• Title/Summary/Keyword: Data Analysis

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A Study on the Influence of the Management and Living Environment Quality Factors of Public Rental Housing on the Satisfaction with Living, Brand Loyalty, and Intent of Recommendation (공공임대주택의 관리 및 주거환경 품질 요인이 주거만족도, 브랜드 충성도, 추천의도에 미치는 영향)

  • Roh, Ki-Nam;Yoon, Hyo-Jin
    • The Journal of the Korea Contents Association
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    • v.22 no.5
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    • pp.187-202
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    • 2022
  • The purpose of this study is to, focusing on public rental housing, examine the influence of the management and living environment factors of multi-unit residential buildings upon their satisfaction with living, brand loyalty, and intent of recommendation, and investigate the mediating effect of the satisfaction with living. For this study, the researcher surveyed the residents of public rental housing facilities in Seoul and Gyeonggi Province, which resulted in the analysis of 331 responses. The data was analyzed using SPSS 23.0 and AMOS 23.0 programs. The findings of this study are as follows; The management and living environment quality factors of public rental housing facilities had a direct impact on the satisfaction with living, brand loyalty, and intent of recommendation. And, the sub-factors of the management and living environment quality that influenced each variable were different among themselves. Also, the satisfaction level with living in public rental housing facilities had a significant impact on the intent of recommendation, while it had a mediating effect in the relationship between the management and living environment quality factors of public rental housing facilities and the intent of recommendation.

Clinical Practice Experience including Web-based Simulation Practice of Nursing Students during the COVID-19 Pandemic (코로나19 팬데믹 시기에 간호대학생의 웹 기반 시뮬레이션 실습을 포함한 임상 실습 경험)

  • Kim, Kyung Sook;Park, Ji Min
    • Journal of Convergence for Information Technology
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    • v.12 no.2
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    • pp.81-93
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    • 2022
  • The purpose of this study is to understand the meaning of clinical practice experience, including web-based simulation practice, in the context of the corona pandemic era. As for the research method, data were collected through a focus group interview on the experience of web-based simulation practice and subsequent clinical practice and analyzed by content analysis method. The contents of the two interview groups were analyzed, and the results were divided into 2 components, 7 topic groups, and 18 topics. The first component, the clinical practice, was divided into four topic groups: 'The anxious start of practice in a pandemic situation', 'Direct experience through various cases', 'Training opportunities to prepare as a future nurse', and 'The burden of performance and limited experience'. The second component, the web-based simulation practice, was divided into three topic groups: 'Unfinished nursing practice', 'Indirect experience of clinical nursing in virtual space', and 'Requirement of an integrated practice model'. Clinical practice is a very important part of the nursing education curriculum. However, the nursing that students can perform in the field is very limited. Therefore, to supplement the shortcomings of observation-oriented clinical practice and to increase the quality of practical education, it is necessary to consider a hybrid education model including web-based simulation practice.

CKFont2: An Improved Few-Shot Hangul Font Generation Model Based on Hangul Composability (CKFont2: 한글 구성요소를 이용한 개선된 퓨샷 한글 폰트 생성 모델)

  • Jangkyoung, Park;Ammar, Ul Hassan;Jaeyoung, Choi
    • KIPS Transactions on Software and Data Engineering
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    • v.11 no.12
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    • pp.499-508
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    • 2022
  • A lot of research has been carried out on the Hangeul generation model using deep learning, and recently, research is being carried out how to minimize the number of characters input to generate one set of Hangul (Few-Shot Learning). In this paper, we propose a CKFont2 model using only 14 letters by analyzing and improving the CKFont (hereafter CKFont1) model using 28 letters. The CKFont2 model improves the performance of the CKFont1 model as a model that generates all Hangul using only 14 characters including 24 components (14 consonants and 10 vowels), where the CKFont1 model generates all Hangul by extracting 51 Hangul components from 28 characters. It uses the minimum number of characters for currently known models. From the basic consonants/vowels of Hangul, 27 components such as 5 double consonants, 11/11 compound consonants/vowels respectively are learned by deep learning and generated, and the generated 27 components are combined with 24 basic consonants/vowels. All Hangul characters are automatically generated from the combined 51 components. The superiority of the performance was verified by comparative analysis with results of the zi2zi, CKFont1, and MX-Font model. It is an efficient and effective model that has a simple structure and saves time and resources, and can be extended to Chinese, Thai, and Japanese.

