• Title/Summary/Keyword: Data Analysis

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A Study of Development and Application of an Inland Water Body Training Dataset Using Sentinel-1 SAR Images in Korea (Sentinel-1 SAR 영상을 활용한 국내 내륙 수체 학습 데이터셋 구축 및 알고리즘 적용 연구)

  • Eu-Ru Lee;Hyung-Sup Jung
    • Korean Journal of Remote Sensing
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    • v.39 no.6_1
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    • pp.1371-1388
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    • 2023
  • Floods are becoming more severe and frequent due to global warming-induced climate change. Water disasters are rising in Korea due to severe rainfall and wet seasons. This makes preventive climate change measures and efficient water catastrophe responses crucial, and synthetic aperture radar satellite imagery can help. This research created 1,423 water body learning datasets for individual water body regions along the Han and Nakdong waterways to reflect domestic water body properties discovered by Sentinel-1 satellite radar imagery. We created a document with exact data annotation criteria for many situations. After the dataset was processed, U-Net, a deep learning model, analyzed water body detection results. The results from applying the learned model to water body locations not involved in the learning process were studied to validate soil water body monitoring on a national scale. The analysis showed that the created water body area detected water bodies accurately (F1-Score: 0.987, Intersection over Union [IoU]: 0.955). Other domestic water body regions not used for training and evaluation showed similar accuracy (F1-Score: 0.941, IoU: 0.89). Both outcomes showed that the computer accurately spotted water bodies in most areas, however tiny streams and gloomy areas had problems. This work should improve water resource change and disaster damage surveillance. Future studies will likely include more water body attribute datasets. Such databases could help manage and monitor water bodies nationwide and shed light on misclassified regions.

Development of Tree Detection Methods for Estimating LULUCF Settlement Greenhouse Gas Inventories Using Vegetation Indices (식생지수를 활용한 LULUCF 정주지 온실가스 인벤토리 산정을 위한 수목탐지 방법 개발)

  • Joon-Woo Lee;Yu-Han Han;Jeong-Taek Lee;Jin-Hyuk Park;Geun-Han Kim
    • Korean Journal of Remote Sensing
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    • v.39 no.6_3
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    • pp.1721-1730
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    • 2023
  • As awareness of the problem of global warming emerges around the world, the role of carbon sinks in settlement is increasingly emphasized to achieve carbon neutrality in urban areas. In order to manage carbon sinks in settlement, it is necessary to identify the current status of carbon sinks. Identifying the status of carbon sinks requires a lot of manpower and time and a corresponding budget. Therefore, in this study, a map predicting the location of trees was created using already established tree location information and Sentinel-2 satellite images targeting Seoul. To this end, after constructing a tree presence/absence dataset, structured data was generated using 16 types of vegetation indices information constructed from satellite images. After learning this by applying the Extreme Gradient Boosting (XGBoost) model, a tree prediction map was created. Afterward, the correlation between independent and dependent variables was investigated in model learning using the Shapely value of Shapley Additive exPlanations(SHAP). A comparative analysis was performed between maps produced for local parts of Seoul and sub-categorized land cover maps. In the case of the tree prediction model produced in this study, it was confirmed that even hard-to-detect street trees around the main street were predicted as trees.

The Effect of Person-Job Fit on Job Performance : Mediating Effect of Work Engagement and Moderating Effect of Work Meaning (개인-직무 적합성과 직무성과의 관계에 대한 직무열의의 매개효과와 일의 의미의 조절된 매개효과 연구)

  • Shin, In-kyu;Jung, Sung-cheol
    • Journal of Venture Innovation
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    • v.3 no.2
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    • pp.77-93
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    • 2020
  • The purpose of this study is to investigate the effect of person-job fit on job performance. In the process, the moderating effect of the meaning of work and the mediating effect of work engagement was investigated. For this purpose, survey data were collected from 304 employees working at the company organization and analyzed using correlation and regression analysis. The summary of the study is as follows. First, there is a significant correlation between realistic person-job fit and perceived person-job fit. Second, perceived person-job fit is a significant predictor of job performance. Third, there is a mediating effect of work engagement in the relationship between person-job fit and job performance. Fourth, there is a moderating effect of the meaning of work in the relationship between person-job fit and work engagement. This study demonstrates the correlation of realistic and perceived person-job fit, which has not been studied in Korea before. It was found that person-job fit influences job performance through mediating emotional variables such as work engagement. From the point of view of organization managers, there is a need to provide a work environment that is appropriate for the characteristics of the employees and to manage how employees perceive person-job fit. In particular, it is necessary to support employees to recognize that their work promotes their growth and contributes to the public good. Finally, the limitations of the study and future research tasks were proposed.

