• 지능정보연구
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• 제29권2호
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• pp.129-148
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• 2023

블록체인 기술이 적용되어 있는 암호화폐는 높은 가격 변동성을 가지며 투자자 및 일반 대중으로부터 큰 관심을 받아왔다. 이러한 관심을 바탕으로 암호화폐를 비롯한 투자상품의 미래가치를 예측하기 위한 연구가 이루어지고 있으나 예측모형에 대한 설명력 및 해석 가능성이 낮아 실무에서 활용하기 어렵다는 비판을 받아왔다. 본 연구에서는 암호화폐 가격 예측모형의 성과를 향상시키기 위해 금융투자상품의 가치평가에 활용되는 기술적 지표들과 함께 투자자의 사회적 관심도를 반영할 수 있는 구글 키워드 검색량 데이터를 사용하고 설명 가능한 인공지능을 적용하여 모형에 대한 해석을 제공하고자 한다. 최근 금융 시계열 분야에서 예측성과의 우수성을 인정받고 있는 LSTM(Long Short Term Memory)과 CNN(Convolutional Neural Networks)을 활용하고, 'bitcoin'을 검색어로 하는 구글 검색량 데이터를 적용해 일주일 후의 가격 등락 예측모형을 구축하였다. LSTM과 CNN을 활용해 구축한 모형들이 높은 예측성능을 보였으며 구글 검색량을 반영한 모형에서 더 높은 예측성과를 확인할 수 있었다. 딥러닝 모형의 해석 가능성 및 설명력을 위해 XAI의 SHAP 기법을 적용한 결과, 구글 검색량과 함께 과매수, 과매도 정도를 파악할 수 있는 지표들이 모형의 의사결정에 가장 큰 영향들을 미치고 있음을 파악할 수 있었다. 본 연구는 암호화폐 가격 등락 예측에 있어 전통적으로 시계열 예측에 우수한 성과를 인정받고 있는 LSTM뿐만 아니라 이미지 분류에서 높은 예측성과를 보이는 딥러닝 기법인 CNN 또한 우수한 예측성능을 보일 수 있음을 확인하였으며, XAI를 통해 예측모형에 대한 해석을 제공하고, 대중의 심리를 반영하는 정보 중 하나인 구글 검색량을 활용해 예측성과를 향상시킬 수 있다는 것을 확인했다는 점에서 의의가 있다.

• 헤리티지:역사와 과학
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• 제51권2호
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• pp.124-137
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• 2018

발굴조사보고서 평가 제도가 시행된 지 10여년이 되었지만 평가 제도에 대한 분석 연구는 진행되지 않았다. 이에 본 연구는 첫째, 평가 제도의 변천에 대해서 고찰하였고, 둘째, 평가 결과에 영향을 미치는 평가 요인 분석을 진행하였다. 제도 분석 결과 현재 평가 결과는 PQ에서 활용되고 있는데 평가 대상 기관은 발굴기관으로 한정되어 있어 입찰에 참여하는 박물관 등에 불이익을 발생할 수 있다는 것을 제시하였다. 또한 현재 소수의 심사위원이 보고서를 평가하기 때문에 평가 부담의 완화를 위해서 증원이 필요하다는 것을 지적하였다. 평가 요인 분석 결과, 가산점이 명목적 점수는 낮지만 실질적 영향 점수가 높다는 것을 확인하였다. 또한 보고서 체계, 머리글, 자연고고환경, 조사범위와 방법, 편집 인쇄 지표의 경우 타 지표에 비해 영향력이 낮고 만점에 가깝기 때문에 이에 대한 지표 개선이 필요하다는 의견을 제시하였다. 또한, 현재 발굴 비용에 따른 군별 분류 금액의 적정성을 검토하여 연도별 군별 회귀분석을 실시하였고, 분석 결과 2015년, 2016년의 경우 2군과 3군에서 발굴 비용이 평가 점수에 영향을 미치는 것으로 나타났다. 이는 발굴 비용에 따라 평가 결과에 영향을 미치지 않기 위한 최초의 목적과 부합하지 않는 것으로 군별 분류 금액 산정 시 심도 있는 접근의 필요성을 강조하였다.

