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An Exploratory Study on Key Attributes of Specialty Coffee by Online Big Data Analysis (온라인 빅 데이터 분석을 활용한 스페셜티 커피 속성에 대한 탐색적 연구)

  • Lim, Miri;Wun, Daiyeol;Ryu, Gihwan
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.3
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    • pp.275-282
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    • 2020
  • Social interest on high-quality specialty coffee is increased due to customers' growing experience upon coffee and recent change of coffee culture, which is taking one step further from putting emphasis on not just price and quality but also psychological satisfaction. As a culture of drinking coffee and giving much value on its taste and flavor, a number of customers increasingly demand coffee which is probable to suit one's taste. Likewise, the number of specialty coffee shops is increasing with growing qualities of their coffee. Therefore, the purpose of this study is to analyze the main attributes of specialty coffee and to build a marketing system for specialty coffee shops. The text mining on domestic web portal sites by online big-data analysis is used to extract components of properties of specialty coffee and analyze the degree of how the elements affect the properties. According to the result of the study, words related to coffee taste, coffee beans and baristas were found to play a central role in the properties of specialty coffee.

Endoscopic ultrasound-guided coiling and glue is safe and superior to endoscopic glue injection in gastric varices with severe liver disease: a retrospective case control study

  • Kapil D. Jamwal;Rajesh K. Padhan;Atul Sharma;Manoj K. Sharma
    • Clinical Endoscopy
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    • v.56 no.1
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    • pp.65-74
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    • 2023
  • Background/Aims: Gastric varices (GV) are present in 25% of cirrhotic patients with high rates of rebleeding and mortality. Data on endoscopic ultrasound (EUS)-guided treatment in severe liver disease (model for end stage liver disease sodium [MELD-Na] >18 and Child-Turcotte-Pugh [CTP] C with GV) are scarce. Thus, we performed a retrospective comparison of endoscopic glue injection with EUS-guided therapy in cirrhotic patients with large GV. Methods: A retrospective study was performed in the tertiary hospitals of India. A total of 80 patients were recruited. The inclusion criteria were gastroesophageal varices type 2, isolated gastric varices type 1, bleeding within 6 weeks, size of GV >10 mm, and a MELD-Na >18. Treatment outcomes and complications of endoscopic glue injection and EUS-guided GV therapy were compared. Results: In this study, the patients' age, sex, liver disease severity (CTP, MELD-Na) and clinical parameters were comparable. The median number of procedures, injected glue volume, complications, and GV obturation were better in the EUS group, respectively. On subgroup analysis of the EUS method (e.g., direct gastric fundus vs. paragastric collateral [PGC] coil placement), PGC coil placement showed decreased coil requirement, less injected glue volume, decreased luminal coil extrusion, and increased successful GV obturation. Conclusions: EUS-guided treatment is more efficient and safer, and requires a smaller number of treatment sessions, as compared to endoscopic treatment in severe liver disease patients with large GV. Furthermore, PGC coil placement increases the complete obliteration of GV.

Research Trends on the Treatment of Lumbar Herniated Intervertebral Disc in Korean Medicine (요추 추간판 탈출증의 한의학적 치료에 대한 국내연구동향)

  • Cho, Hyoung-Jun;Sul, Jae-Uk;Shin, Mi-Sook
    • Korean Journal of Acupuncture
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    • v.29 no.4
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    • pp.501-518
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    • 2012
  • Objectives : To research trends of studies on treatments of lumbar herniated intervertebral disc in Korean medicine. Methods : We searched papers using Korean Traditional Knowledge Portal, OASIS, KISS. We used "low back pain", "radiculopathy", "lumbar herniated intervertebral disc" as keyword. Limitations were as follows; Domestic studies, published from 2000 to 2011, mentioning the treatments of lumbar herniated intervertebral disc in Korean medicine. This study researched and classified the papers according to the fields of the treatment and methods of study. Results : The results were obtained as below ; 1. The number of papers published in 2000 was only three, but steadily increased to 15 in 2010 and the total number of papers was 93. 2. When categorized according to the fields of treatment, 93 researches are classified as acupuncture, moxibustion, Chuna therapy, drug, various physical therapies and collaborative Oriental-Western medicine therapy. 3. When categorized according to the methods of study, 70 researches were the simple case report and non-RCT(non-randomized controlled trial) were 11 and RCT(randomized controlled trials) has been reported in 11 researches. 4. General assessment tools were VAS, ODI before, however these days, Physical examination(ROM, SLRT, etc.), Radiologic tests(MRI, X-ray), DITI etc. are used more in order to evaluate objective therapeutic effects. Conclusions : These results indicate that researches on lumbar herniated intervertebral disc in Korean medicine have been investigated by various method and steadily increasing.