Mediation Effect of Fear of Negative Evaluation and Avoidance Motivation between Covert Narcissism and Organizational Silence (직장인의 내현적 자기애가 조직 침묵에 미치는 영향에서 부정적 평가에 대한 두려움과 회피 동기의 이중매개효과)

  • Kim, Joo-hyun;Jeong, Woo-jin;Jung, Sung-cheol
    • Journal of Venture Innovation
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    • v.4 no.1
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    • pp.67-86
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    • 2021
  • The purpose of this study was to examine the effects of office workers' covert narcissism on organizational silence and identify the (Duel)mediation effects on fear of negative evaluation and the avoidance motivation. This study used a survey of 393 office workers to measure the covert narcissism, the organizational silence, the fear of negative evaluation and the avoidance motivation. The collected data were analyzed by IBM SPSS 23 and SPSS PROCESS macro in a Bootstrapping method. The result shows that the covert narcissism, the organizational silence, the fear of negative evaluation and the avoidance motivation have positive correlations. In addition, a simple regression analysis was used according to the research model and all of them showed adequate coefficient of determination between each variables. Next, the mediating model was verified by mediation of the fear of negative evaluation and the avoidance motivation. In the relationship between the covert narcissism and the organizational silence, the mediating effect of the fear of negative evaluation was not verified and the avoidance motive showed a partial mediating effect. Finally, in the relationship between the covert narcissism and the organizational silence, the fear of negative evaluation and the avoidance motivation were gradually mediated through the (Duel)mediation effects model, and the model was statistically significant. Through this study, The implications of this study were discussed, not only the limitations of the study but also the necessity of further research were discussed.

The Effect of Emotional Labor, Resilience on Performance of Long-term Care Hospital Employee (요양병원 직원의 감정노동, 회복탄력성 등이 업무성과에 미치는 영향)

  • Park, Jong-won
    • Journal of Venture Innovation
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    • v.4 no.1
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    • pp.39-50
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    • 2021
  • This was empirical research aimed at determining the effects of emotional labor, Resilience and service environment, on the performance of Long-term Care Hospital Employee. The participants were 180 employees working in long-term care hospitals in Gyeonggi-do. The collected data were analyzed using the SPSS statics19.0 program. The study were analyzed by frequency analysis and descriptive statistics, ANOVA, Scheffe? test, Pearson correlation coefficients, and stepwise regression. As a result of the study, age, marriage status, career, and position affected performance among the general characteristics.tion coefficients, and stepwise regression. As a result of the study, the average performance was 91.25 (±12.46) points, emotional labor was 41.25 (±4.21) points, Resilience was 52.89 (±6.37), and the service environment was 78.93(±15.3) points. The performance showed a positive correlation with emotional labor(r=.326, p<.001) service environment (r=.384, p=.005) and Resilience (r=.417, p<.001) of Long-term Care Hospital Employee. Service environment was the biggest factor affecting performance, and the second was resilience. The explanatory power of this regression model was 48.2% and was statistically significant (F=58.249, p<.001).

