Network (시간지연 회귀 신경회로망을 이용한 피치 악센트 인식)

  • Kim, Sung-Suk;Kim, Chul;Lee, Wan-Joo
    • The Journal of the Acoustical Society of Korea
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    • v.23 no.4E
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    • pp.112-119
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    • 2004
  • This paper presents a method for the automatic recognition of pitch accents with no prior knowledge about the phonetic content of the signal (no knowledge of word or phoneme boundaries or of phoneme labels). The recognition algorithm used in this paper is a time-delay recurrent neural network (TDRNN). A TDRNN is a neural network classier with two different representations of dynamic context: delayed input nodes allow the representation of an explicit trajectory F0(t), while recurrent nodes provide long-term context information that can be used to normalize the input F0 trajectory. Performance of the TDRNN is compared to the performance of a MLP (multi-layer perceptron) and an HMM (Hidden Markov Model) on the same task. The TDRNN shows the correct recognition of $91.9{\%}\;of\;pitch\;events\;and\;91.0{\%}$ of pitch non-events, for an average accuracy of $91.5{\%}$ over both pitch events and non-events. The MLP with contextual input exhibits $85.8{\%},\;85.5{\%},\;and\;85.6{\%}$ recognition accuracy respectively, while the HMM shows the correct recognition of $36.8{\%}\;of\;pitch\;events\;and\;87.3{\%}$ of pitch non-events, for an average accuracy of $62.2{\%}$ over both pitch events and non-events. These results suggest that the TDRNN architecture is useful for the automatic recognition of pitch accents.

Grounded Theoretical Analysis on the Hospital Accreditation Experience of Head Nurses in General Hospitals (종합병원 수간호사의 의료기관평가 경험에 대한 근거이론적 접근)

  • Moon, Ji-Hyun;Joo, Ga Eul;Lee, Jinhwa
    • Journal of Korean Academy of Nursing Administration
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    • v.22 no.5
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    • pp.437-447
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    • 2016
  • Purpose: The purpose of this study was to conduct a grounded theoretical analysis on the hospital accreditation experience of head nurses in order to understand their behavior on the adaption of this new system. Methods: The participants were 8 head nurses with more than 3 years of experience. The data were collected through in-depth interviews using audiotape recording analyzed by the constant comparative method described in Strauss and Corbin's methodology. Results: There were 113 concepts, 26 subcategories and 12 categories identified through the open coding process. In the axial coding, the following paradigm model was proposed: 1) the causal conditions were 'hardware problem' and 'software problem', 2) the contextual conditions were 'vertical relationship', 'individual preference', and 'family support', 3) the intervening conditions were 'passive conditions' and 'active conditions', 4) the action/interaction strategies were 'leading role' and 'dependent role', 5) the consequences were 'positive acceptance' and 'negative acceptance', 6) the central phenomenon was 'difficult situation' and 7) the core category was 'leading in harmony'. Conclusion: The new system led head nurses having difficulties as the middleman between the hospital administration and general nurses, but they made a continuous effort to overcome and adapt to it through a number of strategies.

The Relationship between Online Trust and Distrust in Business: Testing Mutual Causality from a Cognitive-Affective Personality System Theory

  • Lee, Jung;Pee, L.G.
    • Asia pacific journal of information systems
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    • v.25 no.3
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    • pp.500-518
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    • 2015
  • The present research aims to identify the relationship between trust and distrust in an online business environment. To clarify the concepts, cognitive-affective personality system theory was introduced, through which five types of psychological units were proposed. In developing the research model based on the theory, technical effectiveness of the system and content truthfulness of the website were selected as two key stimuli for the coding process of online users. Trust and distrust were selected as mediating factors that generate consequent behaviors. Finally, purchase intention served as a final dependent variable. Assuming that trust and distrust emerge in psychologically different stages, this study hypothesized the mutual causal relationship between trust and distrust, indicating that the relationship will be determined by their contextual emphasis on each dimension. To validate, a survey was conducted with 307 online shopping mall users. Results show that stimuli were more significantly associated with trust. Trust is therefore a more cognitive construct than distrust, and the path from trust to distrust is stronger than that from distrust to trust. This finding implies that the cognitive aspect of trust is stronger than that of distrust. Distrust is rather more affectively emerging than trust.

