• Title/Summary/Keyword: YAGO

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Construction of Korean Knowledge Base Based on Machine Learning from Wikipedia (위키백과로부터 기계학습 기반 한국어 지식베이스 구축)

  • Jeong, Seok-won;Choi, Maengsik;Kim, Harksoo
    • Journal of KIISE
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    • v.42 no.8
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    • pp.1065-1070
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    • 2015
  • The performance of many natural language processing applications depends on the knowledge base as a major resource. WordNet, YAGO, Cyc, and BabelNet have been extensively used as knowledge bases in English. In this paper, we propose a method to construct a YAGO-style knowledge base automatically for Korean (hereafter, K-YAGO) from Wikipedia and YAGO. The proposed system constructs an initial K-YAGO simply by matching YAGO to info-boxes in Wikipedia. Then, the initial K-YAGO is expanded through the use of a machine learning technique. Experiments with the initial K-YAGO shows that the proposed system has a precision of 0.9642. In the experiments with the expanded part of K-YAGO, an accuracy of 0.9468 was achieved with an average macro F1-measure of 0.7596.

Construction of K-YAGO Based on Machine Learning (기계학습 기반 K-YAGO 구축)

  • Jeong, Seokwon;Choi, Maengsik;Kim, Harksoo
    • Annual Conference on Human and Language Technology
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    • 2014.10a
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    • pp.161-163
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    • 2014
  • 자연어 처리를 이용한 다양한 응용 시스템에서 지식베이스는 중요한 요소이다. 지식베이스의 대표적인 예로 YAGO와 디비피디아 등이 있다. YAGO는 고성능의 지식베이스지만 한국어를 지원하지 않는다는 문제점이 있다. 그리고 디비피디아는 한국어를 지원하지만 트리플의 속성이 세분화되어 있어서 사용이 어렵다. 본 논문에서는 YAGO와 디비피디아의 트리플을 매칭하여 디비피디아 트리플의 속성을 YAGO에서 사용하는 관계명으로 변환하고 MEM을 이용해 매칭되지 않은 트리플의 속성을 자동으로 분류하는 시스템을 제안한다. 제안한 방식으로 실험한 결과 F1-Measure 79.04%의 성능을 보였다.

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Constructing a Large Interlinked Ontology Network for the Web of Data (데이터의 웹을 위한 상호연결된 대규모 온톨로지 네트워크 구축)

  • Kang, Sin-Jae
    • Journal of Korea Society of Industrial Information Systems
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    • v.15 no.1
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    • pp.15-23
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    • 2010
  • This paper presents a method of constructing a large interlinked ontology network for the Web of Data through the mapping among typical ontologies. When an ontology is open to the public, and more easily shared and used by people, its value is increased more and more. By linking CoreOnto, an IT core ontology constructed in Korea, to the worldwide ontology network, CoreOnto can be open to abroad and enhanced its usability. YAGO is an ontology constructed by combining category information of Wikipedia and taxonomy of WordNet, and used as the backbone of DBpedia, an ontology constructed by analyzing Wikipedia structure. So a mapping method is suggested by linking CoreOnto to YAGO and DBpedia through the synset of WordNet.

An Analysis of the Hydroelastic Response of Large Floating Structures in Oblique Waves (사파중에 놓인 거대 부유체의 응답에 대한 유탄성 해석)

  • In-H. Sim;Jae-D. Yoon;Hang-S. Choi
    • Journal of the Society of Naval Architects of Korea
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    • v.36 no.3
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    • pp.83-92
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    • 1999
  • In this paper, the fluid-structure interaction of large floating structures has been rigorously analyzed and the shear effect on the structural deformation has been investigated in oblique waves. A constant panel method(CPM) based on the Green function method is implemented for computing the hydrodynamic pressure, while a finite element method(FEM) is applied for the structural response based on the Mindlin plate theory with including shear deformation. In order to validate the method, we compared numerical results with experimental ones of Mega Float carried out by Yago & Endo in head waves. General behavior shows good agreement but the local displacement at the ends is slightly different. The numerical results show that the radiation pressure due to the fluid-structure interaction is locally larger than that of wave excitation and mooring devices greatly reduce the response. It is observed that the shear effects among the total deformation constitutes about 4% in the case of Mega Float in oblique waves.