The Effect of Hospital Service Quality on Emotional Attachment, Perceived Value, and Customer Satisfaction (병원서비스품질이 감정적 애착과 지각된 가치 및 고객만족도에 미치는 영향)

  • Sin, Kyung-sook;An, Un-seok
    • Journal of Venture Innovation
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    • v.4 no.3
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    • pp.49-67
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    • 2021
  • This study analyzed the effects of hospital service quality, emotional attachment, and perceived value on customer satisfaction. In particular, the purpose of this study was to understand the role of emotional attachment and perceived value in the relationship between hospital service quality and customer satisfaction. For this purpose, the results of structural equation model analysis with the data collected by conducting a survey on customers visiting small and medium-sized hospitals were as follows. First, hospital service quality felt by hospital customers had a significant effect on emotional attachment and customer satisfaction, but had no significant effect on perceived value. Second, the emotional attachment felt by customers who visited the hospital had a significant effect on perceived value and customer satisfaction. Third, emotional attachment felt by customers in the relationship between hospital service quality and customer satisfaction had a significant mediating effect. Through the above results, it was confirmed that the service quality felt by customers visiting the hospital leads to attachment to the doctor's competence and medical technology competency, which leads to an increase in customer satisfaction through this attachment. The implications obtained based on these results are as follows. In order for the service quality felt by the customers who visit the hospital to lead to customer satisfaction, above all, it is important to focus on the emotional attachment they can have and find a strategy to improve the service quality. In other words, it is necessary to establish excellent medical staff and medical technology so that hospital customers can have high confidence in the competence of doctors and medical technology, and establish a public relations strategy that can effectively display these competences. Through these efforts, hospital customers will feel a strong attachment to doctors and medical technology, which will increase their satisfaction with the hospital.

The Effect of Issue Leadership on Sales Team Performance : Mediating Effect of Team Adaptive Sales Behavior and Moderating Effect of Team Member Exchange (영업 관리자의 이슈 리더십이 팀 영업성과에 미치는 영향 : 팀 적응적 판매행동의 매개효과와 TMX의 조절효과)

  • Joo, Kyoung-jin;Chung, Byoung-gyu
    • Journal of Venture Innovation
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    • v.6 no.2
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    • pp.101-121
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    • 2023
  • The purpose of this study was to investigate the impact of issue leadership by sales managers on sales team performance, while examining the mediating role of team adaptive sales behavior and the moderating effect of team-member exchange (TMX). Data was collected from 125 sales teams, and both independent and dependent variables were measured with a time difference of two months using responses from sales managers and team members. The empirical analysis revealed several important findings. Firstly, the study found that issue leadership had a significant positive effect on sales team performance. Secondly, team adaptive sales behavior was found to partially mediate the relationship between issue leadership and sales team performance. Lastly, the study revealed that TMX moderated the relationship between issue leadership and sales team performance. These findings have significant academic and practical implications. Firstly, the study demonstrates the effectiveness of issue leadership as a sales leadership style in the B2C industry. Secondly, it highlights the importance of team adaptive sales behavior as a mechanism that mediates the relationship between issue leadership and sales team performance. Lastly, it underscores the significance of TMX as a situational factor that moderates the relationship between issue leadership and sales team performance. In practice, the results suggest that organizations should focus on developing issue leaders, fostering creative sales behavior at the team level, and activating social exchange within sales teams to enhance sales team performance.

Balancing Bleeding Risk and Thromboembolic Complications in Elderly Chronic Subdural Hematoma Patients Undergoing Burr Hole Trephination : A Multicenter Retrospective Cohort Study and Literature Review

  • Jin Eun;Stephen Ahn;Min Ho Lee;Jin-Gyu Choi;Jae-Sung Park;Chul Bum Cho;Young Il Kim
    • Journal of Korean Neurosurgical Society
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    • v.66 no.6
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    • pp.726-734
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    • 2023
  • Objective : Chronic subdural hematoma (CSDH) patients using antithrombotic agents (AT) at high risk for cardiovascular disease are increasing. The authors aimed to analyze the factors influencing outcome by targeting patients using AT and to establish a desirable treatment strategy. Methods : A retrospective analysis was performed on data from 462 patients who underwent burr hole trephination (BHT) surgery for CSDH at five hospitals from March 2010 to June 2021. Outcomes included incidence of postoperative acute bleeding, recurrence rate, and morbidity or mortality rate. Patients were divided into the following four groups based on their history of AT use : no AT. Only antiplatelet agents (AP), only anticoagulants (AC), both of AP and AC. In addition, a concurrent literature review was conducted alongside our cohort study. Results : Of 462 patients, 119 (119/462, 25.76%) were using AT. AP prescription did not significantly delay surgery (p=0.318), but AC prescription led to a significant increase in the time interval from admission to operation (p=0.048). After BHT, AP or AC intake significantly increased the period required for an in-dwelling drain (p=0.026 and p=0.037). The use of AC was significantly related to acute bleeding (p=0.044), while the use of AP was not (p=0.808). Use of AP or AC had no significant effect on CSDH recurrence (p=0.517 and p=1.000) or reoperation (p=0.924 and p=1.000). Morbidity was not statistically correlated with use of either AP or AC (p=0.795 and p=0.557, respectively), and there was no significant correlation with mortality for use of these medications (p=0.470 and p=1.000). Conclusion : Elderly CSDH patients may benefit from maintenance of AT therapy during BHT due to reduced thromboembolic risk. However, the use of AC necessitates individualized due to potential postoperative bleeding. Careful post-operative monitoring could mitigate prognosis and recurrence impacts.