Study of empowerment Factors of husbands in multicultural families in Korea - based on Grounded theory - (다문화가정 한국인남편의 적응역량 강화 과정에 관한 연구 - 근거이론방법을 적용하여 -)

  • Park, Jeong-Yun;Anh, Jin-Kyung
    • Korean Journal of Human Ecology
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    • v.23 no.6
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    • pp.981-997
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    • 2014
  • This study set out to examine the adaptation capabilities of husbands in multicultural families and further identify strengths to maintain a healthy multicultural family based on the grounded theory. For those objectives, the investigator had an ongoing interview with ten husbands that had a child in the setting of multicultural family and were judged to maintain a healthy family. Question analysis through the method of Strauss & Cobin and the abstraction and categorization process among similar concepts identified total 89 concepts, 24 subcategories, and 11 categories. In a paradigm model according to the axial coding results, the causal condition was "having an international marriage with the spouse"; the contextual conditions were "crisis in the development of multicultural family" and "general family conflicts"; the mediating condition was "positive self-rationalization"; and the central phenomena were "family-oriented value" and "cultural tolerance." The operation and interaction strategies for them were "forming communicative couple relationships," "cultivating cultural sensibility," and "utilizing unofficial external resources." The adaptation capabilities were "satisfaction with family life" and "pride in building a healthy multicultural family."

A critical inquiry on the feminine ethics in nursing (간호에서의 여성적 윤리에 대한 비판적 탐구)

  • Kong, Byung-Hye
    • Journal of Korean Academy of Nursing Administration
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    • v.9 no.1
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    • pp.41-49
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    • 2003
  • Purpose : This study was to illuminate the main characteristics and limits of the feminine ethics of care when it applies to the nursing ethics, and suggested sufficient conditions of care ethics in nursing in order to actualize the autonomy for nurses. Method : This study inquired the relationship between the ethical trait of caring in nursing and Gilligan & Noddings's moral theory as feminine ethics in relation to supporting the nursing ethics. In contrast to traditional moral theories based on universal principles, Gilligan's moral theory emphasized the conscious of the interpersonal relationship on the basis of the empathy and the responsibility for the other's need in contextual situations, and Noddings developed her ethics based on mothering as a model for the caring relation, the moral feature of which was characterized as reciprocity, receptiveness and responsiveness. Result : The feminine ethics of care came to support nursing ethics considering the nterpersonal relationship and responsibility. However, it did not show a possible ideal of nursing ethics because it has some difficulties in actualizing the nurse's individual and professional autonomy in the health care system. Conclusion : Therefore, in order that ethics of care can be an ideal and universal nursing ethics, it should be studied in proper direction, that is, toward actualization of the autonomy of the universal ethical self in relation to the concern and responsibility for the other.

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The Substitution Effect of Leadership Substitutes for Transformational Leadership in Nursing Organization (변혁적 리더십행위와 리더십 대체요인이 직무만족에 미치는 효과)

  • Kim, Jeong-Hee
    • Journal of Korean Academy of Nursing
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    • v.36 no.2
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    • pp.361-372
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    • 2006
  • Purpose: This paper was conducted to examine the effects of transformational leadership behaviors, within the substitutes for leadership model(Kerr & Jermier, 1978). Method: Data was collected from 181 staff nurses in 3 general hospitals, with self-reporting questionnaires(MLQ developed by Bass, rd-SLS developed by Podsakoff, et at., and MSQ developed by Weiss, et al.). Descriptive statistics, factor analysis, Cronbach's alpha and moderated regression analysis were used. Result: 1) The transformational leader behaviors and substitutes for leadership each had correlations with job satisfaction. 2) The total amount of variance accounted for by the substitutes for leadership was substantially greater than by the transformational leadership behaviors. 3) Few of the substitutes variables moderated the relationships between the transformational leader behaviors and job satisfaction in a manner consistent with that specified by Howell, Dorfman, and Kerr(1986). Conclusion: The finding of this study suggest that leaders need to have a better understanding of those contextual variables that influence job satisfaction. Thus future research should focus attention on the moderating effects of substitutes, as well as the things that leaders can do to influence them. In addition, it may be good to examine the effects of substitutes on other criterion variables.

