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Prediction of Traffic Congestion in Seoul by Deep Neural Network (심층인공신경망(DNN)과 다각도 상황 정보 기반의 서울시 도로 링크별 교통 혼잡도 예측)

  • Kim, Dong Hyun;Hwang, Kee Yeon;Yoon, Young
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.18 no.4
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    • pp.44-57
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    • 2019
  • Various studies have been conducted to solve traffic congestions in many metropolitan cities through accurate traffic flow prediction. Most studies are based on the assumption that past traffic patterns repeat in the future. Models based on such an assumption fall short in case irregular traffic patterns abruptly occur. Instead, the approaches such as predicting traffic pattern through big data analytics and artificial intelligence have emerged. Specifically, deep learning algorithms such as RNN have been prevalent for tackling the problems of predicting temporal traffic flow as a time series. However, these algorithms do not perform well in terms of long-term prediction. In this paper, we take into account various external factors that may affect the traffic flows. We model the correlation between the multi-dimensional context information with temporal traffic speed pattern using deep neural networks. Our model trained with the traffic data from TOPIS system by Seoul, Korea can predict traffic speed on a specific date with the accuracy reaching nearly 90%. We expect that the accuracy can be improved further by taking into account additional factors such as accidents and constructions for the prediction.

Human Resource Innovation of Daegu FC ProFootball Club - Case Study of AOR Model - (대구FC 프로축구단의 인적자원혁신 - AOR 모델에 의한 사례분석 -)

  • Do, Jae-Soo;Kim, Kyoung-Seok
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.8
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    • pp.102-110
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    • 2019
  • Today's professional sports teams are in a highly competitive environment with no prospects in sight. A that was considered the favorite to win a championship can suffer from a severe slump, a team that was expected to be at the bottom can achieve victory. This unexpected situation is continuing to repeat. It is also a sign of the need to look at the use of human resources and strategies in the sports industry. Accordingly, this study looks at Daegu FC soccer team, Korea's first team for citizens. A case study on human resources innovation was done. This study introduces an argument for ordinary resources (AOR) from Frey et al. (2015) for a theoretical review and a case analysis of domestic professional football. This study determines the direction of how Daegu FC should proceed. The results of the research are as follows: first, the success of harmonizing strategic and mundane resources, and second, belief in coaches. The main contribution of this research is that it presents the importance of human resources, which is one of basic tactics that sports teams should utilize. In the sports industry, where the temporality is underlined for its clear beginning and ending, teams are more likely to use diverse sports tactics to obtain superior grades, which enriches the basis of their tactics.

An Exploration of the Process of Enhancing Science Self-Efficacy of High School Students in the STEM Track (자연계열 고등학생의 과학 자기효능감 향상 과정 탐색)

  • Shin, Seung-Hee;Mun, Kongju;Kim, Sung-Won
    • Journal of The Korean Association For Science Education
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    • v.39 no.3
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    • pp.321-335
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    • 2019
  • This study aims to explore the influencing factors and the process of enhancing science self-efficacy (SSE) and to lay the foundation in understanding science self-efficacy of students. The ten categories related to the science self-efficacy were derived through the coding of the interview data based on the grounded theory and paradigm analysis to develop a process model of science self-efficacy improvement. Through the process analysis, four cyclical phases were found in the process of enhancing SSE: 'Entering into learning science' phase, 'enhancing SSE' phase, 'adjustment' phase, and 'result' phase. More specifically, the phase of 'entering into learning science' is where students choose science track and stimulated to construct SSE. The phase of 'enhancing SSE' is where students taking a science track actively learn science and perform science activities. In the phase of 'adjustment', students come to have successful performance about learning science and performing science activities by using diverse strategies. Finally, 'result' phase indicates different appearances of students depending on SSE levels. The phases were non-linear and periodically repeat depending on situation. The core category in the selective coding was indicated to be 'enhancing science self-efficacy.' Students' SSE form by learning science and performing science activities. These finding may help better understand the behavior of students who are taking a science track by facilitating effective science learning through the increase of their SSE levels.

Treatment of giant iatrogenic pseudoaneurysm of the femoral artery (대퇴동맥에 발생한 의인성 거대 가성동맥류에 대한 치료)

  • Kang, Wu-Seong;Park, Chan-Yong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.3
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    • pp.423-428
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    • 2019
  • The role of angioembolization has increased because of increases in nonoperative treatment for traumatic splenic injury. We report here a case of successful treatment of iatrogenic pseudoaneurysm of the femoral artery by thrombin injection with coil embolization. A 55-year-old female was admitted to our hospital because of blunt trauma. Computed tomography (CT) revealed a grade V splenic injury with contrast extravasation; therefore, angioembolization was performed. Three days after admission, follow-up CT scan revealed rebleeding from the spleen, and repeat angioembolization was performed. Seven days after admission, an approximately $7.0cm{\times}4.0cm-sized$ pseudoaneurysm was found on follow-up CT scan and there was no bleeding from the spleen. Although thrombin was injected into the aneurysmal sac, there was still inflow of blood, as observed on color-doppler ultrasound. Therefore, coil embolization to the neck of the aneurysm was performed. On angiography, there was no contrast filling into the sac. The size of the pseudoaneurysmal sac had decreased on follow-up CT scan, and the patient was discharged to home without complications. We successfully treated a giant pseudoaneurysm of the femoral artery using thrombin and coil embolization.