Comparison of the acoustical performance of auditoria by shapes using acoustic simulation and listening tests (시뮬레이션과 청감실험을 통한 공연장 형태별 음향성능 비교분석)

  • Chanwoo Kang;Chan-Hoon Haan
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.3
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    • pp.189-202
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    • 2023
  • In this study, the acoustic performance was analyzed by architectural shapes of the hall. There are four architectural shapes of halls. They are rectangular, horseshoe, surround, and fan-shape. Eight acoustic parameters were used to determine the acoustic performance. These are RT60, EDT, C80, BQI, LF, Gmid, G125 and ITDG. First, measurement data of famous concert halls around the world were analyzed. The correlation coefficient R was obtained by regression analysis of the relationship between the subjective ranking of the halls and the acoustic parameters. It was found that BQI, G, and ITDG have higher correlation coefficients R. Also the average of acoustic parameters for each architectural shape were obtained. The total acoustic performance for each shape was calculated by using the correlation coefficient R as a weight for each acoustic parameters. As a result, rectangular halls and horseshoe halls showed good acoustical performances. Second, 3D models of each architectural shape were created and acoustic simulation had been performed. The simulation was performed by creating 3D models of each four shapes of concert halls with the same volume and sound absorption coefficient. Listening test was carried out using the sound source which is created from impulse responses of 3D model. As a result, rectangular hall and horseshoe hall showed the best performance however surround hall and fan-shaped hall showed relatively poor performance.

Development of a Water Quality Indicator Prediction Model for the Korean Peninsula Seas using Artificial Intelligence (인공지능 기법을 활용한 한반도 해역의 수질평가지수 예측모델 개발)

  • Seong-Su Kim;Kyuhee Son;Doyoun Kim;Jang-Mu Heo;Seongeun Kim
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.29 no.1
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    • pp.24-35
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    • 2023
  • Rapid industrialization and urbanization have led to severe marine pollution. A Water Quality Index (WQI) has been developed to allow the effective management of marine pollution. However, the WQI suffers from problems with loss of information due to the complex calculations involved, changes in standards, calculation errors by practitioners, and statistical errors. Consequently, research on the use of artificial intelligence techniques to predict the marine and coastal WQI is being conducted both locally and internationally. In this study, six techniques (RF, XGBoost, KNN, Ext, SVM, and LR) were studied using marine environmental measurement data (2000-2020) to determine the most appropriate artificial intelligence technique to estimate the WOI of five ecoregions in the Korean seas. Our results show that the random forest method offers the best performance as compared to the other methods studied. The residual analysis of the WQI predicted score and actual score using the random forest method shows that the temporal and spatial prediction performance was exceptional for all ecoregions. In conclusion, the RF model of WQI prediction developed in this study is considered to be applicable to Korean seas with high accuracy.

Perception of Science Core Competencies of High School Students who Participated in the 'Skills' based Inquiry Class of the 2015 Revised Science Curriculum (2015 개정 과학과 교육과정의 '기능' 기반 탐구 수업에 참여한 고등학생의 과학과 핵심역량에 대한 인식)

  • Sangyou Park;Wonho Choi
    • Journal of The Korean Association For Science Education
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    • v.43 no.2
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    • pp.87-98
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    • 2023
  • In this study, we investigated the change in science core competency perception of high school students and the reason for change when science inquiry classes were conducted using eight 'skills' of the 2015 revised science curriculum. Fifteen first-year high school students in Jeollanam-do participated in the science inquiry class of this study, and the class was conducted for 20 hours (5 hours a day for four days). The inquiry activities used in the class consisted of four activity stages (research problems, research methods, research results, and conclusions) and each stage was constructed to include at least one 'skill (Problem Recognition, Model Development and Use, Inquiry Design and Performance, Data Collection, Analysis and Interpretation, Mathematical Thinking and Computer Application, Conclusion and Evaluation, Evidence-based Discussion and Demonstration, and Communication)'. As a result of the study, students' perception of the five science core competencies increased statistically significantly at the significance level of 0.01 through inquiry classes and more than 93% of students recognized that their science core competencies improved through the classes. However, since the class of this study was conducted for a small number of students, it is difficult to generalize the effect of the class, and so it is necessary to conduct a quantitative study for many students.

Predictive Factors on Blood Donation Intention in Middle Aged Base on the Theory of Planned Behavior : Focused on the Firefighter and Prison Officer (계획된 행위 이론에 근거한 중장년층의 헌혈 의도 영향요인 : 소방직과 교정직 중심으로)

  • Da Jung Lee;Hye-Kyung Lee
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.2
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    • pp.199-209
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    • 2023
  • This study is a descriptive research to identify the factors that influence blood donation intentions of the middle-aged firefighters and prison officer based on Ajzen's (1991) planned behavior theory. The subjects of the study were 223 middle-aged firefighters and prison officer at a fire station and prison located in G City and District B. The Data were analyzed by descriptive statistics and t-test, one-way ANOVA, Pearson's correlation coefficient, Turkey, and multiple regression with the SPSS 21.0 program. There were statistically significant differences in blood donation intention according to the blood donation experience, attempted blood donation within a year, participate plan in blood donation within 3 months. The blood donation intention of middle aged showed significant positive correlations with attitude, subjective norms, and perceived behavioral control towards blood donation. Multiple regression analysis for blood donation intention revealed that the significant predictors were participate plan in blood donation within 3 months, perceived behavior control, subjective norms, attitude towards blood donation, and attempted blood donation within a year. These factors explained 69% of the variance. In order to enhance the middle aged's intention to blood donation, we need a program that can improve middle aged's attitude, subjective norms, perceived behavior control.

