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Ontology Selection Ranking Model based on Semantic Similarity Approach (의미적 유사성에 기반한 온톨로지 선택 랭킹 모델)

  • Oh, Sun-Ju;Ahn, Joong-Ho;Park, Jin-Soo
    • The Journal of Society for e-Business Studies
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    • v.14 no.2
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    • pp.95-116
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    • 2009
  • Ontologies have provided supports in integrating heterogeneous and distributed information. More and more ontologies and tools have been developed in various domains. However, building ontologies requires much time and effort. Therefore, ontologies need to be shared and reused among users. Specifically, finding the desired ontology from an ontology repository will benefit users. In the past, most of the studies on retrieving and ranking ontologies have mainly focused on lexical level supports. In those cases, it is impossible to find an ontology that includes concepts that users want to use at the semantic level. Most ontology libraries and ontology search engines have not provided semantic matching capability. Retrieving an ontology that users want to use requires a new ontology selection and ranking mechanism based on semantic similarity matching. We propose an ontology selection and ranking model consisting of selection criteria and metrics which are enhanced in semantic matching capabilities. The model we propose presents two novel features different from the previous research models. First, it enhances the ontology selection and ranking method practically and effectively by enabling semantic matching of taxonomy or relational linkage between concepts. Second, it identifies what measures should be used to rank ontologies in the given context and what weight should be assigned to each selection measure.

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Nucleotide Sequence of Coat Protein Gene of Kyuri Green Mottle Mosaic Virus Isolated from Zucchini

  • Lee, Su-Heon;Lee, Young-Gyu;Park, Jin-Woo;Park, Hong-Soo;Kim, Yeong-Tae;Cheon, Jeong-Uk;Lee, Key-Woon
    • The Plant Pathology Journal
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    • v.16 no.2
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    • pp.118-124
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    • 2000
  • The coat protein (CP) gene of kyuri green mottle mosaic virus zucchini strain (KGMMV-Z) isolated from zucchini (Cucurbita pepo) in Chonfu, Korea in 1999 was sequenced by the reverse transcription and polymerase chain reaction with degenerate and generate primers originated from tobamoviruses. The degenerate primers were very effective in amplification of KGMMV-Z CP region. The KGMMV-Z CP gene consisted of 486 nucleotides and had the same nucleotide length compared with those of cucurbit-infecting tobamoviruses. KGMMV-Z CP gene shared 43.8, 44.2, and 44.4% nucleotide sequence similarity with the CP gene of cucumber green mottle mosaic virus watermelon strain (CGMMZ-W), CGMMV-KW1, and CGMMV-SH, respectively, whereas three CGMMV strains among themselves showed 98.6-99.6% nucleotide similarity. The deduced amino acids of KGMMV-Z CP gene were 161 amino acid residues with the molecular weight of 17,181 daltons. The first 24 codons of KGMMV-Z CP gene corresponded to the sequences of the N-terminal amino acid of the viral capsid protein. The amino acid sequences of KGMMV-Z CP had 45.3% similarity compared with those of three CGMMV strains. However, the amino acid sequences of CGMMV strains were identical. These results showed that two cucurbit-infecting tobamovirus members, KGMMV-Z and CGMMV were genetically distantly related.

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Design and Implementation of personalized recommendation system using Case-based Reasoning Technique (사례기반추론 기법을 이용한 개인화된 추천시스템 설계 및 구현)

  • Kim, Young-Ji;Mun, Hyeon-Jeong;Ok, Soo-Ho;Woo, Yong-Tae
    • The KIPS Transactions:PartD
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    • v.9D no.6
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    • pp.1009-1016
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    • 2002
  • We design and implement a new case-based recommender system using implicit rating information for a digital content site. Our system consists of the User Profile Generation module, the Similarity Evaluation and Recommendation module, and the Personalized Mailing module. In the User Profile Generation Module, we define intra-attribute and inter-attribute weight deriver from own's past interests of a user stored in the access logs to extract individual preferences for a content. A new similarity function is presented in the Similarity Evaluation and Recommendation Module to estimate similarities between new items set and the user profile. The Personalized Mailing Module sends individual recommended mails that are transformed into platform-independent XML document format to users. To verify the efficiency of our system, we have performed experimental comparisons between the proposed model and the collaborative filtering technique by mean absolute error (MAE) and receiver operating characteristic (ROC) values. The results show that the proposed model is more efficient than the traditional collaborative filtering technique.

