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A Study on Applicability of Machine Learning for Book Classification of Public Libraries: Focusing on Social Science and Arts (공공도서관 도서 분류를 위한 머신러닝 적용 가능성 연구 - 사회과학과 예술분야를 중심으로 -)

  • Kwak, Chul Wan
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.32 no.1
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    • pp.133-150
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    • 2021
  • The purpose of this study is to identify the applicability of machine learning targeting titles in the classification of books in public libraries. Data analysis was performed using Python's scikit-learn library through the Jupiter notebook of the Anaconda platform. KoNLPy analyzer and Okt class were used for Hangul morpheme analysis. The units of analysis were 2,000 title fields and KDC classification class numbers (300 and 600) extracted from the KORMARC records of public libraries. As a result of analyzing the data using six machine learning models, it showed a possibility of applying machine learning to book classification. Among the models used, the neural network model has the highest accuracy of title classification. The study suggested the need for improving the accuracy of title classification, the need for research on book titles, tokenization of titles, and stop words.

Method of Improving Personal Name Search in Academic Information Service

  • Han, Heejun;Lee, Seok-Hyoung
    • International Journal of Knowledge Content Development & Technology
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    • v.2 no.2
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    • pp.17-29
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    • 2012
  • All academic information on the web or elsewhere has its creator, that is, a subject who has created the information. The subject can be an individual, a group, or an institution, and can be a nation depending on the nature of the relevant information. Most information is composed of a title, an author, and contents. An essay which is under the academic information category has metadata including a title, an author, keyword, abstract, data about publication, place of publication, ISSN, and the like. A patent has metadata including the title, an applicant, an inventor, an attorney, IPC, number of application, and claims of the invention. Most web-based academic information services enable users to search the information by processing the meta-information. An important element is to search information by using the author field which corresponds to a personal name. This study suggests a method of efficient indexing and using the adjacent operation result ranking algorithm to which phrase search-based boosting elements are applied, and thus improving the accuracy of the search results of personal names. It also describes a method for providing the results of searching co-authors and related researchers in searching personal names. This method can be effectively applied to providing accurate and additional search results in the academic information services.

A Study on the Tendencies of the Motion Graphic Expressions in the Title sequence (타이틀 시퀀스에서 모션그래픽의 표현경향에 관한 연구)

  • Jung, Hee-Jin;Na, Jun-Ki
    • Proceedings of the Korea Contents Association Conference
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    • 2006.11a
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    • pp.195-199
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    • 2006
  • In the field of video design, motion graphics tends to be realized to deliver a certain message properly incorporating basic motion graphics components such as space, form of expression, and time, and has continued to be used as a powerful communication tool. Many cases proved that title sequences were produced as a result of combination of a variety of quick images and effects with appropriately chosen sounds to meet the demands of audience. This study indicated that motion graphics began to be widely used as a more powerful video communication tool for title sequences and also applied for M-NET, DMB, CABLE TV, IPTV, and others.

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Main Entry of Serials (축차간행물의 기본기입선정에 관한 연구)

  • 최달현
    • Journal of Korean Library and Information Science Society
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    • v.4
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    • pp.211-236
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    • 1977
  • Many have been concerned with the entry of serials in cataloging. Thouzh they believc the form of AACR 6 should be revised, the agreement was not yet reached among them. Whercas some librarians advocate no different entry in cataioging between monographs and serials, some agree that all serials are to be entered under its title. Main arguments are on the concepts of "corporate authorship" and "generic titlc". On account of disagreemefit on these concepts, there appear different ways 9T serials entry in various catalogs or bibliogaphies. Being not clearly defined the concept of "corporate authorship" in Korcan Cltaloging Rules, main cntry of a scrial was quite different either in a few national bibliographies or some universities' catalogs in T a e g ~C ity. In consideration 01 the incompleteness and changing authorship or diffused riuthorship of serials, it is desirable to revise and simplif1, - our czttaloging rules as to all the serials are to be entered under its titlc. This would be in ac.:ord +;ith International Stand~rdso n serials, eg. ISDS and ISBD(S). When a generic term is included in a title, it will not be sn important groblcm as the title mould be usi~ally made up in the form of "corporate name+gcncric term". This is duc to the difference of construction of thc words bciwcen Korean and English languages.ds bciwcen Korean and English languages.

