• Title/Summary/Keyword: Science Books

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Deep Learning-based Stock Price Prediction Using Limit Order Books and News Headlines (호가창과 뉴스 헤드라인을 이용한 딥러닝 기반 주가 변동 예측 기법)

  • Ryoo, Euirim;Lee, Ki Yong;Chung, Yon Dohn
    • The Journal of Society for e-Business Studies
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    • v.27 no.1
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    • pp.63-79
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    • 2022
  • Recently, various studies have been conducted on stock price prediction using machine learning and deep learning techniques. Among these studies, the latest studies have attempted to predict stock prices using limit order books, which contain buy and sell order information of stocks. However, most of the studies using limit order books consider only the trend of limit order books over the most recent period of a specified length, and few studies consider both the medium and short term trends of limit order books. Therefore, in this paper, we propose a deep learning-based prediction model that predicts stock price more accurately by considering both the medium and short term trends of limit order books. Moreover, the proposed model considers news headlines during the same period to reflect the qualitative status of the company in the stock price prediction. The proposed model extracts the features of changes in limit order books with CNNs and the features of news headlines using Word2vec, and combines these information to predict whether a particular company's stock will rise or fall the next day. We conducted experiments to predict the daily stock price fluctuations of five stocks (Amazon, Apple, Facebook, Google, Tesla) with the proposed model using the real NASDAQ limit order book data and news headline data, and the proposed model improved the accuracy by up to 17.66%p and the average by 14.47%p on average. In addition, we conducted a simulated investment with the proposed model and earned a minimum of $492.46 and a maximum of $2,840.93 depending on the stock for 21 business days.

A Research on the Books Selected in 'One Book, One City' Community Reading Promotion Campaign in Korea (국내 '한 책, 한 도시' 독서운동의 선정책에 관한 연구)

  • Yoon, Cheong-Ok
    • Journal of Korean Library and Information Science Society
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    • v.53 no.2
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    • pp.165-188
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    • 2022
  • The purpose of this research is to document the current state of 'One Book, One City' community reading campaign (Hereafter called 'One Book' reading campaign), launched in 2003 in Korea, and the characteristics of the selected books. For this research, the homepages, news and reports of a total of 1,170 public libraries and their local government, and several major institutions and organizations related to reading and culture were analyzed with the research method of content analysis and literature review. Also, online catalogs of the National Library of Korea and the National Library for Children and Young Adults were examined to identify the characteristics of 729 titles and 1,179 volumes of books selected in 57 'One Book' programs, as of 2021. The analysis of 57 'One Book' programs and those selected books shows the selection of more than one books in different age groups in more and more 'One Book' programs, lack of consistency in themes of those selected books, and preference for young adult books, new publications and bestselling novels. This trend has weakened individual 'One Book' programs' concentration on one book or one subject, but helped invite a diverse group of people with various interests. More in-depth analysis and explanation of the process of book selection and its appropriateness with the stated goals of 'One Book' programs are needed.

The Analysis of Educational Effect of The Horticultural Picture Books Focused on B.S. Bloom's Taxonomy of Educational Objectives (블룸(B.S. Bloom)의 교육목표에 따른 원예그림동화책과 교육적 효과분석)

  • Kwack, Hye Ran;Kim, Sun Ah
    • Journal of the Korean Society of Floral Art and Design
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    • no.41
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    • pp.155-169
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    • 2019
  • This study aims at analyzing educational effects of the horticultural picture books, which are depending on B.S. Bloom's taxonomy of educational objectives. After collecting various horticulture-related picture books, this study classified them by the B.S bloom's educational taxonomy. There were objectives of the cognitive domain, objectives of the affective domain, psychomotor domain in plants and gardening activities. And the cognitive domain, affective domain, psychomotor domain subdivided into the sub-region can learn from the horticulture picture books to teach the unique characteristics could be found. To know the teachers' perceptions of the effectiveness of using picture books in the horticulture class, questionnaire were analyzed from the survey. As a result, by Bloom's educational taxonomy area they preferred children's books. Teacher think that fairy tale books promote the interest of the children and have the advantage of fostering creativity. In addition, an easy point to get in school, lack of hours in the effective education to help horticulture that was expected. The cognitions of most effective storytelling method of horticulture picture book was story immersion. And the effective activity after reading picture book was drawing picture. Also, the most effective teaching materials was a real-life picture.