The Sentence Similarity Measure Using Deep-Learning and Char2Vec (딥러닝과 Char2Vec을 이용한 문장 유사도 판별)

  • Lim, Geun-Young;Cho, Young-Bok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.10
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    • pp.1300-1306
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    • 2018
  • The purpose of this study is to see possibility of Char2Vec as alternative of Word2Vec that most famous word embedding model in Sentence Similarity Measure Problem by Deep-Learning. In experiment, we used the Siamese Ma-LSTM recurrent neural network architecture for measure similarity two random sentences. Siamese Ma-LSTM model was implemented with tensorflow. We train each model with 200 epoch on gpu environment and it took about 20 hours. Then we compared Word2Vec based model training result with Char2Vec based model training result. as a result, model of based with Char2Vec that initialized random weight record 75.1% validation dataset accuracy and model of based with Word2Vec that pretrained with 3 million words and phrase record 71.6% validation dataset accuracy. so Char2Vec is suitable alternate of Word2Vec to optimize high system memory requirements problem.

Genomics Approach to Identify the Cause of the Missing Omega-5 Gliadin Protein in O-Free Wheat

  • Lee, Yun Gyeong;Choi, Sang Chul;Kang, Yuna;Kang, Chon-Sik;Kim, Changsoo
    • Plant Breeding and Biotechnology
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    • v.6 no.4
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    • pp.413-425
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    • 2018
  • A previous work developed and identified a new omega-5 gliadin deficient wheat line named O-free by crossing Keumkang and Olgeuru, which is nutritionally quite meaningful in that omega-5 gliadin is one of the known wheat allergens. To verify the characteristics of the O-free, we performed RNA sequencing (RNAseq) analysis of the O-free and the two parent lines (Keumkang and Olgeuru). The results of the similarity analysis with the ESTs for gliadins and glutenins showed that the O-free ESTs had no similarity with the omega-5 gliadin sequences but had similarity to other gliadins and glutenins. Furthermore, mapping results between the raw RNAseq data from the O-free and the omega-5 gliadin sequence showed a clear deletion of the N-terminal sequences which are an important signature of omega-5 gliadin. We also designed specific PCR primers that could identify omega-5 gliadin in the genomic DNA. The results showed that no omega-5 gliadin fragments were detected in the O-free. According to these results, we confirmed that the deficiency of omega-5 gliadin in the O-free is not caused by post-transcriptional or post-translational regulations such as epigenetic phenomena but by a simple deletion in the chromosome. Furthermore, we showed that the low-molecular weight glutenin subunit (LMW-GS) gene in the O-free had a single nucleotide polymorphism (SNP) causing a premature stop codon, resulting in a truncated polypeptide. We expect that the O-free line may serve as an excellent source of wheat that could prevail in the hypo-allergen wheat market, which has recently gained interest world-wide.

Assessment of water use vulnerability in the unit watersheds using TOPSIS approach with subjective and objective weights (주관적·객관적 가중치를 활용한 TOPSIS 기반 단위유역별 물이용 취약성 평가)

  • Park, Hye Sun;Kim, Jeong Bin;Um, Myoung-Jin;Kim, Yeonjoo
    • Journal of Korea Water Resources Association
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    • v.49 no.8
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    • pp.685-692
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    • 2016
  • This study aimed to develop the indicator-based approach to assess water use vulnerability in watersheds and applied to the unit watershed within the Han River watershed. Vulnerability indices were comprised of three sub-components (exposure, sensitivity, adaptive capacity) with respect to water use. The indicators were made up of 16 water use indicators. Then we estimated vulnerability indices using the Technique for Order of Preference by Similarity to Ideal Solution approach (TOPSIS). We collected environmental and socio-economic data from national statistics database, and used them for simulated results by the Soil and Water Assessment Tool (SWAT) model. For estimating the weighted values for each indicator, expert surveys for subjective weight and data-based Shannon's entropy method for objective weight were utilized. With comparing the vulnerability ranks and analyzing rank correlation between two methods, we evaluated the vulnerabilities for the Han River watershed. For water use, vulnerable watersheds showed high water use and the water leakage ratio. The indices from both weighting methods showed similar spatial distribution in general. Such results suggests that the approach to consider different weighting methods would be important for reliably assessing the water use vulnerability in watersheds.

Characteristics of Fish Communities and Length-weight Relationships of Dominant Species (Zacco platypus) in Seomjin River (섬진강 수계 어류군집 특성과 우점종 피라미(Zacco platypus)의 전장 - 체중 관계 분석)

  • Lee, Sun Ho;Kim, Hyo Gyeom;Jo, Hyunbin;Kwak, Ihn-Sil
    • Korean Journal of Ecology and Environment
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    • v.54 no.1
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    • pp.12-23
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    • 2021
  • As fish communities are sensitive to natural environmental changes as well as anthropogenic pressures, their composition and characteristics help us to assess the aquatic ecosystem health. The fish fauna and the length-weight relationship of Zacco platypus in the Seomjin River system were investigated from July 2018 to May 2019. The collected species during the survey period were 49 species belong to 14 families including 19 Korean endemic and two endangered species. According to Bray-Curtis similarities, 14 sites were divided into four groups based on the fish community composition; two groups(group A, B) and two uncategorized sites(group C, D). There were significant differences between groups A and B(analysis of similarities, R=0.722, p=0.002). A similarity percentage analysis revealed that Z. koreanus(8.55%), Micropterus salmoides(6.90%), and Lepomis macrochirus (4.90%) contributed to these differences of fish assemblages between group A and B. Group A showed higher relative abundances of exotic species such as M. salmoides and L. macrochirus, while Z. platypus and Z. koreanus which are the common species in Korea, were the most dominant species in group B. Based on the length-weight relationship of Z. platypus, b values were varied from 2.82 to 3.80, indicating that growth patterns of the species were spatially different. This study could be served as baseline data for understanding fish fauna, assessing habitat characteristics based on the fauna, and identifying health conditions of Z. platypus in the Seomjin River system.