High frequency somatic embryogenesis and plant regeneration of interspecific ginseng hybrid between Panax ginseng and Panax quinquefolius

  • Kim, Jong Youn;Adhikari, Prakash Babu;Ahn, Chang Ho;Kim, Dong Hwi;Kim, Young Chang;Han, Jung Yeon;Kondeti, Subramanyam;Choi, Yong Eui
    • Journal of Ginseng Research
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    • v.43 no.1
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    • pp.38-48
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    • 2019
  • Background: Interspecific ginseng hybrid, Panax ginseng ${\times}$ Panax quenquifolius (Pgq) has vigorous growth and produces larger roots than its parents. However, F1 progenies are complete male sterile. Plant tissue culture technology can circumvent the issue and propagate the hybrid. Methods: Murashige and Skoog (MS) medium with different concentrations (0, 2, 4, and 6 mg/L) of 2,4-dichlorophenoxyacetic acid (2,4-D) was used for callus induction and somatic embryogenesis (SE). The embryos, after culturing on $GA_3$ supplemented medium, were transferred to hormone free 1/2 Schenk and Hildebrandt (SH) medium. The developed taproots with dormant buds were treated with $GA_3$ to break the bud dormancy, and transferred to soil. Hybrid Pgq plants were verified by random amplified polymorphic DNA (RAPD) and inter simple sequence repeat (ISSR) analyses and by LC-IT-TOF-MS. Results: We conducted a comparative study of somatic embryogenesis (SE) in Pgq and its parents, and attempted to establish the soil transfer of in vitro propagated Pgq tap roots. The Pgq explants showed higher rate of embryogenesis (~56% at 2 mg/L 2,4-D concentration) as well as higher number of embryos per explants (~7 at the same 2,4-D concentration) compared to its either parents. The germinated embryos, after culturing on $GA_3$ supplemented medium, were transferred to hormone free 1/2 SH medium to support the continued growth and kept until nutrient depletion induced senescence (NuDIS) of leaf defoliation occurred (4 months). By that time, thickened tap roots with well-developed lateral roots and dormant buds were obtained. All Pgq tap roots pretreated with 20 mg/L $GA_3$ for at least a week produced new shoots after soil transfer. We selected the discriminatory RAPD and ISSR markers to find the interspecific ginseng hybrid among its parents. The $F_1$ hybrid (Pgq) contained species specific 2 ginsenosides (ginsenoside Rf in P. ginseng and pseudoginsenosides $F_{11}$ in P. quinquefolius), and higher amount of other ginsenosides than its parents. Conclusion: Micropropagation of interspecific hybrid ginseng can give an opportunity for continuous production of plants.

Archival Symposium for Rethinking Archives (기록학과 교육적 관점 기록향연, 몇 가지 단상)

  • Lee, Young-nam
    • The Korean Journal of Archival Studies
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    • no.57
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    • pp.165-234
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    • 2018
  • Archival symposium was a time when men thought thoroughly about what archives were, and to carefully record such thoughts. In the time of archival symposium, I observed the people archiving. To bring out a thought for a man was a physical action that moves his own desire, language, emotion and senses simultaneously. In philosophy thought is not merely a logical and cognitive act. Thought is a physical act that includes logical thinking, feeling, emotion, will, and on. When there is a emotional change in the body, an idea about that change forms. Emotional change acts as a force that increases, decreases, accelerate and hinder the body's abilities. However, there were no suggestions for philosophical concepts from the start. Love is not taught by someone. At some point without oneself knowing we start love and really experience with our bodies what love is, and in this repeat love and undergo all these emotions. Would not the overall story of life be as such. It is different from building a car in a factory. When the archival symposium starts, we asked you to think about what archives are, and to record with such thoughts as reference. Archival symposium is still a proper noun. With the wish for it to become a general term, I report on the process and meaning of archival experiment that is the archival symposium.

Biological Function and Structure of Transposable Elements (이동성 유전인자의 구조 및 생물학적 기능)

  • Kim, So-Won;Kim, Woo Ryung;Kim, Heui-Soo
    • Journal of Life Science
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    • v.29 no.9
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    • pp.1047-1054
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    • 2019
  • Transposable elements (TEs) occupy approximately 45% of the human genome and can enter functional genes randomly. During evolutionary radiation, multiple copies of TEs are produced by duplication events. Those elements contribute to biodiversity and phylogenomics. Most of them are controlled by epigenetic regulation, such as methylation or acetylation. Every species contains their own specific mobile elements, and they are divided into DNA transposons and retrotransposons. Retrotransposons can be divided by the presence of a long terminal repeat (LTR). They show various biological functions, such as promoter, enhancer, exonization, rearrangement, and alternative splicing. Also, they are strongly implicated to genomic instability, causing various diseases. Therefore, they could be used as biomarkers for the diagnosis and prognosis of diseases such as cancers. Recently, it was found that TEs could produce miRNAs, which play roles in gene inhibition through mRNA cleavage or translational repression, binding seed regions of target genes. Studies of TE-derived miRNAs offer a potential for the expression of functional genes. Comparative analyses of different types of miRNAs in various species and tissues could be of interest in the fields of evolution and phylogeny. Those events allow us to understand the importance of TEs in relation to biological roles and various diseases.