• The Korean journal of internal medicine
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• 제39권3호
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• pp.439-447
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• 2024

Background: Helicobacter pylori infection, prevalent in more than half of the global population, is associated with various gastrointestinal diseases, including peptic ulcers and gastric cancer. The effectiveness of early diagnosis and treatment in preventing gastric cancer highlights the need for improved diagnostic methods. This study aimed to develop a simple scoring system based on endoscopic findings to predict H. pylori infection. Methods: A retrospective analysis was conducted on 1,007 patients who underwent upper gastrointestinal endoscopy at Asan Medical Center from January 2019 to December 2021. Exclusion criteria included prior H. pylori treatment, gastric surgery, or gastric malignancies. Diagnostic techniques included rapid urease and ¹³C-urea breath tests, H. pylori culture, and assessment of endoscopic features following the Kyoto gastritis classification. A new scoring system based on endoscopic findings including regular arrangement of collecting venules (RAC), nodularity, and diffuse or spotty redness was developed for predicting H. pylori infection, utilizing logistic regression analysis in the development set. Results: The scoring system demonstrated high predictive accuracy for H. pylori infection in the validation set. Scores of 2 and 3 were associated with 96% and 99% infection risk, respectively. Additionally, there was a higher prevalence of diffuse redness and sticky mucus in cases where the initial H. pylori eradication treatment failed. Conclusions: Our scoring system showed potential for improving diagnostic accuracy in H. pylori infection. H. pylori testing should be considered upon spotty redness, diffuse redness, nodularity, and RAC absence on endoscopic findings as determined by the predictive scoring system.

• Restorative Dentistry and Endodontics
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• 제24권1호
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• pp.233-239
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• 1999

Recently, a second generation composite resin system(ceromer) was introduced with significantly improved mechanical properties. The purpose of this study was to compare a ceromer with the other restorative materials and to assess its clinical usefulness. In this study, we used four restorative materials : amalgam (BESTALOY$^{(R)}$), indirect composite resin (Clearfil CR Inlay$^{(R)}$), ceromer (Targis$^{(R)}$) and ceramic (Vintage$^{(R)}$). And then we devided into four groups. The materials of each group were as follows : Amalgam group : BESTALOY$^{(R)}$ (Dong Myung Dental Industrial Co.) Composite Resin group : Clearfil CR Inlay$^{(R)}$ (Kuraray) Ceromer group : Targis$^{(R)}$ Dentin (Ivoclar-Vivadent) Ceramic group : Vintage$^{(R)}$ (Shofu Inc.) According to the above classification, we made samples through the polymerization of BESTALOY$^{(R)}$, Clearfil CR Inlay$^{(R)}$ and Targis$^{(R)}$ with separable cylindrical metal mold and firing of Vintage$^{(R)}$ in a investment mold. And then, we measured and compared the value of compressive strength, diametral tensile strength and Vicker's microhardness of each sample. The results were as follows : 1. Amalgam showed the highest value of compressive strength (390.37${\pm}$42.22MPa) and the value of ceromer was somewhere between ceramic and indirect composite resin. There were significant differences among the experimental groups(p<0.001). 2. Indirect composite resin showed the highest value of diametral tensile strength (74.21${\pm}$15.33MPa) and there was no significant difference with ceromer. Ceromer was higher diametral tensile strength than amalgam and ceramic (p<0.001). 3. Ceramic showed the highest value of microhardness (538.44${\pm}$37.38Hv) and the value of ceromer was somewhere between ceramic and indirect composite resin. There were significant differences among the experimental groups (p<0.001).

