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Impact of Word Embedding Methods on Performance of Sentiment Analysis with Machine Learning Techniques

  • Park, Hoyeon;Kim, Kyoung-jae
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.8
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    • pp.181-188
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    • 2020
  • In this study, we propose a comparative study to confirm the impact of various word embedding techniques on the performance of sentiment analysis. Sentiment analysis is one of opinion mining techniques to identify and extract subjective information from text using natural language processing and can be used to classify the sentiment of product reviews or comments. Since sentiment can be classified as either positive or negative, it can be considered one of the general classification problems. For sentiment analysis, the text must be converted into a language that can be recognized by a computer. Therefore, text such as a word or document is transformed into a vector in natural language processing called word embedding. Various techniques, such as Bag of Words, TF-IDF, and Word2Vec are used as word embedding techniques. Until now, there have not been many studies on word embedding techniques suitable for emotional analysis. In this study, among various word embedding techniques, Bag of Words, TF-IDF, and Word2Vec are used to compare and analyze the performance of movie review sentiment analysis. The research data set for this study is the IMDB data set, which is widely used in text mining. As a result, it was found that the performance of TF-IDF and Bag of Words was superior to that of Word2Vec and TF-IDF performed better than Bag of Words, but the difference was not very significant.

FIRST ATLAS DOMESTIC STANDARD PROBLEM (DSP-01) FOR THE CODE ASSESSMENT

  • Kim, Yeon-Sik;Choi, Ki-Yong;Kang, Kyoung-Ho;Park, Hyun-Sik;Cho, Seok;Baek, Won-Pil;Kim, Kyung-Doo;Sim, Suk-K.;Lee, Eo-Hwak;Kim, Se-Yun;Kim, Joo-Sung;Choi, Tong-Soo;Kim, Cheol-Woo;Lee, Suk-Ho;Lee, Sang-Il;Lee, Keo-Hyoung
    • Nuclear Engineering and Technology
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    • v.43 no.1
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    • pp.25-44
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    • 2011
  • KAERI has been operating an integral effect test facility, ATLAS (Advanced Thermal-Hydraulic Test Loop for Accident Simulation), for accident simulations of advanced PWRs. Regarding integral effect tests, a database for major design basis accidents has been accumulated and a Domestic Standard Problem (DSP) exercise using the ATLAS has been proposed and successfully performed. The ATLAS DSP aims at the effective utilization of an integral effect database obtained from the ATLAS, the establishment of a cooperative framework in the domestic nuclear industry, better understanding of thermal hydraulic phenomena, and an investigation of the potential limitations of the existing best-estimate safety analysis codes. For the first ATLAS DSP exercise (DSP-01), integral effect test data for a 100% DVI line break accident of the APR1400 was selected by considering its technical importance and by incorporating comments from participants. Twelve domestic organizations joined in this DSP-01 exercise. Finally, ten of these organizations submitted their calculation results. This ATLAS DSP-01 exercise progressed as an open calculation; the integral effect test data was delivered to the participants prior to the code calculations. The MARS-KS was favored by most participants but the RELAP5/MOD3.3 code was also used by a few participants. This paper presents all the information of the DSP-01 exercise as well as the comparison results between the calculations and the test data. Lessons learned from the first DSP-01 are presented and recommendations for code users as well as for developers are suggested.

the Diaspora Aspects of Some Comments on Sijo Reflected in the Sijo-Anthologies of Korean-American Authors (미주 시조 선집에 나타난 디아스포라 시조론)

  • Park, Mi-Young
    • Sijohaknonchong
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    • v.30
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    • pp.53-90
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    • 2009
  • This study discusses the aspects of Korean-American Sjjo writers' consciousness of sijo and its significance, focusing primarily on the Sijo-Anthologies of Korean-American authors, "The Moon of the Desert" (1989), "The Dandelion of the Desert" (1994), and The Stars of the Desert" (1996) published by the Sijo Society of America. For this purpose, I thoroughly examined "Notes of Writing Sijo' attached to the authors' works and some other sijos added at the end of the paper. They started writing sijos quite early. Sijo has been recognized as a typical traditional genre of literature, and even foreigners came to write them in English. The following is the summary of the view on sijo propounded by Korean-American authors. Firstly, they follow traditional view on the theory of sijo in terms of its nature and utility, and at the same time they emphasize the utility of katharsis through self expressions. Secondly, their recognition of the value of sijo boils down to its formal patterns. Lastly, they develop the idea of national literature through their significance of writing sijos. They think that they can contribute to the development of national literature as well as the expression of patriotism through writing sijos. Therefore, they recognize themselves as spreaders of Korean culture to the local residents, and as the main stream enhancing the status of Korean culture through the competition with other nations.