A Design of Customized Market Analysis Scheme Using SVM and Collaboration Filtering Scheme (SVM과 협업적 필터링 기법을 이용한 소비자 맞춤형 시장 분석 기법 설계)

  • Jeong, Eun-Hee;Lee, Byung-Kwan
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.9 no.6
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    • pp.609-616
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    • 2016
  • This paper is proposed a customized market analysis method using SVM and collaborative filtering. The proposed customized market analysis scheme is consists of DC(Data Classification) module, ICF(Improved Collaborative Filtering) module, and CMA(Customized Market Analysis) module. DC module classifies the characteristics of on-line and off-line shopping mall and traditional markets into price, quality, and quantity using SVM. ICF module calculates the similarity by adding age weight and job weight, and generates network using the similarity of purchased item each users, and makes a recommendation list of neighbor nodes. And CMA module provides the result of customized market analysis using the data classification result of DC module and the recommendation list of ICF module. As a result of comparing the proposed customized recommendation list with the existing user based recommendation list, the case of recommendation list using the existing collaborative filtering scheme, precision is 0.53, recall is 0.56, and F-measure is 0.57. But the case of proposed customized recommendation list, precision is 0.78, recall is 0.85, and F-measure is 0.81. That is, the proposed customized recommendation list shows more precision.

TOPSIS-Based Multi-Objective Shape Optimization for a CRT Funnel (TOPSIS 를 적용한 CRT 후면유리의 다중목적 형상최적설계)

  • Lee, Kwang-Ki;Han, Jeong-Woo;Han, Seung-Ho
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.35 no.7
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    • pp.729-736
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    • 2011
  • The technique for order preference by similarity to ideal solution (TOPSIS) is regarded as a classical method of multiple attribute decision making (MADM), often used to solve various decision-making or selection problems. It is based on the concept that the chosen alternative should have the shortest distance from the positive ideal solution and the farthest distance from the negative ideal solution. The TOPSIS can be applied to a design process for carrying out multi-objective shape optimization wherein the best and worst alternatives are to be decided. In this paper, multi-objective shape optimization using the TOPSIS and Rational Bezier curve was applied to the funnel of a cathode-ray tube (CRT). In order to minimize the weight and first principal stress, a new multi-objective shape optimization methodology is proposed, wherein the relative-closeness coefficients of the TOPSIS are defined as the performance indices of a multi-objective function and evaluated by response surface models. This methodology enables the designer to decide on the best solution from a number of design specification groups by examining the various conflicts between the weight and the first principal stress.

A Comparative Study on the Export Similarity Index (ESI) and Trade Competitiveness Index (TCI) of Korean Construction Machinery with China and the U.S.A (한국 건설기계의 수출유사성지수(ESI) 및 무역경쟁력지수(TCI) 연구 - 중국 및 미국과의 비교 분석을 중심으로 -)

  • Lee, Gyuseong;Li, Xiang;Shim, Sangryul
    • Korean Journal of Construction Engineering and Management
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    • v.23 no.2
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    • pp.16-23
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    • 2022
  • This study examined the trend of international competitiveness over the past 10 years (2011-2020), focusing on comparative analysis with China and the United States, targeting seven major export items of Korean construction machinery based on 6 units of HS code. To this end, the export similarity index and trade competitiveness index were calculated and analyzed using UN Comtrade and Korea International Trade Association trade statistics. As a result of the analysis, competition between Korea and China has intensified over the past decade, and competition with the United States has remained at a certain level. Korean forklifts (8427.20) are exporting to the world with strong competitiveness in the global market. Excavators (8429.52) and loaders (8429.51), which have the largest export share of Korean construction machinery, have a weight advantage, but they are exporting due to price inferiority. The rest of the items were found to be inferior in price and weight, and were not competitive in the global market. These analysis results suggest the following implications. First, it is necessary to strengthen efforts to expand exports of universal construction machinery items, which are expected to increase in demand in the future, by boosting the economy and expanding infrastructure investment in accordance with eco-friendly policies. Second, excavators, which have been shown to have a quality advantage and a price competitive advantage, need to further strengthen export marketing activities not only in China and the United States but also in emerging developing countries.