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Growth and Heritability of Hinoki Cypress (Chamaecyparis obtusa) Families in Jeju (제주지역에 도입된 편백의 가계별 생장특성과 유전력 구명)

  • Choi, Hyung-Soon;Kang, Young-Je;Kim, In-Sik;Park, Young-Kyu;Ryu, Keun-Ok
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.14 no.4
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    • pp.236-245
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    • 2012
  • This research was performed to analyze growth performance and pattern of eighteen families of hinoki cypress (Chamaecyparis obtusa), which were imported in Jeju region. The growths of 'Yako-7', 'Muei-1', and 'Sangsong-9' families were superior to other families whereas those of 'Sanguen-3', 'Yago-6', and 'Hyena-2' families were poor. The height growth between age 9-year to 15-year was superior to those between other ages. No specific growth pattern was observed in the diameter at breast height (DBH) by ages. Family heritability of height, DBH, and volume were estimated at 0.68, 0.75, and 0.75, respectively. Pearson's correlation analysis showed that there was little juvenile-mature correlation in the growth of C. obtusa.

A Hydroelastic Response Analysis of a Very Large Floating Structure of Barge-Type in Waves (바아지식 초대형 부유 구조물의 유탄성 응답 해석)

  • Gu, Ja-Sam;Jo, Hyo-Je;Kim, Byeong-Hyeon;Lee, Chang-Ho
    • Journal of Ocean Engineering and Technology
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    • v.12 no.2 s.28
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    • pp.43-56
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    • 1998
  • A barge-type structure has been recently watched since The Floating Structures Association of Japan proposed the new concept as the most suitable one of floating airports. In this paper, the method, which is based on a combination of a three-dimensional source distribution method and the wave interaction theory is applied to very large floating structure of barge-type. The calculated results show good agreement with the experimental and calculated ones by Yago and remarkable characteristics concerning the hydroelastic behavior of the very large floating structure on the effects of hydrodynamic interactions and choice of body modelling.

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Incremental Ontology Building Using Open Information Extraction (무제한 정보 추출을 이용한 지식베이스 확장)

  • Kim, Byungsoo;Lee, Gary Geunbae
    • Annual Conference on Human and Language Technology
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    • 2014.10a
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    • pp.228-232
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    • 2014
  • 지식 베이스(Knowledge Base)는 주어진 질의 문에 대한 잠재적인 답과 답에 대한 단서가 될 수 있는 구조화된 형태의 정보를 포함하고 있기 때문에 질의응답 시스템에서 매우 중요하다. 하지만 비록 DBpedia, Freebase, YAGO 등과 같이 이용 가능한 여러 개의 지식 베이스가 존재함에도 불구하고 이러한 지식 베이스에 포함되어 있는 정보는 웹(Web)상에 존재하는 정보에 비하면 매우 제한적이다. 본 논문에서는 무제한 정보 추출 기술을 이용하여 정형화되지 않은 텍스트로부터 트리플(Triple)을 추출하고, 추출된 트리플의 각 개체 및 관계 어휘를 대상 온톨로지(Ontology) 상의 어휘에 사상시킴으로써 지식 베이스를 확장 시키는 방법을 제안한다. 이를 통하여 무제한 정보 추출 방법과 명확화(Disambiguation) 기술이 지식 베이스를 확장시키는데 어떻게 사용될 수 있고, 어떠한 요소가 전체 시스템의 주된 성능 저하를 일으키며 개선되어야 하는지 알아보도록 한다.

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Hydroelastic Response Analysis of Very Large Floating Structures Including the Hydrodynamic Forces due to Elastic Motions in Waves (탄성거동에 의한 유체력을 고려한 초대형 부유식 구조물의 유탄성응답 해석)

