• Journal of the Korea Institute of Information and Communication Engineering
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• v.21 no.2
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• pp.277-284
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• 2017

In a flood of information, most users will want to get a proper recommendation. If a recommender system fails to give appropriate contents, then quality of experience (QoE) will be drastically decreased. In this paper, we propose a recommender system based on the intra-cluster users' item preference for improving recommendation accuracy indices such as precision, recall, and F1 score. To this end, first, users are divided into several clusters based on the actual rating data and Pearson correlation coefficient (PCC). Afterwards, we give each item an advantage/disadvantage according to the preference tendency by users within the same cluster. Specifically, an item will be received an advantage/disadvantage when the item which has been averagely rated by other users within the same cluster is above/below a predefined threshold. The proposed algorithm shows a statistically significant performance improvement over the item-based collaborative filtering algorithm with no clustering in terms of recommendation accuracy indices such as precision, recall, and F1 score.

• Journal of Korean Public Health Nursing
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• v.9 no.2
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• pp.80-91
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• 1995

This Study was conducted to describe relatioship between health promoting behaviors and Self-efficacy of 427 Students during the period form June 1. 1994 to June 30. 1994. The research Scale used Kim and Choe's (994) that was modified Sheredr and Maddux's (1982) Self-efficacy measurement scale. Data was. analysed by SPSS-PC program. and reavealed to percentage. t-value. F-value and Pearson's correlation coefficency. 1. The general characteristics of subjects was that men $55\%$. average age 22.5years old. There are the most highest destribution in religion. abscence $52.2\%$. and in residence. own house $49.9\%$ There are 129 subjects $(30.2\%)$ regularity exerciseed now. and 46 subjects $(35.7\%)$ exercise time was above 30 mins below 1 hour. There are 78 subjects $(60.5\%)$ above 4 times per weeks the most highest distribution in exercise times. 2. Health promoting behaviors score of subjects was 94.287 (2.548) and self-efficacy was 967.63 (69.12) 3. There are statistically significant difference in health promoting behavior score according to sex. sibling number. residence place (p<.05). In the subconcept of health promotion lifestyle profile (HPLP). there was the more higher score in men than women for self actualization (t=2. 67. p=.008). exercise(t=5.92. p=.000). There are statistically significant difference in nutrition according to sibling number (F=3.05. p=0.01). resident place (F=2.93. p=0.02). and in interpersonal support according to religion (F=2.88. p=0.02). 4. In the Self-efficacy score. there was statistically significant difference according to sex (t= 5.88. p=.000). 5. There was postive correlation between health promoting behavior and self-efficacy (r=.43. p=.000). On the basis of this result. I hope that develp Korean type health promoting behavior scale to understand health promotion for people. and nursing intervention method to improve health promoting behavior through increasment of Self-efficacy.

• Journal of the Korean Society of Physical Medicine
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• v.8 no.1
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• pp.19-27
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• 2013

PURPOSE: The purpose of this study is to look into relationship between image of physiotherapist and self-esteem of physiotherapy students and desirable image of physiotherapists offer to establish basic materials. METHODS: The subjects of this study are consist of 603 students of department of Physical therapy university and college in Busan and Kim-hae. Data are collected from June 9 to July 9 in 2011 by structured questionnaires. RESULTS: The result are as follows. 1. at the physiotherapist image score, the highest score question is "Physiotherapist is specialist"(3.45) and the lowest score question is "Physiotherapist is treated samely with doctor"(2.15). 2. at the self-esteem score, the highest score question is "I think that I am at least as valuable as others"(3.37) and the lowest score question is "I can be poorly sometimes"(2.81). 3. at the static results of physiotherapist image score gap by general characteristics, there are significantly different in gender(t=2.27, p=.02), similar profession distinction(t=4.30, p=.00), major satisfaction(t=5.74, p=.00), school system (t=-2.54, p=.01). 4. at the static results of self-esteem score gap by general characteristics, there are significantly different in years (f=5.14, p=.00), gender(t=4.09, p=.00), religion(f=2.87, p=.04), similar profession distinction(t=3.97, p=.00), major satisfaction(t=4.26, p=.00). 5. at the static results of good reputation of physiotherapists increase self-esteem of physiotherapy students score question are significantly different(r=0.53, p=.00). CONCLUSION: Accordingly, these results of this study that there is a very correlation between image of physiotherapist and self-esteem of physiotherapy students. Therefore, good reputation of physiotherapists increase self-esteem of physiotherapy students.