Long Distance Vehicle License Plate Region Detection Using Low Resolution Feature of License Plate Region in Road View Images (로드뷰 영상에서 번호판 영역의 저해상도 특징을 이용한 원거리 자동차 번호판 영역 검출)

  • Oh, Myoung-Kwan;Park, Jong-Cheon
    • Journal of Digital Convergence
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    • v.15 no.1
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    • pp.239-245
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    • 2017
  • For privacy protection, we propose a vehicle license plate region detection method in road view image served from portal site. Because vehicle license plate regions in road view images have different feature depending on distance, long distance vehicle license plate regions are not detected by feature of low resolution. Therefore, we suggest a method to detect short distance vehicle license plate regions by edge feature and long distance vehicle license plate regions using MSER feature. And then, we select candidate region of vehicle license plate region from detected region of each method, because the number of the vehicle license plate has a structural feature, we used it to detect the final vehicle license plate region. As the experiment result, we got a recall rate of 93%, precision rate of 75%, and F-Score rate of 80% in various road view images.

Study on prediction for a film success using text mining (텍스트 마이닝을 활용한 영화흥행 예측 연구)

  • Lee, Sanghun;Cho, Jangsik;Kang, Changwan;Choi, Seungbae
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.6
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    • pp.1259-1269
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    • 2015
  • Recently, big data is positioning as a keyword in the academic circles. And usefulness of big data is carried into government, a local public body and enterprise as well as academic circles. Also they are endeavoring to obtain useful information in big data. This research mainly deals with analyses of box office success or failure of films using text mining. For data, it used a portal site 'D' and film review data, grade point average and the number of screens gained from the Korean Film Commission. The purpose of this paper is to propose a model to predict whether a film is success or not using these data. As a result of analysis, the correct classification rate by the prediction model method proposed in this paper is obtained 95.74%.

Analysis and Visualization of Real Estate Market Price using Elasticsearch (Elasticsearch를 이용한 부동산 시장 가격 분석 및 시각화)

  • Seung-Yeon Hwang;Jeong-Joon Kim
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.2
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    • pp.185-190
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    • 2024
  • In 2022, we can see the real estate market in Korea going down. Corona 19 and the Russian invasion of Ukraine are cited as the biggest causes for this. These two problems ignited the economic recession, causing prices to fall and subsequently raising exchange rates and interest rates. Due to the aforementioned problems in the previously active real estate market, the number of actual transactions has decreased, resulting in a decline in the real estate market due to high interest rates. Data provided by the public data portal, KOSIS, and the Seoul Metropolitan Government were collected through Logstash, transferred to Elasticsearch, and visualized inflation, exchange rates, and loan interest rates using the dashboard function provided by Kibana, to analyze causes and derive results. In addition, three specific apartments in Nowon-gu and Jongno-gu, which have the highest number of actual transactions in Seoul, are selected and the actual transaction prices that change every month are displayed in the Data Table.

A study on the Methodology of Extracting the Poor Deprived Districts by Using Geospatial Information (국토정보를 활용한 빈곤·취약지구 추출 방법에 관한 연구)

  • Lee, Hee-Yeon;An, Eun-Kyung
    • Journal of Cadastre & Land InformatiX
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    • v.46 no.2
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    • pp.5-25
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    • 2016
  • The purpose of this study develops the methodology to extract the poor deprived districts using the data from the national spatial data infrastructure portal. Particularly this study tries to select more acute indicators and to test the operability of such indicators. Also this study is focused on the versatile methodology that can be adjusted to incorporate alternative indicators that might be appropriate according to the hierarchy of the spatial unit. The indicator sets are composed of three dimensions: the poor class, the poor old housing, and poor residential neighborhood environment. Each representative indicator is selected based on the characteristics of the poor deprived districts. As a result, at the level of administrative Dong, key indicators for extracting the poor deprived districts are number of recipients of national basic living security per thousand persons and ratio of households living at old detached house. At the level of the national based zip code district, the ratio of buildings built on parcels located at roads below 4m in width, the ratio of small parcels below $60m^2$ and the ratio of poor old buildings are very important indicators. The result of grid analysis by overlaying the coverage of multiple indicators shows that relatively more vulnerable and deprived districts can be extracted at the small sub-district level. This study suggests the possibility to create the high value-added information, using the data from the national spatial data infrastructure portal. This methodology enables policymakers to select the priority target districts of poor deprived district more effectively.

The study about operation condition of dental hospital and clinics used public data : focus on population of local autonomous entity (공공데이터를 활용한 치과병의원 운영실태 연구: 광역자치단체와 특별자치단체의 인구를 중심으로)