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Study compares to recognize the relationship of advertising ethics and promote consumerism: Focus on the cognition between South Korea and China consumer (광고윤리의식과 소비주의촉진인식 관계성 비교: 한중소비자의 인식을 중심으로)

  • Yu, Seung Yeob;Kim, Koosung
    • Journal of Digital Convergence
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    • v.11 no.3
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    • pp.85-93
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    • 2013
  • This study were investigated in Korean and Chinese consumers' awareness about the controversial ads expressions. Any ethical evaluation and consumers about the issue of the type of ad that is examined, and also the difference between Korea and China, the consumer perception of advertising ethics evaluation is confirmed. Korean and Chinese consumers consumerism to promote awareness and relevance is analyzed. Firstly, the negative role of advertising in terms of positive perceptions of Chinese consumers significantly higher. The other hand, recognize the positive role in the Korean consumer awareness was high. Second, the Korean consumer advertising that targets children positive response compared to Chinese consumers higher. Third, Sexual Appeal for Chinese consumers think that is very generous compared to Korean consumers were Fourth, Korea and China consumers about tobacco advertising for all tobacco advertising was negative ethical perception. Fifth, obnoxious ad, ads, such as racial discrimination and acts for all bilateral consumers very negative comments were, for the spread of AIDS, bilateral consumers allow condom ads for all the positive responses demonstrated. The results of this study advance into China and the Korean company's executives and advertising agency advertising practitioners to formulate a strategy to accommodate an effective message.

The 1997 Asian Economic Crisis and Changes in the Pattern of Socioeconomic Differentials in Korean Fertility (IMF 외환위기와 사회경제적 차별출산력의 변화)

  • Kim, Doo-Sub
    • Proceedings of the Population Association of Korea Conference
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    • 2006.12a
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    • pp.59-87
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    • 2006
  • This paper explores the effects of the 1997 economic crisis on the pattern of socioeconomic differentials in fertility. Based on analysis of data from the 2003 Korea National Fertility Survey, this study focuses on recent changes in the level of fertility according to socioeconomic status of the couple including educational level, occupation, working status, income, etc. Results reveal that the level of fertility of those with the highest education, most prestigious occupation, and employer status are higher than those of the next group in the socioeconomic hierarchy. These findings imply that the straight line inverse pattern of socioeconomic differentials in CEB yielded to a reversed J-shaped curve. However, recent differentials of fertility after the economic crisis were found to contrast with the pattern above. Decrease in fertility has been most drastic among those with a high level of fertility, and relatively slow for those with a low level of fertility. The level of recent fertility turns out to be highest among those with upper-middle socioeconomic status, followed by those with the highest socioeconomic status and those with the lowest status. Policy implications and some comments on current population policies of the Korean government are also presented in this paper.

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A bibliography about 『OedaeBiyo-bang(外臺秘要方)』, 『Cheongeum-bang(千金方)』, and 『Uisim-bang(醫心方)』 -Documents which directly quoted 『Sanbeon-bang』- (『외대비요방(外臺秘要方)』, 『천금방(千金方)』, 『의심방(醫心方)』의 서지학적 연구 -『산번방(刪繁方)』 산재문헌의 서지사항-)