Influence of Brand Origin Related Perception on Brand Performance Variables (브랜드 원산지에 대한 인식이 브랜드 성과관련 변수에 미치는 영향)

  • Kim, Kee-Hun;Kim, Moon-Tae
    • Management & Information Systems Review
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    • v.37 no.4
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    • pp.219-236
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    • 2018
  • The purpose of this study is to investigate the effect of image of brand origin on brand related variables in the formation of attitude or loyalty of global brand, We tried to identify more influential relationships through sub-variables such as brand familiarity, brand identification, and brand attitude. This study presents the following results and implications. It is shown that the manufacturing ability image has no direct effect on brand identification, but the general image has a direct positive effect on brand identification. In addition, the manufacturing capability image and general image of brand origin have indirect effects on brand familiarity through brand identification without directly affecting brand familiarity. In addition, consumers are more likely to be more familiar with brands that they think are consistent with their own images, maintain a good attitude, and be more likely to be loyal to brands. Brand familiarity had a positive effect on brand attitude but not on brand loyalty. Familiarity showed a positive attitude, but it did not necessarily lead to strong repeat purchase or purchase.

Genome wide association study on feed conversion ratio using imputed sequence data in chickens

  • Wang, Jiaying;Yuan, Xiaolong;Ye, Shaopan;Huang, Shuwen;He, Yingting;Zhang, Hao;Li, Jiaqi;Zhang, Xiquan;Zhang, Zhe
    • Asian-Australasian Journal of Animal Sciences
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    • v.32 no.4
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    • pp.494-500
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    • 2019
  • Objective: Feed consumption contributes a large percentage for total production costs in the poultry industry. Detecting genes associated with feeding traits will be of benefit to improve our understanding of the molecular determinants for feed efficiency. The objective of this study was to identify candidate genes associated with feed conversion ratio (FCR) via genomewide association study (GWAS) using sequence data imputed from single nucleotide polymorphism (SNP) panel in a Chinese indigenous chicken population. Methods: A total of 435 Chinese indigenous chickens were phenotyped for FCR and were genotyped using a 600K SNP genotyping array. Twenty-four birds were selected for sequencing, and the 600K SNP panel data were imputed to whole sequence data with the 24 birds as the reference. The GWAS were performed with GEMMA software. Results: After quality control, 8,626,020 SNPs were used for sequence based GWAS, in which ten significant genomic regions were detected to be associated with FCR. Ten candidate genes, ubiquitin specific peptidase 44, leukotriene A4 hydrolase, ETS transcription factor, R-spondin 2, inhibitor of apoptosis protein 3, sosondowah ankyrin repeat domain family member D, calmodulin regulated spectrin associated protein family member 2, zinc finger and BTB domain containing 41, potassium sodium-activated channel subfamily T member 2, and member of RAS oncogene family were annotated. Several of them were within or near the reported FCR quantitative trait loci, and others were newly reported. Conclusion: Results from this study provide valuable prior information on chicken genomic breeding programs, and potentially improve our understanding of the molecular mechanism for feeding traits.

Exploring the process of learning mathematics by repeated reading: Eye tracking and heart rate measurement (반복 읽기를 이용한 수학 학습의 과정 분석: 시선의 움직임 추적과 심박수 측정을 중심으로)

  • Lee, Bongju;Lee, Se Hyung
    • Journal of the Korean School Mathematics Society
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    • v.24 no.1
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    • pp.59-81
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    • 2021
  • This study aimed to investigate how the learners' mathematics learning processes change with repeatedly reading mathematical text. As a way to teach and learn mathematics, we also wanted to examine the effect of repeated reading and to explore the implications for a more efficient teaching and learning strategy. To help us with this study, we mainly used eye tracking and heart rate (HR) measurement. There were four cycles in a cycle of repeated reading, and the number of repeated readings for all cycles was fixed to three times. Eight prospective mathematics teachers in the Department of Mathematics Education of a National University in South Korea participated. Data were analyzed in five aspects: (1) the total reading time per round, the total reading time per slide; (2) the change trends of total reading time per round and slide; (3) the order of slides read; (4) the change trends of HR per round. We found that most participants read in a similar pattern in the first reading, but the second and third reading patterns appeared more diverse for each learner. Also, the first reading required the most time regardless of the repeat cycle, and the time it took to repeatedly read afterward varied depending on the individual. Based on the findings of this study, the most primary conclusion is that self-directed mathematics learning by using repeated reading is effective regardless of cycle. In addition, we suggested four strategies to improve the efficiency of this teaching and learning method.