• The Journal of the Korea Contents Association
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• v.16 no.12
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• pp.468-479
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• 2016

The purpose of this study was to investigate nurses' knowledge and performance of guidelines for evaluation of new fever in critically ill adult patients according to the level of evidence. The total participants were 145 nurses working for medical surgical unit and intensive care unit in two hospitals. The knowledge and performance mean scores of guidelines were $0.70{\pm}0.09$ and $3.08{\pm}0.31$ respectively. The evidence level 1 of guidelines had the higher performance score in high score group than low score group of knowledge groups(F=3.86, p=.023) and performance groups(F=163.14, p<.001), while the evidence level 3 of guidelines had the higher performance score in low score group than high score group of knowledge groups(F=5.99, p=.003). Knowledge and performance scores were significantly correlated (r=.25, p=.003). In Conclusion, these findings emphasize that clinical professions need to enhance both of knowledge and practice with evidence based guideline of new fever in critically ill patient.

• Journal of the Korean Academy of Clinical Electrophysiology
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• v.10 no.1
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• pp.29-37
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• 2012

Purpose : The purpose of this study was to establish intra-rater, inter-rater, test-retest reliability, and concurrent validity of figure-of-8 walk test in people with stroke. Methods : The subjects of this study were 17 patients who were diagnosed with a stroke. Subjects were tested twice by the same raters, with 1 day between tests. Subjects were assessed by two physical therapists. Test-retest reliability was calculated using intraclass correlation coefficients (ICC). The concurrent validity was demonstrated by spearman correlation of F8WT with 10m walking test (10MWT), timed up and go test (TUG), Berg balance scale (BBS), dynamic gait index (DGI) and four square step test (FSST). Results : Intra-rater, inter-rater, test- retest of F8WT time, showed high reliability. Intra-rater, inter-rater, test-retest of F8WT steps demonstrated high reliability. Intra-rater, inter-rater, test-retest of F8WT total smoothness score showed below moderate reliability. There was a significant positive correlation of F8WT time with 10MWT, TUG, FSST. There was a significant negative correlation of F8WT time with DGI, BBS. There was a significant positive correlation of F8WT steps with 10MWT, TUG, FSST. There was a significant negative correlation of F8WT steps with DGI. There was a significant positive correlation of F8WT test total smoothness score with BBS. Conclusion : The time, and number of steps in F8WT show high inter, intra-rater, test-retest reliability. The F8WT smoothness shows below moderate reliability. The F8WT shows high concurrent validity with other comparable balance, and walking tests. The F8WT is a valid and reliable measure for assessing walking function in patients with a stroke.

• Proceedings of the Korean Society of Computer Information Conference
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• 2023.07a
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• pp.529-532
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• 2023

본 논문은 소셜 네트워크 이용자의 텍스트 데이터를 대상으로, 트랜스포머 계열의 언어모델을 전이학습해 이용자의 MBTI 성격 유형을 분류한 국내 첫 연구이다. Kaggle MBTI Dataset을 대상으로 RoBERTa Distill, DeBERTa-V3 등의 사전 학습모델로 전이학습을 해, MBTI E/I, N/S, T/F, J/P 네 유형에 대한 분류의 평균 정확도는 87.9181, 평균 F-1 Score는 87.58를 도출했다. 해외 연구의 State-of-the-art보다 네 유형에 대한 F1-Score 표준편차를 50.1% 낮춰, 유형별 더 고른 분류 성과를 보였다. 또, Twitter, Reddit과 같은 글로벌 소셜 네트워크 서비스의 텍스트 데이터를 추가로 분류, 트랜스포머 기반의 MBTI 분류 방법론을 확장했다.

• Annual Conference on Human and Language Technology
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• 2018.10a
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• pp.247-251
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• 2018

상호참조해결은 자연언어 문서 내에서 등장하는 명사구 언급(mention)과 이에 선행하는 명사구 언급을 찾아 같은 개체인지 정의하는 문제이다. 특히, 지식베이스 확장에 있어 상호참조해결은 언급 후보에 대해 선행하는 개체의 언급이 있는지 판단해 지식트리플 획득에 도움을 준다. 영어권 상호참조해결에서는 F1 score 73%를 웃도는 좋은 성능을 내고 있으나, 평균 정밀도가 80%로 지식트리플 추출에 적용하기에는 무리가 있다. 따라서 본 논문에서는 한국어 문서에 대해 영어권 상호참조해결 모델에서 사용되었던 최신 모델인 Bi-LSTM 기반의 딥 러닝 기술을 구현하고 이에 더해 언급 후보 목록을 만들어 개체명 유형과 경계를 적용하였으며 품사형태를 붙인 토큰을 사용하였다. 실험 결과, 문자 임베딩(Character Embedding) 값을 사용한 경우 CoNLL F1-Score 63.25%를 기록하였고, 85.67%의 정밀도를 보였으며, 같은 모델에 문자 임베딩을 사용하지 않은 경우 CoNLL F1-Score 67.92%와 평균 정밀도 77.71%를 보였다.