• 한국환경복원기술학회지
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• 제23권2호
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• pp.17-31
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• 2020

In the field of environmental landscape architecture, the internet medium is used as an effective communication tool not only in the private level but also in the policy level. Recently, the active utilization of mobile web service is emphasized as the time changes, but there is not much improvement or advance in services due to lack of relevant studies. Therefore, this study is intended to provide basic data needed for improvement and advance by researching the quality of mobile web service among multichannel services provided in environmental landscape architecture related internet media. The model for measuring service quality is SERVQUAL, which was verified in the study of Choi(2015), Choi and Koo(2016), and the final valid samples are total 230. First, the subjects were analyzed as the representative media that are possible to acquire comprehensive knowledge related to environmental landscape architecture. Second, the highest importance level in each subsection was 'protection and security maintenance of customer information' followed by 'Reliability about accurate information supply'. Regarding performance level, 'Reliability about accurate information supply' and 'professional knowledge to communicate with users' are highly evaluated. Third, regarding Importance-Performance Analysis(IPA), the first priority management should is 'Tangibles', and the next are 'Responsibility' and 'Empathy'. The ones for maintenance of the status quo are 'Reliability' and 'Assurance', and there is none for effort reduction. Meanwhile, regarding the importance of each factor and difference in the quality of PC web service and mobile web service studied before, the biggest difference is in 'Tangibles', followed by 'Assurance', 'Empathy', 'Responsibility' and 'Reliability'. It is suggested that the revitalization of Landscape information science(LB1106) presented in the National Science&Technology Standard Classification System is needed. In the future, it is necessary to research the change trend on users' response through continuous evaluation of improved mobile web service.

• 한국실내디자인학회논문집
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• 제23권5호
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• pp.139-145
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• 2014

As life is changing, modern people are interested in culture life more than the past and as a result Art Exhibition increases. Nowadays many methods of exhibit are introduced, especially Direct experience. Trick Art Experience exhibition introduced Direct experirence to a work of art for interests and used props, objets, images, and sounds for maximizing experience element. Trick Art Experience exhibition added humor as imitating famous painting and gave a deep impression through the optical illusion technique which make flat structure look three-dimensional structure. Recently, demands for Experience exhibition which are like Trick Art increase. This study figure out pros and cons through a comparison analysis of direction and component about Trick Art Experience exhibition and find a check list about making an audience active about experience. From now on, we have an object about showing design data including customer satisfaction measurement to make various expressions of direction and component about Experience Art through a case analysis. We have firsthand visited case spaces to experience the spaces and prepared a check list for the relevant types of expressions. Referring to the exhibit work classification system, components that correspond to Trick Art Experience exhibition were grouped according to constituting items. Among the types of expressions, the levels of satisfaction with Experience exhibition and Participating exhibit were found to be high and the level of satisfaction with Heart Moving exhibit was found to be low through surveys. Among the components, the levels of satisfaction with stereograms and formative effect elements were found to be high and those of spatial changes and media effects were found to be low through surveys. Therefore, the expressions should be reinforced and the components should be improved.

• 정보관리학회지
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• 제23권3호
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• pp.5-21
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• 2006

최근 수년 동안 영상자료와 음성자료 분석에 대한 이론들이 텍스트자료 검색 시스템과 함께 사용되기 위해서 제안되어 왔으며 데이터 처리 속도의 급격한 향상과 함께 발전되어 왔다. 일반적 검색 방법들은 단지 텍스트만을 사용하지만 텍스트와 그림을 동시에 사용하는 검색 방법 또한 최근에 제안되어 왔다. 본 연구는 다매체자료의 공통기술표현포맷(CRFMD)이라는 이름으로 화상자료와 텍스트자료를 하나의 자료 구조로 통합하는 방법을 제안하고 있으며, 주어진 테스트자료에 대한 화상자료의 유사성 분석에서 텍스트와 그림의 형태소를 함께 사용하였을 때 현격히 개선되어 짐을 보여주고 있다. CRFMD는 의료문서 검색, WWW 검색, 박물관 소장품 검색과 같은 다양한 분야의 다매체자료 검색 및 처리에 응용될 수가 있을 것이다.