  • Kim, Do Hun;Jung, Chang Hung
    • The Journal of Korean Medical History
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    • v.17 no.1
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    • pp.31-55
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    • 2004
  • For the sake of the Restoration(to the original state) of "Sanbeon-bang(刪繁方)", in this study observed carefully the bibliographical results of "Oedaebiyo-bang", "Cheongeumyo-bang", "Cheongeumik-bang" and "Uisim-bang", which directly quoted "Sanbeon-bang". "Sanbeon-bang" is mostly remained in "Oedaebiyo-bang", and the other provisions of "Sanbeon-bang" mostly lie scattered in "Cheongeumyo-bang" and "Cheongeumik-bang", established 100years before "Oedaebiyo-bang" and "Uisim-bang", established 200years after "Oedaebiyo-bang". And there are few other documents which quoted the "Sanbeon-bang". "Cheongeumyo-bang", a synthetic medical work was compiled in 652, and which refered large quantity of medical documents before Dang-dynasty(唐代) by Son Sa-mak(孫思邈). And he linked the technical opinion of himself. The comments of medicine, as well as the prescriptions are refleting the outcome before Dang-dynasty systematically. For the most part of the medical arguments in "Sanbeon-bang" lie scattered in "Cheongeumyo-bang". "Cheongeumik-bang", also a synthetic medical work which is for the sake of supplement of "Cheongeumyo-bang" was complied in 682 by Son Sa-mak. As well as "CheongeumYo-bang" it doesn't make clear the sources of quotation from "Sanbeon-bang". So it used as the data for confirmation. "Oedaebiyo-bang" was compiled in 752 of Dang-Dynasty by Wang Do(王燾) the a governor-general of Eop-gun. Wang Do was descended from a noble family, and usually visited the palace and dealed with large number of books in Hongmunguan(弘文館), the national library. He programmed the book on the base of wide scopic collection of medical documents. And he took charge of gverment post at the same time as Wang Bing(王氷) who compiled "Chaju-Hwangje-Naegyeong-Somun(次注黃帝內經素問)" in 762. So we can guess they might have seen the same documents and holded the medical knowledge in common. The 40 volume "Oedaebiyo-bang" was a great medical complete book in those days. In particular, it became the model of medical complete books of after ages. The description of the book is mostly the qutation of medical documents of before ages. The character is recording of quotation documents and the order of volume. On the base of the recording, we can reconstruct the table of contents of Sanbeon-bang. By way of the contens, we can understand the purpose of "Sanbeon-bang". Besides, I can see a lot of qouotations of "Sanbeon-bang" in "Cheongeum-bang" and "Uisim-bang" are repeatedly quotated in "Oedaebiyo-bang". For that reason, I observed the bibliographical results of "Oedaebiyo-bang" in detail. "Uisim-bang" was compiled in 982 by the Japanese Niwayasyori(丹波綱賴). It followed the example of the structure of "Oedaebiyo-bang", refered to the contents of "Cheongeumyo-bang", collected chinese medical classic books spreaded in Japan. It contains medical documents of before Su-Dang(隋唐)-era, indicated the source of quotation. The importance of the book is summarization and preservation of large quantity of chinese medicine before 10th century. In this study, a lot of the quotation in "Uisim-bang" from "Sanbeon-bang" were not in "Oedaebiyo-bang".

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A Study on the Suppression and Punishment of International Terrorism (국제(國際)테러리즘의 억제(抑制)와 처벌(處罰)에 관한 연구(硏究) -중국민항기(中國民航機) 공중납치사건(空中拉致事件)을 중심(中心)으로-)

  • Yoh, Yeung-Moo
    • The Korean Journal of Air & Space Law and Policy
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    • v.1
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    • pp.87-123
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    • 1989
  • The purpose of this thesis is to do a research on suppression of peacetime international terrorism and penal system of terrorists by political and economic means. International terrorism means wanton killing, hostage taking, hijacking, extortion or torture committed or threatened to be comitted against the innocent civilian in peacetime for political motives or purposes provided that international element is involved therein. This research is limited to international terrorism of political purposes in peacetime, especially, hijacking of civil aircraft. Hijacking of civil aircraft include most of international terrorism element in its criminal act and is considered to be typical of international terrorism in view of multinationality of its crews, passengers and transnational borders involved in aircraft hijacking. Civil air transportation of today is a indispensable part of international substructure, as it help connect continuously social cultural and economic network of world community by dealing with massive and swift transportation of passengers and all kinds of goods. Current frequent hijacking of civil aircraft downgrade the safety and trust of air travel by mass slaughter of passengers and massdestruction of goods and endanger indispensable substructure of world community. Considering these facts, aircraft hijacking of today poses the most serious threat and impact on world community. Therefore, among other thing, legal, political, diplomatic and economic sanctions should be imposed on aircraft hijacking. To pursue an effective research on this thesis aircraft hijacking by six Chineses on 5th May, 1983, from mainland China to Seoul, Korea, is chosen as main theme and the Republic of Korea's legal, political and diplomatic dealing and settlement of this hijacking incident along with six hijackers is reviewed to find out legal, political diplomatic means of suppression and solution of international terrorism. Research is focused on Chinese aircraft hijacking, Korea-China diplomatic negotiation, Korea's legal diplomatic handling and settlement of Tak Chang In, mastermind of aircraft hijacking and responses and position of three countries, Korea, China and Taiwan to this case is thoroughly analyzed through reviewing such materials as news reportings and comments of local and international mass media, Korea-China Memorandum, statements of governments of Korea, China and Taiwan, verdicts of courts of Korea, prosecution papers and oral argument by the defendants and lawyers and three antiaircraft hijacking conventions of Hague, Tokyo and Montreal and all the other instruments of international treaties necessary for the research. By using above-mentioned first-hand meterials as yardsticks, legal and political character of Chinese aircraft hijacking is analyzed and reviewed and close cooperation among sovereign states based on spirit of solidarity and strict observance of international treaties such as Hague, Tokyo and Montreal Conventions is suggested as a solution and suppressive means of international terrorism. The most important and indispensable factor in combating terrorism is, not to speak, the decisive and constant resolution and all-out effort of every country and close cooperation among sovereign states based on "international law of cooperation."