A Study of the Books Printed with a Newly Found Font, Tentatively Named "Muin-ja" (세조조(世祖朝) 신주(新鑄)의 '무인자(戊寅字)'와 그 간본(刊本) -주(主)로 그 주자(鑄字)의 고증(考證)을 중심(中心)으로-)

  • Chon, Hye-Bong
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.2 no.1
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    • pp.102-131
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    • 1974
  • The author's thesis is that the types used for the large-sized characters seen in the two metal type-printed books "Kyosik chubopop karyong"(交食推步法假令) and "Yok-hak kemong yohae"(易學啓蒙要解) both printed in 1458 belong to a new metal font hitherto unnamed. The former book was compiled by Yi Sun-ji(李純之) and Kim Sok-je(金石梯) in January of 1458 in accordance to King Sejo's order. A new font was created to be used for the large-sized characters of the book. Several. months after completion of the compilation, the book was printed with mixed use of the new font and the Kabin-ja(甲寅字) for medium- and small-sized characters. The latter book had been written by King Sejo before his accession to the throne. Ascending the throne the king had his scholar-subjects examine the writing to correct it where necessary. The examination was completed in July of 1458 and printing was immediately done with the two fonts the above-mentioned, new font for the large-sized letters and the Kabin-ja for the medium- and small-sized ones. The books were granted to the scholar-subjects and the students of the Sung Kyun Kwan Academy as a royal gift. The matrix seems to have been modeled after the calligraphy of King Sejo. Because the new font was created to print the large-sized letters of the two books in 1458, it may be proper to name it "Muin-ja" using the "kanji"(干支) of the year. The author is happy to identify and include another font in the list of Korean movable types as a result of the present study.

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A Study of Seo-po in the opening Period of Korea (한국 개화기의 서포에 관한 연구)

  • Kim Bong-Hee
    • Journal of the Korean Society for Library and Information Science
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    • v.27
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    • pp.99-124
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    • 1994
  • This study examines the establishment of Sea-po (서포) in the opening period of Korea at the end of the 19th century. The role they played, the particular situations and their geographical characteristics are researched, The earliest sea-po was Koh-je-hong sea-po, which was established in Tae­kwang-kyo at the end of 1880s. Around 1905, a specialised book distribution system was set up with establishement of Chu-han-yung book store, Kim-sang-man book store, Jesuit book store, Tae-dong su-si, Kae-myung sea-kwan, Tong-wha seo-kwan. The owners of the seo-pos were pioneers in introducing modern culture with nationalistic consciousness, although they were primarily businessmen and their social origins varied. The primary role of seo-pos was selling a variety of books but some combined printing and publication of books as well. It seems that publication business took roots around 1908, though it is difficult to know the accurate dates of first attempts. Some sea-pas offered book rental services for poor people who could not easily afford to purchase books. A certain amount of deposit had to be paid to benefit from the services. Jesuit Bookstore in Pyungyang had a library facility with a large stock or books in the same building open to public for free. These sea-pas started mainly in Seoul and Pyungyang, which were traditional centers for economic and cultural affairs. Early introduction of foreign cultures and commercial developments in these areas contributed to the establishment of sea-pos. The sea-po which took charge of book distribution in the provinces was set up around 1906. One of the important findings of this study is that the geographical distribution of sea-po shows the following three characteristics. First is that the area such as Seoul, Taegu and Chunju were the traditional centers of publishing culture from which Pang­gak-bon(방각본) emerged. Second characteristic is Pyungyang and the surrounding Pyungbuk province, and harbors like Inchon and Pusan, which had the benefits of early spread of modem cultures. Third characteristic is Kaesung and the surrounding Hwanghae province which bridged Pyungyang and Seoul. The reception of foreign cultures stimulated the commercial spirits traditionally attributed to Kaesung to establish sea-pas most actively.

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A Study on the Publishing Culture of Chonnam Region in the Later Period of the Chosun Dynasty (조선 후기 전남지역의 출판문화에 관한 연구)

  • Ahn, Hyeonju
    • Journal of Korean Library and Information Science Society
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    • v.43 no.3
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    • pp.407-432
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    • 2012
  • This study is carried out to investigate the pubishing culture in Chonnam province during the latter half of Chosun Dynasty. The subjects, dates, and places of publication are analyzed from the books which have been found in the publication records and the catalog of woodblocks. Right after the war, Samryakjikhae and Sohakjipsul were published at Jukchunseodang, Bosung area. Anthologies were published dominantly through the whole period. Naju was the center of publication in 17 & the first half term 18 centuries and then moved to Jangwheung area. In this period, publication of genealogical records, biographies, anthologies, geography books had been increasing vastly. From the 19 century, most books were published by using the wooden type. The wooden type was used because the contents of books were for the limited number of publication. The most active publication happened at the end of 19th century. Significance of Confucian literature, collective anthologies, medical science, and confucious classics decreased in the latter half.

A Note on the 'Story Corners' in Third Grade Mathematics Practice Activity Books (초등학교 3학년 수학 익힘책에 제시된 '이야기 마당'에 대한 고찰)

  • Paek, Dae Hyun;Yi, Jinhee
    • School Mathematics
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    • v.14 no.4
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    • pp.553-564
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    • 2012
  • Story corners in elementary school mathematics practice activity books are newly given for students not only to have interests in mathematics, but to solve story problems related to already learned mathematical contents. In this study, we investigate the story corners in third grade mathematics practice activity books to analyze the contents according to their utilizations. We also suggest their implications. Based on our analysis, we have the following results. First, there are cases where the contents of the story are not related to the corresponding learning contents. Second, there are cases where some the contents or the posed problems related to the story are hard to be understood by students. Third, there are cases where the posed problems are not related to the corresponding learning contents.