• 산업경영시스템학회지
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• 제40권1호
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• pp.41-49
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• 2017

Process quality control, which prevents problems and risks that may occur in products and processes, has been recognized as an important issue, and SPC techniques have been used for this purpose. Process Capability Index (PCI) is useful Statistical Process Control (SPC) tool that is measure of process diagnostic and assessment tools widely use in industrial field. It has advantage of easy to calculate and easy to use in the field. $C_p$ and $C_{pk}$ are traditional PCIs. These traditional $C_p$ and $C_{pk}$ were used only as a measure of process capability, taking into account the quality variance or the bias of the process mean. These are not given information about the characteristic value does not match the target value of the process and this has the disadvantage that it is difficult to assess the economic losses that may arise in the enterprise. Studies of this process capability index by many scholars actively for supplement of its disadvantage. These studies to evaluate the capability of situation of various field has presented a new process capability index. $C_{pm}$ is considers both the process variation and the process deviation from target value. And $C_{pm}{^+}$ is considers economic loss for the process deviation from target value. In this paper we developed an improved Expected Loss Capability Index using Reflected Normal Loss Function of Spring. This has the advantage that it is easy to realistically reflect the loss when the specification is asymmetric around the target value. And check the correlation between existing traditional process capability index ($C_{pk}$) and new one. Finally, we propose the criteria for classification about developed process capability index.

• The Journal of Korean Physical Therapy
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• 제30권3호
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• pp.90-95
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• 2018

Purpose: To investigate the relationship between gross motor capacity and neuromuscular function in children with cerebral palsy (CP) through a short-term intensive intervention. Methods: Twenty-four children younger than 6 years of age (17 boys, 7 girls, mean $age{\pm}standard$ deviation, $42.71{\pm}14.43months$) who were diagnosed with CP underwent short-term intensive treatment for 8 weeks. An evaluation of gross motor function capacity using the gross motor function measure (GMFM-66 and GMFM-88) was performed to measure muscle strength, selective motor control (SMC), and spasticity, factors related to neuromusculoskeletal function. Changes in spasticity, strength, range of motion, selective motor function, and exercise intensity scores were evaluated in terms of the gross motor function classification system (GMFCS) and ages. Results: The GMFM-88 and GMFM-66 scores significantly increased, by $4.32{\pm}4.04$ and $2.41{\pm}1.51%$, respectively, following the 8-week intervention. The change in the GMFM-66 score did not reflect a statistically significant difference in the GMFCS level. However, there was a statistically significant difference in the GMFM-88 score change in individuals at GMFCS Level III, the strength and spasticity of subjects at GMFCS Levels I-II did not significantly differ (p<0.05). The changes in the GMFM-66 scores for strength, SMC, range of motion (ROM), and spasticity significantly differed according to age (p<0.05) in children aged 36 months and older. Overall, there was a statistically significant difference in strength, SMC, and spasticity (p<0.05) before and after intensive short-term treatment. Conclusion: The 8-week short-term intensive care intervention improved the motor function score of study participants, emphasizing the need for early intervention and additional research in this area.

• 한국정보과학회논문지:소프트웨어및응용
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• 제32권5호
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• pp.378-384
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• 2005

본 논문에서는 기존의 스팸 메일 필터링 시스템의 성능을 향상시키기 위한 새로운 필터링 방법을 설명한다. 대부분의 스팸 필터링 시스템은 메일의 제목이나 혹은 그 문서 안에서 발견되는 단어들의 분포를 조사하여 이루어진다. 한편, 최근의 스팸 발송자들은 메일 서비스 업체가 제공하는 웹메일 계정을 이용하여 스팸을 발송하기 시작하였다 이렇게 웹메일을 통해 발송되는 스팸 메일의 특징을 보면, 그 메일 계정이 자동으로 생성되기 때문에 일반 사용자의 메일 계정과 많은 차이를 보인다. 본 연구에서는 이러한 점에 착안하여, 발송자의 메일 계정이 자동 생성된 메일 계정인지를 예측하고 이를 통해 스팸을 필터링하고자 한다. 메일 계정을 분류하기 위해서는 패턴 인식 문제에서 사용되어 온 결정 트리를 이용하였으며, 메일 서비스 업체로부터 수집된 약 215 만개의 메일 계정에 대해 실험하였다. 실험 결과, $96.3\%$의 정확률을 나타내었으며, 기존 시스템과 연동하여 새로운 형태의 스팸을 필터링할 수 있었다.