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Method of Related Document Recommendation with Similarity and Weight of Keyword (키워드의 유사도와 가중치를 적용한 연관 문서 추천 방법)

  • Lim, Myung Jin;Kim, Jae Hyun;Shin, Ju Hyun
    • Journal of Korea Multimedia Society
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    • v.22 no.11
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    • pp.1313-1323
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    • 2019
  • With the development of the Internet and the increase of smart phones, various services considering user convenience are increasing, so that users can check news in real time anytime and anywhere. However, online news is categorized by media and category, and it provides only a few related search terms, making it difficult to find related news related to keywords. In order to solve this problem, we propose a method to recommend related documents more accurately by applying Doc2Vec similarity to the specific keywords of news articles and weighting the title and contents of news articles. We collect news articles from Naver politics category by web crawling in Java environment, preprocess them, extract topics using LDA modeling, and find similarities using Doc2Vec. To supplement Doc2Vec, we apply TF-IDF to obtain TC(Title Contents) weights for the title and contents of news articles. Then we combine Doc2Vec similarity and TC weight to generate TC weight-similarity and evaluate the similarity between words using PMI technique to confirm the keyword association.

FEDERAL DISABILITY LAW AND ITS IMPACT ON HEALTH CARE FOR PERSONS WITH DISABILITIES IN THE UNITED STATES (미국 연방 장애법과 동법이 장애인의 의료서비스에 미친 영향)

  • Song, Se-Jin
    • The Journal of Korea Assosiation for Disability and Oral Health
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    • v.2 no.1
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    • pp.17-30
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    • 2006
  • Federal disability law has evolved from several laws geared to protect people with disabilities since the late 1960s and early 1970s. When U.S. Congress passed the Americans with Disabilities Act (ADA) in 1990, no federal statute prohibited the majority of employers, program administrators, owners and managers of places of public accommodation and others from discriminating against people with disabilities. Toward the ends to assure equality of opportunity, full participation, independent living, and economic self-sufficiency for individuals with the disabilities, the ADA pursues three major strategies: Title I addresses inequality in employment, Title II, inequality in public services, and Title III, inequality in services and accommodations offered by private entities. The purposes of the study were to analyze the impact of the ADA on health care for persons with disabilities and to review the ongoing health policy reforms at the federal and state governments. Essential remedies that the ADA contemplates are based on two principles, simple discrimination and reasonable accommodation, which significantly improved access to quality care, especially long-term care, by persons with disabilities. However, the ongoing Medicaid policy reforms to control rising health care costs in the U.S. could threaten the access to care by persons with disabilities in optional groups and to optional care services by persons with disabilities in mandatory groups.

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Current Status of Transcultural Nursing Education in Nursing Baccalaureate Programs (간호학과 교과과정 내의 횡문화 간호 교육 현황)

  • Jang, Seon Mi;Kim, Jeongeun
    • The Journal of Korean Academic Society of Nursing Education
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    • v.24 no.2
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    • pp.181-189
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    • 2018
  • Purpose: This study presents the current status of transcultural nursing education in nursing baccalaureate programs. Methods: The nursing curricula from 185 out of 194 nursing colleges that received accreditation were collected and analyzed. Results: 109 (58.9%) nursing colleges offered 117 transcultural nursing-related courses. The courses were offered as elective (68.4%) as well as major (78.6%) courses. All courses were offered as a theoretical delivery class without any field experiences. The courses were offered mainly for sophomore (41.9%) and freshman students (33.3%), and most of them (79.5%) were two-credit courses. Instead of the term "transcultural nursing," "multicultural nursing" is mostly used in the title of courses. An inconsistency between the title of courses and their content was found. After analyzing the title of courses based on four nursing meta-paradigms, courses related to the environment were most common (41.9%). Conclusion: Transcultural nursing education has developed during the last decade. However, teaching methods and course content have not developed enough. Thus, a greater effort is needed to increase awareness of the importance of transcultural nursing education and to develop courses for it.

