Cluster analysis is one of unsupervised learning techniques used for discovering clusters when there is no prior knowledge of group membership. K-means, one of the commonly used cluster analysis techniques, may fail when the number of variables becomes large. In such high-dimensional cases, it is common to perform tandem analysis, K-means cluster analysis after reducing the number of variables using dimension reduction methods. However, there is no guarantee that the reduced dimension reveals the cluster structure properly. Principal component analysis may mask the structure of clusters, especially when there are large variances for variables that are not related to cluster structure. To overcome this, techniques that perform dimension reduction and cluster analysis simultaneously have been suggested. This study proposes probabilistic reduced K-means, the transition of reduced K-means (De Soete and Caroll, 1994) into a probabilistic framework. Simulation shows that the proposed method performs better than tandem clustering or clustering without any dimension reduction. When the number of the variables is larger than the number of samples in each cluster, probabilistic reduced K-means show better formation of clusters than non-probabilistic reduced K-means. In the application to a real data set, it revealed similar or better cluster structure compared to other methods.
This paper aims to research the historical development of the archival systems in the Primorskii Krai of the Russian Federation. The history of the archives in this region might be divided into the three periods. The first period extended from the territorial acquisition of the Far East to 1938, when the international situation reached the crisis. From then to the end of the Second World War the history of the archives of the Primorskii Krai underwent the second period. The third period has ranged from 1945 to the present day. As the imperialistic countries, including England, Germany and Russia, claimed and conquered the lands in China in the last decade of the nineteenth century, the Russian government was forced to produce a lot of records, which resulted in the establishment of the several archival institutions in the Far East region. Although the Soviet government issued "Decree On the Reorganization and Centralization of Archival Affairs in the Russian Socialist Federated Soviet Republic" in 1918, the political turmoils prevented the Primorskii region from constructing the archival system. However, A. P. Georgievskii and his colleagues made desperate efforts to arrange the archival administration. Thanks to their struggles, the Far Eastern Republic, a buffer state, which existed from April 6, 1920 to November 14, 1922, passed the autonomous regulation, which defined the organization of the committee for the archival administration in the Primorskii region. The Primorskii Krai Archive originated from the committee. As the international situation became aggravated in the East Asia, the Soviet government made a decision to evacuate the records from the Far East region to the western Siberian cities like Tomsk, Omsk and Minusinsk. It was on August 1943 that the Central National Archive of the Far East of RSFSR was established in Tomsk. After the end of the Second World War, the main archival institutions of the Primorskii Krai, that is, the Central National Archive of the Far East of RSFSR and the Primoskii Krai Archive have played an important role in the archival administration in this region. The archivists have not only prepared the catalogues, but also proceeded the descriptions of the archival collections. Furthermore, the archival institutions of the Primorskii Krai have published a series of archives and contributed to the development of the archival system in the Far East of the Russian Federation. It might be concluded that the archives of the Primorskii Krai, reaching were the products of the desperate efforts which the archivists of this region made from the 19th century to the present day, regardless of the political changes.
Interest in Korean cultural properties has rising in recent years, not only on the part of existing researcher and scholars but also among the general public. The scope of interest has expand also, no longer being confined to Korea, and has given rise to movements for redemption of cultural properties preserved overseas and plans on how to make use of information about them. Aside from the basic idea that all cultural properties overseas are subjects for redemption, this paper argues that it is time to seek ways to actively make use of information on those cultural properties, and that this must be preceded by dear understanding of the current status through systematic on-site research and investigation of the channels through which they left the country. In addition, it is necessary to look at the issue with a broader perspective. The cultural properties in question must be regarded not as the sole property of Korea, the country that produced them, but as artworks of the world with outstanding universal value, to be protected and utilized by all human beings. From this point of view, this paper organize studies the kinds of Korean cultural properties kept at three major museums in the United Stated, including the Museum of Fine Arts, Roston, and traces the routes and methods by which they were taken out of Korea. Based on the perception of Korean artworks overseas as explained above, the purpose of this paper is to examine materials those cultural properties not only for academic research, but also todistinguish between those properties that should be redeemed and those that should be publicized overseas by clarifying how they were taken overseas, and thus provide basic materials for policy purposes.