Maternal Identity in Mothers of Premature Infants admitted in NICU (NICU에 입원한 미숙아 어머니의 모성정체성)

  • Shin Hee-Sun
    • Child Health Nursing Research
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    • v.10 no.1
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    • pp.117-125
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    • 2004
  • Purpose: The research was conducted to investigate the experience of maternal role attainment of mothers of premature infants admitted in NICU and to conceptualize the phenomena. Method: The grounded theory method was utilized for data collection and analysis. 8 mothers of premature infants were selected and in-depth interview was performed. Paradigm model was utilized for data analysis and presentation. Result: The central category was 'unstable maternal identity'. The properties of the core phenomena was 'ambivalent feeling to baby' 'negative emotion' 'commitment to baby'. The loss of control due to premature delivery was the causal condition. contextual condition was the 'perceived threats' due to severity of the premature infant and uncerainty of the baby's life. The mother's health status, economic status, and familial and social support was recognized as intervening conditions during the process of maternal role attainment. The strategic action/interactions were emotion-focused coping, reappraisal of the situation, problem-focused coping, and information seeking. The consequence was the maternal role attainment with competence and expectation. Conclusion: The process of maternal role attainment was affected by threats due to severity of the baby and intervening factors and interaction strategy. Further research is recommended to develop adequate intervention method during the process of maternal role attainment.

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Qualitative Study on Sexual Harassment in Digital Games : Applying the Grounded Theory (디지털 게임에서의 성적 괴롭힘 피해 경험에 대한 질적 연구 : 근거이론을 적용하여)

  • Kim, Jee Yeon
    • Journal of Korea Game Society
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    • v.19 no.6
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    • pp.133-150
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    • 2019
  • The purpose of this study is to explore the contents and process of sexual harassment experience in digital games. We interviewed 12 Female gamers and analyzed their experiences through grounded theory. In the paradigm model, the core phenomenon was psychological confusion and influence. Various causal, contextual and interventional conditions have been identified. The strategies were 'direct and passive action', and 'anger expression'. The consequences were 'decreasing the value of game' and 'negative perception of Korean society and men'.

Non-ethic Behavior and the Process of Adaptation of Used Market Site: An Approach Based on Grounded Theory (아나바다 사이트 참여자의 비윤리적 행동과 반응양식 : 근거이론적 접근)

  • Nam, Su-Jung;Yoo, Hyun-Jung
    • Journal of the Korean Home Economics Association
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    • v.44 no.12
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    • pp.189-201
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    • 2006
  • The purpose of this study was to explore consumers' experiences in one used market site. For this purpose, in-depth interviews were conducted for the 8 consumers who were members of the used market site. In the study methodology, the grounded theory designed by Strauss and Corbin was utilized. From the analysis results, 23 subcategories and 11 categories were created. In the axial coding, the following paradigm model was proposed: 1) the casual conditions were "the pond of information" and "underground market," 2) the contextual conditions were "inconsistent behavior" and "error of communication", 3) the central phenomenon was "non-ethic behavior of seller/buyer, 4) the intervening conditions were "induction of intimacy", "use of patronage", and "creation of network", 5) the action/interaction strategy was "being shrewd", and 6) the consequence was "adaptation/non-adaptation". In selective coding, the core category was "to adapt of non-ethic behaviors through being shrewd." Based on the core category, the following four types of process of adaptation of the used market site were found: "A selfish addict," "An advanced utilitarian", "A hard philosopher," and "A cynical dropout".