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The Attitude on Introduction for Total Amount in Terrestrial Broadcasting Television: Comparison of Public and Professional Awareness (지상파 TV에 광고총량제 도입에 대한 태도: 일반인과 전문가 인식비교)

  • Jung, Jin-Tack
    • Journal of Digital Convergence
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    • v.13 no.1
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    • pp.205-213
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    • 2015
  • Era of multi-channel digital multimedia on the Internet, cable, satellite and IPTV and the growth of new media such as terrestrial broadcast advertising with the poor rating has also dropped sharply. In this situation, terrestrial TV suggesting the introduction for total amount system appearing comments. In this study, the introduction of these intermediate advertising the public and professional awareness about the issue by comparing the introduction for total amount advertising feasibility was done in the purpose. The results were as follows. First, Studies on terrestrial TV suggesting the introduction of total amount system and public opinion about the differences in perception between experts is high. Second, Both the public and professionals about the total amount system preferred application stage were in favor of gradual for/limited permit cross-media. Third, the general population was higher than the positive response from experts about the benefits of the total amount system. Finally, the general public about the disadvantages of the total amount system they were more positive response than the experts. The introduction for total amount system validity of these data for future total amouny system to provide a basis for enforcement is expected to give.

Factors Affecting the Satisfaction of Simulation Education about Emergency Delivery for Paramedic Students (응급구조학과 학생의 응급분만 시뮬레이션 교육 만족도 영향요인)

  • Baek, Mi-Lye
    • Fire Science and Engineering
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    • v.28 no.5
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    • pp.98-103
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    • 2014
  • This study investigated the confidence, satisfaction, and psychological safety and identified factors affecting the satisfaction of 41 paramedic students. Data, which consists of pre and post-confidence items on visual analogue scale, 21 satisfaction items and 10 psychological safety items was analyzed using SPSS WIN 21.0 program. After the simulation education, the students were told to write what they felt about the education. Then the students' comments, which were categorized as effectiveness and difficulty, were analyzed. Satisfaction of general characteristics showed a significant difference in age (t = -2.22, p = 0.03) and psychological safety of general characteristics showed a significant difference in gender (t = 3.70, p = 0.00) and age (t = -3.65, p = 0.00). Pre-confidence is low (4.37); however, post-confidence increased to 6.22. It showed a significant difference in pre and post-confidence (t = -5.878, p = 0.000). Satisfaction was correlated with psychological safety (r = 0.516, p = 0.001). The variables affecting satisfaction were psychological safety (t = 3.021, p = 0.005) and post-confidence (t = 1.936, p = 0.061). These variables accounted for 27.6% of the satisfaction according to a regression analysis. The simulation education may be the new effective paramedic education strategy of emergency childbirth. Repetitive simulation learning with further development of various scenarios, more education time, and more faculties will be able to train field compatible paramedics.

Types of Concept Figuration in Landscape Design based on Memory (기억에 기반한 조경설계의 개념 형상화 유형)

  • An, Seung-Hong
    • Journal of the Korean Institute of Landscape Architecture
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    • v.45 no.6
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    • pp.171-184
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    • 2017
  • The designers pursue the thoughtful and wide thinking through the accumulation of knowledge and cultivation of insights for making use of high-level design philosophy and language. The purpose of this study is to investigate characteristics of concept figuration types based on designer's 'memory' in landscape design. The results of this study are as follows. First, the design idea starts to be based on the language and image memory of the designer. The figuration types are composed of the verbal and visual view which are representative communication means. Second, the verbal concept figuration of landscape design consists of two types. The symbolic language of the title as a design theme can be a 'phrase', and it should have a hierarchial balance between the master and the sub. 'Descriptive shape of conceptual scenario' is a text that expresses the concept narratively in order that the reader virtually experiences designed landscapes. Third, visual concept figuration of landscape design is divided into three types. 'Simple visualization of a diagram' is easily embodied through a simple graphic using symbols, comments, images and key words. 'Concept sketch and shape of core idea' is useful to grasp the core of the idea such as physical element, form attribute of space and spatial relation at the initial phase of the concept. 'A collage and montage that create a new shape with a combination of images' are a collection of materials and images that provide a new perspective. These are tools to depict them in a compressed way after recording landscapes phenomenon.