Lee, Su Gwang;Kang, Eun Hye;Kim, Ah Hyun;Choi, So Hee;Hong, Do Hee;Karaulova, Ekaterina P.;Simokon, Mikhail V.;Choi, Woo Seok;Jo, Mi Ra;Son, Kwang Tae;Yoon, Minchul;Yu, Hongsik
Korean Journal of Fisheries and Aquatic Sciences
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v.52
no.5
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pp.452-460
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2019
Exposure to heavy metals through the consumption of contaminated seafood poses a health risk to humans. In Korea, seafood imports are increasing with consumption, with the largest increase in imported seafood coming from Russia. Peter the Great Bay and the Razdolnaya River are both major fisheries and protected areas under the Northwest Pacific Action Plan located near Vladivostok, Russia. This study analyzed heavy metal [cadmium (Cd), lead (Pb), total mercury (tHg), and total (tAs), and inorganic (iAs) arsenic] concentrations in shellfish and crustaceans collected from these areas. Except for iAs, the major toxic heavy metal concentrations of the samples met the national standards (Cd, 0.024-0.982 and 0.003-0.379 mg/kg; Pb, 0.021-1.533 and 0.002 mg/kg; tHg, 0.006-0.015 and 0.036-0.097 mg/kg). The tAs concentrations of three samples exceeded the Russian standard (5 mg/kg, wet weight), whereas the iAs concentrations were extremely low (ND-0.033 mg/kg). Compared with the provisional tolerable weekly intake (PTWI) of the Ministry of Food and Drug Safety and Joint FAO/WHO Expert Committee on Food Additives, the percentages of PTWI of Cd, Pb, and tHg were 0.239%, 0.001-0.049%, and 0.013-0.302%, respectively. These findings reveal that there is no potential health risk by heavy metals through the consumption of Russian seafood obtained in the surveyed areas.
Disaster of Sewol took place in one year. Meanwhile, the victim's family and the call time record academics have tried to record it. Ansan activists have moved to objectives such as civil records committee also pivotal. The citizens committee under the dictation recording oral history team has a diverse group of people associated with the time issue. bereaved families were collected from the oral as well as volunteers, religious personnel, activists, Ansan citizens and various people. Disasters around the world is also an important event to remember and honor the people together, and one of the most effective means to record There it is establishing an oral history archive. Does not leave a lot of nature history of sudden disasters that occur, as well as a tribute record dictation telling people of diverse perspectives on events helps a lot closer to the reality of the event. Erected in the National September 11 Memorial Museum to honor the Sept. 11 attacks and provide a variety of programs to chaerok dictation of the people involved with 9/11. To remember the 2013 Boston Marathon bombing 'Our Marathon' of crowdsourcing digital archive was built. In the archives of the local universities and institutions were created to collaborate actively and gathering oral history. Pan Am Flight 103 pieces terror has established an archive from Syracuse University. Here, neither graduates, faculty, and to the victim's family and friends gather and oral hitory. Disaster-related Sewol neither should be able to be used as in the case of foreign well, and it should continue to honor the victims of the collection. It also ought to occasion again to avoid this disaster on earth.
Journal of the Korea Academia-Industrial cooperation Society
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v.22
no.2
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pp.593-601
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2021
The axial fan is an element of a blower used for ventilation in various industrial fields. Many studies on aerodynamic performance have been conducted to assess axial fans using fluid dynamics. The subject was a large axial fan size, 1800 mm in diameter with 100 horsepower. The blower's axial fan consisted of blades, hubs, hub caps, and bosses are important components. The blade design has a great influence on the aerodynamic performance. 3D point data is extracted using an aerodynamic performance prediction program, and a 3D modeling shape is generated. The blades and hubs, which are important components, can be easily modified if processed by cutting owing to the environment in which blades and hubs are manufactured through die casting or gravity casting. In this study, the structural safety of components and the analysis results of weak areas at the rated operating speed of the axial fan were verified using the maximum stress and safety factor. The tip clearance reflected in the design was the rotation of the blade. To check whether there is interference with other components, the displacement result was derived to verify the structural safety of the axial fan.