The Inclination Characteristics of PSC BOX in FCM Bridge Construction Method (FCM 교량 가설 공법에서 주두부의 기울음 특성)

  • Hyun-Euk Kang;Wan-Shin Park;Young-Il Jang;Sun-Woo Kim;Hyun-Do Yun
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.27 no.3
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    • pp.12-20
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    • 2023
  • This study presents basic data on how to secure stability by analyzing the change in tensile force of steel rod and the inclination characteristics of PSC BOX in the "Temporary fixation system using internal prestressing tendon", which is mainly applied to construction of superstructures by FCM. To date, it has been difficult to confirm the changes in tension force of the steel rod and the inclination of the PSC BOX because the steel rod was installed vertically inside the pier and the PSC BOX. Therefore, measurement of the change in length of the steel rod and the displacement of PSC BOX were performed using a micro-measured FBG sensor. Comparisons of the calculated tensile force and the residual tensile force of the steel rod revealed that the safety factor decreased in all bridges. The cause was mainly identified to be the loss of tensile force in fixation~1segment, and countermeasures are suggested. The analysis of the inclination characteristics showed that the inclination increased with the segment progresses even in bridges with sufficient safety factor, and the difference before and after the segment was confirmed. In addition, the increase in inclination was related to the loss of tension force in the steel rod, and the stress on the opposite sides of the inclination was further reduced. It is believed that upward tensile force is generated in the steel rod on the opposite side of the inclined side due to the unbalanced moment, causing the difference in stress of the steel rod between the two sides.

Determining of Ground Condition Criteria for Dam Reinforced RIM Grouting (댐체 강화 RIM부 그라우팅을 위한 지반상태 기준 결정)

  • Han, Kiseung;Lee, Donghyuk;Park, Duhee
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.2
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    • pp.181-186
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    • 2022
  • Dam slope RIM is a highly important contact interface where the main body and the base surface are connected. In general, when the grouting for the slope of the dam structure is designed, it is planned using limited data (drilling, geological map, etc.). This makes it very difficult to accurately consider the original ground characteristics of the slope RIM grouting target, In addition, when the grouting volume planned during the design is drilled and injected into the original ground where the waterstop is secured, there is a possibility that the original ground with the waterstop is disturbed and the effect of the waterstop is rather diminished. In order to overcome such problems, it is more suitable to first consider geological conditions and determine whether to perform optimal grouting on the original ground through on-site repair tests before performing RIM grouting. In this paper, to determine the grouting of the RIM unit, a pilot hole water pressure test was performed on the rock of the slope in the target section. The analysis shows grouting volume of 1 Lugeon or less, and the cement injection amount also shows the injection result of 1 kg/m or less. In this case, performing grouting is rather counterproductive. This result can be evaluated through a rock of which some degree of order of mass is secured, as it is a dam design standard of 1 Lugeon or less when analyzed, using the results of visual observation and geological map creation during slope cutting. Therefore, in conclusion, it is preferable to make the decision for using RIM grouting on the slope of the dam body structure, based on 1 Lugeon in a rock state, and the cement injection amount also at 1 kg/m.

The Influence of Ethical Leadership on Organizational members' Innovative Behavior: The Serial Multiple Mediating Effects of Trust in Leader and Voice Behavior (윤리적 리더십이 구성원의 혁신행동에 미치는 영향: 리더신뢰와 발언행동의 직렬다중 매개효과)

  • Jin, Xiu;Jang, Eunmi
    • Journal of Digital Convergence
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    • v.20 no.3
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    • pp.9-18
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    • 2022
  • Organizational performance is directly associated with leaders' behavior and the importance of various leadership types are continuously emphasized. Various of leadership types are possessed of different roles and influences. Nowadays, Chinese organizations continue to reinforce social responsibility and demand ethical elements for continuous development of organization and performance improvement. It shows that the importance of ethical leadership is emphasized among Chinese organizations. Based on this phenomenon, this research focused on identifying the role of ethical leadership and verifying the level of performance. According to the current situation that requires innovation in relation to performance, we focused on the employees' innovative behavior. Furthermore, we also verified serial multiple mediating effects of trust in leader and voice behavior on the relationship between ethical leadership and innovative behavior. This research focused on 336 employees in Chinese small and medium-sized enterprises to conducted a survey and the data were used in empirical analysis. The results showed ethical leadership had a positive influence on innovative behavior. In additon, the serial multiple mediating effects of trust in leader and voice behavior were verified. Overall, this research focused on exploring performance that can be achieved through ethical leadership and finding the ways to improve performance. Finally, the future research related to ethical leadership and performance was presented.