  • Kim, Chuel-Hyun;Lee, Chang-Ho;Lee, Seung-Chul;Goo, Ja-Sam
    • Journal of Ocean Engineering and Technology
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    • v.20 no.6 s.73
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    • pp.101-107
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    • 2006
  • Recently, with the increase in requirements for marine development, a marine urbanism is being visualized, with more and more huge-scale structures at the scope of the ocean space utilization. In particular, a pontoon-type structure has attracted attention, since The Floating Structures Association of Japan proposed a new concept as the most suitable one of floating airports. The Very Lage Floating Structure (VLFS) is considered a flexible structure, for a quite large length-to-breadth ratio and its geometrical flexibility. The main objective of this study is to makean exact and convenient prediction about the hydro-elastic response on very large offshore structures in waves. The numerical approach for the hydro-elastic responses is based on the combination of the three dimensional source distribution method and the dynamic response analysis method, which assumed a dividing pontoon type structure, as many rigid bodies connected elastic beam elements. The established hydo-elastic theory was applied to the radiation forces caused by motions of a whole structure, formulated using the global coordinate system, which has the origin at the center of the structure. However, in this paper, we took radiation forces, occurred by individual motions of floating bodies, into consideration. The calculated results show good agreement with the experimental and calculated results by Yago.

A New Salt-Tolerant Thermostable Cellulase from a Marine Bacillus sp. Strain

  • dos Santos, Yago Queiroz;de Veras, Bruno Oliveira;de Franca, Anderson Felipe Jacome;Gorlach-Lira, Krystyna;Velasques, Jannaina;Migliolo, Ludovico;dos Santos, Elizeu Antunes
    • Journal of Microbiology and Biotechnology
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    • v.28 no.7
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    • pp.1078-1085
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    • 2018
  • A salt-tolerant cellulase secreted by a marine Bacillus sp. SR22 strain with wide resistance to temperature and pH was purified and characterized. Its approximate mass was 37 kDa. The endoglucanase, named as Bc22Cel, was purified by ammonium sulfate precipitation, gel filtration chromatography, and extraction from the gel after non-reducing sodium dodecyl sufate-polyacrylamide gel electrophoresis. The optimal pH value and temperature of Bc22Cel were 6.5 and $60^{\circ}C$, respectively. The purified Bc22Cel showed a considerable halophilic property, being able to maintain more than 70% of residual activity even when pre-incubated with 1.5 M NaCl for 1 h. Kinetic analysis of the purified enzyme showed the $K_m$ and $V_{max}$ to be 0.704 mg/ml and $29.85{\mu}mol{\cdot}ml^{-1}{\cdot}min^{-1}$, respectively. Taken together, the present data indicate Bc22Cel as a potential and useful candidate for industrial applications, such as the bioconversion of sugarcane bagasse to its derivatives.

The Effect of Seed-borne Mycoflora from Sorghum and Foxtail Millet Seeds on Germination and Disease Transmission

  • Yago, Jonar I.;Roh, Jae-Hwan;Bae, Soon-Do;Yoon, Young-Nam;Kim, Hyun-Ju;Nam, Min-Hee
    • Mycobiology
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    • v.39 no.3
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    • pp.206-218
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    • 2011
  • The seed-borne mycoflora of sorghum and foxtail millet collected from different growing areas in South Korea were isolated and taxonomically identified using dry inspection, standard blotter and the agar plate method. We investigated the in vitro and in vitro germination rates of disinfected and non-disinfected seeds of sorghum and foxtail millet using sterilized and unsterilized soil. The percent recovery of seed-borne mycoflora from the seed components of sorghum and foxtail millet seeds was determined and an infection experiment using the dominant species was evaluated for seedling emergence and mortality. A higher number of seed-borne fungi was observed in sorghum compared to that of foxtail millet. Eighteen fungal genera with 34 fungal species were identified from the seeds of sorghum and 13 genera with 22 species were identified from the seeds of foxtail millet. Five dominant species such as Alternaria alternata, Aspergillus flavus, Curvularia lunata, Fusarium moniliforme and Phoma sp. were recorded as seed-borne mycoflora in sorghum and 4 dominant species (Alternaria alternata, Aspergillus flavus, Curvularia lunata, Fusarium moniliforme) were observed in foxtail millet. The in vitro and in vitro germination rates were higher using disinfected seeds and sterilized soil. More seed-borne fungi were recovered from the pericarp compared to the endosperm and seed embryo. The percent recovery of seed-borne fungi ranged from 2.22% to 60.0%, and Alternaria alternata, Curvularia lunata and 4 species of Fusarium were isolated from the endosperm and embryo of sorghum and foxtail millet. Inoculation of the dominant seed-borne fungi showed considerable mortality of seedlings. All the transmitted seed-borne fungi might well be a primary source of infection of sorghum and foxtail millet crops.