Development and Verification of and Single Nucleotide Polymorphism Markers toDetermine Country of Origin of Korean and Chinese Scapharca subcrenata (한국산과 중국산 새꼬막(Scapharca subcrenata)의 원산지 판별을 위한 SNP 마커의 개발 및 검증)

  • Seong Seok Choi;Seung Hyun Yoo;Yong Bae Seo;Jong Oh Kim;Ik Jung Kwon;So Hee Bae;Gun Do Kim
    • Journal of Life Science
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    • v.33 no.12
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    • pp.1025-1035
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    • 2023
  • In this study, we analyzed SNPs that appear between Korean and Chinese Scapharca subcrenata using the nucleotide sequence data of S. subcrenata analyzed by genotyping by sequencing (GBS). To distinguish the country of origin for S. subcrenata in Korean and Chinese, we developed a primer set as single nucleotide polymorphism (SNP) markers for quantitative real-time PCR (qPCR) analysis and validated by sequencing SNPs. A total of 180 samples of S. subcrenata were analyzed by genotyping by sequencing, and 15 candidate SNPs were selected. SNP marker selection for country of origin were identified through real-time qPCR. Insertion 1 and SNP 21 markers showed the most distinct separation between the sequence types as well as the country of origin through qPCR, with the observed amplification patterns matching the expected outcomes.. Additionally, in a blind test conducted by mixing samples of S. subcrenata at random, Insertion 1 showed 74% accuracy, 52% sensitivity, and 96% specificity, and SNP 21 showed 86% accuracy, 79% sensitivity, and 93% specificity. Therefore, the two SNP markers developed are expected to be useful in verifying the authenticity of the country of origin of S. subcrenata when used independently or in combination.

A Study on the Relationship Between Institutional Distance and Outward Foreign Direct Investment: the Case of China (제도적 거리와 해외직접투자의 관계에 관한 연구: 중국을 중심으로)

  • Ya-Xin Lin;Cheon Yu;Yun-Seop Hwang
    • Korea Trade Review
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    • v.48 no.4
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    • pp.23-45
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    • 2023
  • This study aims to investigate the relationship between institutional distance and FDI and focuses on China's outward FDI. The institutional distance between China and the host country is measured using the institutional quality published by the World Bank. This study collects panel data from 50 countries in which China invested from 2008 to 2019 and use the panel GLS methodology to examine the factors affecting outward FDI through three models. First, this study examines the impact of the absolute value of institutional distance on China's OFDI across all countries in which China invests. Second, this study divides countries with positive and negative institutional distance to China into two groups and examine the relationship between institutional distance and OFDI in each group. Finally, this study examines the non-linear relationship between institutional distance and OFDI from China. To test this, this study adds the squared term of institutional distance to the model. The results of the analysis are as follows Institutional distance is positively related to China's OFDI. The relationship between institutional distance and OFDI is inverted U-shaped in the group of host countries with relatively higher institutional quality than China, but positive in the group of low-quality host countries. In addition, China's OFDI is affected by a combination of institutional and economic factors. The results of this study have implications not only for FDI host countries but also for MNCs' choice of FDI destinations.