  • Yu, Su-Been;Song, Bong-Gyu;Yang, Byoung-Eun
    • The Journal of the Korean dental association
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    • v.54 no.8
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    • pp.613-629
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    • 2016
  • This study assayed regional distribution of dental hospital & dental clinics, the number of population & households per one dental hospital & clinic, operation condition & duration. This study used public data that display from 1946 years(the first dental clinic open in republic of korea) to 2016 years. We collected present condition of 21,686 dental hospital and clinics available in public data portal site on 28. Feb.2016. Data were classified by scale, location, permission year, operation duration of dental hospital & clinics and were analyzed using SPSS 20.0 program. Surveyed on Feb. 2016. Best top 10 regions of permission dental clinics are (1) Gangnam-gu, Seoul(1,337), (2) Seongnamsi, Gyeonggi-do(555), (3) Songpa-gu, Seoul(491), (4) Yeongdeungpo-gu, Seoul(472), (5) Suwon-si, Gyeonggi-do(443), (6) Seocho-gu, Seoul(428), (7) Nowon-gu, Seoul(417), (8) Goyang-si, Gyeonggi-do(413), (9) Jung-gu, Seoul(380), (10) Yongin-si, Gyeonggi-do(353). Whereas best top 10 regions of operating dental clinics are (1) Gangnam-gu, Seoul(581), (2) Seongnamsi, Gyeonggi-do(415), (3) Suwon-si, Gyeonggi-do(382), (4) Seocho-gu, Seoul(320), (5) Changwon-si, Gyeongsangnam-do(303), (6) Songpa-gu, Seoul(295) (7) Goyang-si, Gyeonggi-do(290), (8) Bucheon-si and Yongin-si, Gyeonggi-do(262), (9) Jeonju-si, Jeollabuk-do(224). Average population per one dental hospital & clinic by regional local government are 3,120 people. Best five region of population per one dental hospital & clinic are (1) Sejong-si(5,272), (2) Gangwon-do(4,653), (3) Chungcheongbuk-do(4,513), (4) Gyeongsangbuk-do(4,490), (5) Chungcheongnam-do(4,402). Average households per one dental hospital & clinic by regional local government are 1,316 households. Best three region of households per one dental hospital & clinic are (1) Sejong-si(2,126), (2) Gangwon-do(2,057), (3) Gyeongsangbuk-do(1,946). From 1946 to 1986, permission and operating dental hospital and clinics was steadily increasing. On 1986-1990, 1991-1995, permission, operation and closure of dental hospital and clinics increase rapidly. From the 2011-2015 to 2016(present), permission, operation and closure of dental hospital and clinics is decreasing. Average operating duration of closured dental hospital and clinics are 14.054 years. We need to map of dental hospital and clinics for open and operation of one, base on analyzed results. In an era of 30,000 dentist, we should to be concerned about operation of dental clinics in the light of past operating condition.

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Contrast Optimization using of Weight-based Injection Protocol in Pediatric Abdomen CT Examination (소아 복부 CT 검사에서 체중에 기반한 조영제 주입 프로토콜 적용에 따른 조영증강의 최적화)

  • Kim, Yung-Kyoon;Han, Dong-Kyoon
    • Journal of the Korean Society of Radiology
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    • v.15 no.5
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    • pp.575-584
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    • 2021
  • The aim of this study was to achieve optimal portal phase while reducing contrast medium by applying weight-based dose protocol compared to standard fixed dose protocol to performing of pediatric abdominal CT examination. Discovery 750HD (General Electric Medical Systems, Milwaukee, USA) was used, and a total of 167 children consisting of 85 men and 82 women under the age of 18 were studied. The group in which the 300 mgI/ml(Xenetix, Guerbet, France) contrast medium was fixedly injected at twice body weight and the group injected with physiological saline while gradually decreasing the injection amount by 10% while applying the weight-based protocol were distinguished. Also, the CT number and SNR of abdominal organs were compared and evaluated while changing the scan delay time. Subjective image quality of enhancement and beam-hardening artifacts of around the heart was assessed with five-point criterion. The group adapted weight-based protocol with 20% reduction in contrast medium was most similar in contrast enhancement in the group with fixed injection at twice body weight. Furthermore, the group with a delay time of 20% had the highest contrast enhancement effect, and the difference in CT attenuation coefficient from the group scanned immediately after injection of the contrast media. Therefore, the appropriate delay time after injection of the contrast agent increased the contrast enhancement of the parenchymal organ. In addition, the weight-based injection protocol with normal saline reduced artifacts around the heart, and the effect of contrast enhancement could be maintained. In conclusion, it is possible to reduce dosage of contrast media through the application of weight-based injection protocols and appropriate latency, and to characterize optimal portal phase imaging on pediatric abdominal CT.

Design and Implementation of Crime Prevention System Targeting Women by Using Public BigData (공공 빅데이터를 이용한 여성 대상 범죄 예방 시스템의 설계 및 구현)

  • Ko, Sung-Wook;Oh, Su-Bin;Baek, Se-In;Park, Hyeok-Ju;Park, Mee-Hwa;Lee, Kang-Woo
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2016.10a
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    • pp.561-564
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    • 2016
  • If using crime map which represents criminal section that violent crimes targeting women frequently happened, the police could prevent additional crimes by positioning themselves intensively in expected crime zones and each individual could avoid being damaged by referring information of criminal zones. In this paper, by analyzing crimes targeting women and offender information which is provided in public-opened datum portal, we suppose a system which prevents crimes that calculates locational danger and, by considering location and age group of users, provides user-customized information of danger. By crawling the criminals datum which is provided in public-opened datum portal, It collects them. About the areas which happened sexual crimes, calculating danger of crime based on statistical crime information including criminal information, residence of offenders, areas which happened sexual crimes, sentences and the number of crime, this system is able to visualize the areas which sexual crimes happened based on information of danger grade representing on user's location. The score of danger calculated in location unit can provide criminal information according to location and ages of users by interacting GIS.

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