This essay traces the origin and the social function of medieval knights in Edwin Austin Abbey's murals ${\ll}$The Quest of the Holy Grail${\gg}$ in the Boston Public Library. Medieval knights in the Arthurian legend appeared in American novels at the end of 1850s and in political cartoons in the 1870s. They are featured in American Renaissance murals as well. ${\ll}$The Quest of the Holy Grail${\gg}$ painted in 1895 was the first of its kind. In Britain, the Pre-Raphaelites frequently painted medieval knights. Abbey fused the visual idiom of the Pre-Raphaelites and that of the Royal Academy of Arts in his depiction of knights. Unlike the Pre-Raphaelites, who usually focused on knights' activities, he emphasized their virtue. His representation of knights reflect the social and economic crises in America in the 1890s. After the Civil War, American society enjoyed economic prosperity but suffered from government corruption, economic inequality, and class conflict. Serious social problems such as poverty and inequality decayed American society. Writers and artists brought attention to these issues. This essay argues that Abbey criticized capitalists and expressed his hope for progress through the figure of Galahad as the iconic representation of civic virtue in ${\ll}$The Quest of the Holy Grail${\gg}$. Installed in the Boston Public Library, Abbey's murals performed a public function to warn the viewers of economic and social chaos resulting from government corruption. Abbey's American knights not only emphasized moral responsibility but also promoted patriotism. The artist refashioned medieval knights into American citizens, whose civic virtue became essential to an ideal leader in American society.
Journal of the Korea Academia-Industrial cooperation Society
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v.22
no.1
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pp.502-510
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2021
This study examines gender inequality in the Utopian literature through Bellamy's novelLooking Backward: 2000-1887. Boston, USA, in 2000 is an equal society in which production and distribution are performed efficiently, and everyone can work with an equal opportunity without discrimination. But a closer look at the social structure shows that housework and parenting are predominantly women's duties, and the jobs that women and men can have are differentiating. Therefore, it is hard to say that true gender equality has been achieved. In addition, we could see that there were still remnants of gender inequality, such as showing the notion of beauty judged by male standards. However, Bellamy's Looking Backward: 2000-1887 is meaningful in that it improved women's status and suggested the direction and hope of social development in the 19th century. This study further examined whether these gender inequality factors have disappeared in modern society and confirmed that there remain many gender inequality factors. Therefore, we should all work together to improve the perception of members of society and make changes in social policies so that there is no discrimination between women and men so that we can truly become a gender-equal society.
Due to the 4th Industrial Revolution announced at the Davos Forum, the World Economic Forum, in 2016, industrial trends around the world are changing rapidly and intelligently. Among them, the digital twin is drawing attention from all industries as a groundbreaking technology that reduces unnecessary costs and trial and error by implementing real objects, systems, and environments in the same way in the real virtual world and using them to perform simulation analysis. In particular, there is a lot of interest in the application of digital twin technology in solving ports safety and efficiency challenges at once. However, there is a lack of in-depth research for the application of digital twin technology in the port, and in particular, there is a lack of research on measurable data for the implementation of the digital twin in ports. The purpose of this study was to increase granularity and connectivity through measurable data investigation for the application of digital twin technology at container ports. Based on the study results, data factors for container port application were classified into crane data, operational data, physical data, and transportation data, and factor composition, correlation with factors, and fitness were confirmed through confirmatory factor analysis.
Yu-na Lee;Soo-Kyeong Moon;Jung-Hee Lee;Ae-ran Kim;Kyeong-Eun Moon;Choong-Won Kang;Jin-Hee Lee;Myoung-Ki Park
Journal of Food Hygiene and Safety
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v.38
no.3
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pp.152-157
/
2023
This study was aimed to investigate pesticides residue levels in nuts and seeds distributed in Gyeonggi-do. We investigated nuts and seeds in 131 products, which is pumpkin seeds (n=17), sunflower (n=12), sesame (n=23), perilla (n=11), peanut (n=18), almond (n=8), chestnut (n=6), walnut (n=14), pine nut (n=3), pecan (n=4), macadamia (n=3), brazil nut (n=5), cashew nut (n=4) and ginkgo nut (n=3). As a result of evaluating 339 pesticide residues, eight out of 131 samples were detected at the range of 0.01-0.07 mg/kg. Additionally, 7 out of 8 detected samples exceeded MRLs (Maximum Residue Limits) and 85% of them were imported. Pyraclostrobin applied on the positive list system (PLS) was detected in five Chinese pumpkin seeds samples, and the range was 0.02-0.04 mg/kg. In Indian and Korean sesame seeds, pendimethalin, boscalid, and bifenthrin were detected at 0.04, 0.05, and 0.06 mg/kg, respectively. The ratio of estimated daily intake (EDI) to acceptable daily intake (ADI) was 0.002-0.372%, indicating that the risk level was safe.
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