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The Study about GyoJungEuiSeoGook of Song Dynasty -On the basis of viewpoint in building the foundation of scientific research- (송대(宋代) 교정의서국(校定醫書局)에 대한 고찰 -학문연구의 근거 구축의 관점을 중심으로-)

  • Wang, So-Young;Choi, Whan-Soo;Kim, Yong-Jin
    • The Journal of Korean Medical History
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    • v.16 no.1
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    • pp.137-160
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    • 2003
  • The GyoJungEuiSeoGook(校定醫書局, the bureau for revising of medical books) which was established in the 2nd year of InJong GaWoou of Song dynasty, made comparative analyzation about various kinds of publication and reference materials of all classical medical books that was published until Jin Han and Su Dang dynasty, revised the medical books like as Bozushinnongboncho(補注神農本草), Zungkwangbozuhwangjenegyungsomun(重廣補注黃帝內經素問), Shanghanlon(傷寒論), Bigupchunggumyobang (備急千金要方), Magkyung(脈經), Oedaebiyo(外臺備要), Hwangjechimgugapeulgyung(黃帝鍼灸甲乙經), Cchunggumikbang(千金翼方) etc. The signification of such revision was not only to preserve the materials which may be lost before, bibliographically and also make the books of Hwangjenegyung(黃帝內經), Shanghanlon(傷寒論) etc. become more regularly. And it made the foundation of Korean Medical research depends on the documentary records so as to make it have big development by deductive method till the beginning of modern age. The success of GyoJungEuiSeoGook(校定醫書局) indicates that the stagnation of Korean Medical research due to it's behind with the development of politics-economy, social culture and scientific technology which based on western scientific culture. So we may draw the conclusion that the success of scientific research needs to parallel with the external and internal factors of the surrounding science.

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The Study about GyoJungEuiSeoGuk of Song Dynasty - On the basis of viewpoint in building the foundation of scientific research - (송대 교정의서국(校定醫書局)에 대한 고찰 -학문연구의 근거 구축의 관점을 중심으로-)

  • 왕소영;최환수;김용진
    • The Journal of Korean Medicine
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    • v.25 no.1
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    • pp.96-110
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    • 2004
  • The GyoJungEuiSeoGuk(교정의서국, the bureau for revising of medical books) which was established in the 2nd year of InJong GaWoou of Song dynasty, made comparative analyzation about various kinds of publication and reference materials of all classical medical books that was published until Jin Han and Su Dang dynasty, revised the medical books like as Bozushinnongboncho(보주신농본초), Zungkwangbojuhwangjenegyungsomun(중황보주황제내경소문), Shanghanlon(상한론), Bigupchunggumyobang (비급천금요방), Magkyung (맥경), Hwangjechimgugapeulgyung(황제침구갑을경), Oedaebiyo (외대비요), Chunggumikbang(천금익방) etc. The signification of such revision was not only to preserve the materials which may be lost before, bibliographically and also make the books of Hwangjenegyung(황제내경), Shanghanlon(상한론) etc. become more regularly. And it made the foundation of Korean Medical research depends on the documentary records so as to make it have big development by deductive method till the beginning of modem age. The success of GyoJungEuiSeoGuk indicates that the stagnation of Korean Medical research due to $it^{circ}{\Phi}s$ behind with the development of politics-economy, social culture and scientific technology which based on western scientific culture. So we may draw the conclusion that the success of scientific research needs to parallel with the external and internal factors of the surrounding science.

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A Mutual Reaction Between The Compilatory Course of 『Euibangyoochui』 and Other Medical Books in First Term of Chosun (『의방유취(醫方類聚)』의 편찬(編纂)과 조선전기(朝鮮前期) 의서(醫書))

  • Ahn, Sang-Woo
    • The Journal of Korean Medical History
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    • v.14 no.2
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    • pp.59-82
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    • 2001
  • The book, "Euibangyoochui醫方類聚"(A.D. 1445) is called the treasure-house of the knowledge of medical science, due to the 50,000 prescriptions and an enormous amount of medical information that it contains. But in spite of the importance of this book, a convenient and efficient method to use the information in this book isn't developed yet and as a result the use of this book in a low state. Therefore before than anything else, there is necessity to establish the database on "Euibangyoochui". Before the establishment of database on "Euibangyoochui", there are basic works that should be preceded as follows; like the correction through investigating and comparing between the texts that are related with "Euibangyoochui", interpretation, proofread and translation to Korean of the original. And also bibliographical research on "Euibangyoochui". The compilatory course and transmissional system of the medical books in first term of Chosun(朝鮮) was able to apprehend through the bibliographical research about "Euibangyoochui". Also, many emergency medical books and books about the prevention of the infectious diseases mostly based on "Euibangyoochui" were wrote and put to practical use. And this fact, tells us that the compilation of "Euibangyoochui" was supported by the government of Chosun as means to accumulate the medical knowledge.

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