• Journal of Ocean Engineering and Technology
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• v.36 no.5
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• pp.295-302
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• 2022

The initial response to a marine accident can play a key role to minimize the accident. Therefore, various decision support systems have been developed using sensors, simulations, and active response equipment. In this study, we developed an algorithm to predict damage locations using ship motion data with bidirectional long short-term memory (BiLSTM), a type of recurrent neural network. To reflect the low frequency ship motion characteristics, 200 time-series data collected for 100 s were considered as input values. Heave, roll, and pitch were used as features for the prediction model. The F1-score of the BiLSTM model was 0.92; this was an improvement over the F1-score of 0.90 of a prior model. Furthermore, 53 of 75 locations of damage had an F1-score above 0.90. The model predicted the damage location with high accuracy, allowing for a quick initial response even if the ship did not have flood sensors. The model can be used as input data with high accuracy for a real-time progressive flooding simulator on board.

• Women's Health Nursing
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• v.7 no.2
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• pp.157-168
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• 2001

The purpose of this study was to investigate of the relationship of the urinary incontinence, menopausal symptom and life satisfaction in middle aged women. The subjects of this study were 235 middle aged women, living in M city, during the period from June 21 to August 31, 2000. The instruments for this study were the urinary incontinence modified and adding by Lee Young Sook(1994), the menopausal symptom developed by Song Ae Ri and Chung Eun Soon(1998) and the life satisfaction translated and modified by Suh Kyung Hee(1988). Collected data were analyzed using descriptive statistics, t-test, ANOVA, Pearson correlation coefficients and stepwise multiple regression with SAS package. The result of this are as follows : 1. The total mean score of urinary incontinence was $1.56{\pm}0.58$ with a range of 0 to 4. The mean score on the menopausal symptom was $2.05{\pm}0.43$ with a range of 1 to 4. The mean life satisfaction score was $1.14{\pm}0.41$ with a range of 0 to 2. 2.General characteristics ralated to urinary incontinence were age and numbers of children (F=7.66, p=0.000, F=2.86, p=0.037). General characteristics ralated to menopausal symptom were age (F=7.37, p=0.000), occupation (t=5.33, p=0.021), problem of children (t=6.46, p=0.011) and marital satisfaction (F=5.65, p=0.004). General characteristics ralated to life satisfaction were type of housing (t=12.06, p=0.000), problem of children (t=6.96, p=0.008) and marital satisfaction (F=18.86, p=0.000). 3.The urinary incontinence and menopausal symptom were correlated positively (r=.235, p=.000). The urinary incontinence and life satisfaction were correlated negatively (r=-.114, p=.007). The menopausal symptom and life satisfaction were correlated negatively (r=-.277, p=.000). 4.The menopausal symptom, type of housing and marital satisfaction explained 16.6% of the variance for life satisfaction in the middle aged women.

• Journal of Korean Society of Coastal and Ocean Engineers
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• v.31 no.6
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• pp.493-500
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• 2019

In this study, sensitivity analysis of sediment transport scaling factors in Delft3D-Morphology was performed to examine the effect those parameters on simulation results of cross-shore profile changes. For numerical experiments, one-year wave time series data which were observed in 2018 on the Maengbang coast in Gangwon prefecture were applied as external force. Bathymetric data observed in January and October of the same year were used as initial bathymetric data and annual bathymetric change data, respectively. The simulation performance of the model was evaluated based on the Brier Skill Score index for each part by dividing an arbitrary cross section within the calculation domain into the onshore and offshore parts. As a result, it was found thet the f_BED variable has a slight effect on the simulation results. The f_BEDW and f_SUSW variables show good simulation performance in onshore part when the value less than 0.5 is applied and vice versa. Among the experimental conditions, the optimal combinations of variables are f_BED = 1.0, f_BEDW = 1.0, f_SUSW = 0.1 for the onshore region and f_BED = 1.0, f_BEDW = 1.0, f_SUSW = 0.5 for the offshore region. However, since these combinations were derived based on the observation data on Maengbang beach in 2018, users should be careful when applying those results to other areas.