Reviews on the Concept of Effective Control in International Legal Cases and with Regard to Dokdo (국제판례상 실효적 지배의 개념과 독도에 관한 고찰)

  • Lee, Yong Hee
    • Ocean and Polar Research
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    • v.35 no.4
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    • pp.313-322
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    • 2013
  • The concept of effective control is a crucial element for the acquisition as well as maintenance of territorial title. The general meaning of the concept has been described as 'an intentional display of power and authority over the territory, by the exercise of jurisdiction and State functions, on a continuous and peaceful basis'. The concept has been developed through some significant international cases such as the Island of Palmas case (1928), Legal Status of Eastern Greenland (1933), Minquiers and Ecrehos case (1953), Burkina Faso/Mali case (1986) and Nicaragua/Colombia case (2012). In relation to Dokdo, the concept has an important bearing in regard to Korea's claims of territorial sovereignty over the island. This paper reviews the definition, components and ramifications of the effective control with regard to the acquisition and maintenance of territorial title through analyzing the relevant judgements of international courts and tribunals. Furthermore, it exams the legal ramifications of the current effective control on Dokdo and makes some suggestions for the strengthening of Korea's position on the island.

A Study on 『HaeHokByeonUi』 by Lee, ByungHa (이병하(李炳夏)의 『해혹변의(解惑辨疑)』 연구)

  • Park, Hun-pyeong
    • Journal of Korean Medical classics
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    • v.34 no.1
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    • pp.1-25
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    • 2021
  • Objectives : The purpose of this paper is to analyze the text of the 『HaeHokByeonUi(解惑辨疑)』 in detail and to collect information on its author, Lee, ByungHa. Methods : Family and life of Lee, ByungHa were reconstructed through genealogy and historical data published by the government. The contents and frequency of title items were analyzed. Results :1. The period of writing is estimated to be between 1827-1831. 2. At that time, there were one JeonUigam(典醫監)-bujigjang(副直長), and four medical officers who belonged to the Chijongcheong(治腫廳). 3. There was a total of 2434 title items, of which 472 items were overlaps. 4. The proportion of general vocabulary is higher than that of other vocabulary. 5. The overlapping title items are presumed to be important basic concepts within the medical text of that time. Conclusions : 『HaeHokByeonUi(解惑辨疑)』 was likely an introductory text to those preparing for the National Medical Examination of the 19th century. It provides useful basic medical vocabulary to learners of Korean Medicine even today.

Efficient Illegal Contents Detection and Attacker Profiling in Real Environments

  • Kim, Jin-gang;Lim, Sueng-bum;Lee, Tae-jin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.6
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    • pp.2115-2130
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    • 2022
  • With the development of over-the-top (OTT) services, the demand for content is increasing, and you can easily and conveniently acquire various content in the online environment. As a result, copyrighted content can be easily copied and distributed, resulting in serious copyright infringement. Some special forms of online service providers (OSP) use filtering-based technologies to protect copyrights, but illegal uploaders use methods that bypass traditional filters. Uploading with a title that bypasses the filter cannot use a similar search method to detect illegal content. In this paper, we propose a technique for profiling the Heavy Uploader by normalizing the bypassed content title and efficiently detecting illegal content. First, the word is extracted from the normalized title and converted into a bit-array to detect illegal works. This Bloom Filter method has a characteristic that there are false positives but no false negatives. The false positive rate has a trade-off relationship with processing performance. As the false positive rate increases, the processing performance increases, and when the false positive rate decreases, the processing performance increases. We increased the detection rate by directly comparing the word to the result of increasing the false positive rate of the Bloom Filter. The processing time was also as fast as when the false positive rate was increased. Afterwards, we create a function that includes information about overall piracy and identify clustering-based heavy uploaders. Analyze the behavior of heavy uploaders to find the first uploader and detect the source site.