• Title/Summary/Keyword: Metadata Model

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A Study on Recognition of Citation Metadata using Bidirectional GRU-CRF Model based on Pre-trained Language Model (사전학습 된 언어 모델 기반의 양방향 게이트 순환 유닛 모델과 조건부 랜덤 필드 모델을 이용한 참고문헌 메타데이터 인식 연구)

  • Ji, Seon-yeong;Choi, Sung-pil
    • Journal of the Korean Society for information Management
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    • v.38 no.1
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    • pp.221-242
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    • 2021
  • This study applied reference metadata recognition using bidirectional GRU-CRF model based on pre-trained language model. The experimental group consists of 161,315 references extracted by 53,562 academic documents in PDF format collected from 40 journals published in 2018 based on rules. In order to construct an experiment set. This study was conducted to automatically extract the references from academic literature in PDF format. Through this study, the language model with the highest performance was identified, and additional experiments were conducted on the model to compare the recognition performance according to the size of the training set. Finally, the performance of each metadata was confirmed.

A Study on Designing Metadata with Resource Description Framework for Internet Resources (RDF기반 인터넷 자원 메타데이터 설계에 관한 연구)

  • 조윤희;이두영
    • Journal of the Korean Society for information Management
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    • v.17 no.3
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    • pp.147-170
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    • 2000
  • RDF treats all resources independently, that's integrated description model for internet resources description, that provides the model to connect resources that related with the specific resources. This article performs theoretical review of RDF model and syntax specification and RDF schema specification that's a common rule of semanics, structure and syntax those provides search and access in the area of dispersed information environment of internet and Dublin Core that's description element for build metadata. And with this way it's materialized metadata design, schema, DTD of Dublin Core element for building RDF-based metadata that is XML application.

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OWL Storage Model to Support Efficient Ontology Reasoning Query (효율적인 온톨로지 추론 질의를 지원하는 OWL 저장 모델)

  • Kim, Youn Hee;Lee, Ae Jung
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.7 no.3
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    • pp.25-35
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    • 2011
  • In the Semantic Web, storage models are required to efficiently store and retrieve metadata and ontology represented using OWL that can provide expressive power and reasoning support. In this paper, we propose an OWL storage model that can store and retrieve many restrictions and semantic relations defined on ontology with metadata. In addition, we propose some methods and rules to improve query processing efficiency of the proposed storage model. The proposed storage model can store and process large amounts of ontology and metadata because it consists of tables based on the relational database. And the proposed model can quickly provide more accurate results to users because of performing two different types of ontology reasoning and using the prime number labeling scheme to easily identify hierarchy relationships between classes or properties. The comparative evaluation results show that our storage model provides better performance than the existing storage model.

Study on Design of Protest Song Metadata based on OAIS Reference Model (OAIS 참조모형 기반 민중가요 메타데이터 설계에 관한 연구)

  • Kang, Minjeong;Chang, Wookwon
    • Journal of Korean Society of Archives and Records Management
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    • v.21 no.1
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    • pp.211-230
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    • 2021
  • This study aims to design folk song metadata based on the OAIS reference model for the folk songs' preservation and permanent use. Thus, the folk songs' general characteristics were investigated by researching literature and related technical standards. The type of records, the methods and standards for long-term storage of records, OAIS reference models, and each package's metadata elements were identified through opinions from the popular songs' creators and researchers. The results awere that first, folk songs were created for social transformation, serving as a cultural heritage different from popular songs given their noncommercial quality. Second, the types of folk song records were identified, and the long-term preservation system suitable for the types of records was based on the OAIS reference model. Third, the metadata were edited, and the OIS reference model was applied such that respect was given to the folk songs' characteristics, context, and original order. Fourth and last, information package metadata elements matching the folk songs' records were derived and applied to the representative Korean folk song, "The March for Being."

A Study on Preservation Metadata for Long Term Preservation of Electronic Records (전자기록의 장기적 보존을 위한 보존메타데이터 요소 분석)

  • Lee, Kyung-Nam
    • The Korean Journal of Archival Studies
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    • no.14
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    • pp.191-240
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    • 2006
  • For long-term preservation of electronic records, the information on the whole processes of management from the time of creation of the electronic information should be captured and managed together. Such information is supported by preservation metadata thus the implementation of preservation metadata is important for preservation of electronic records maintaining the record-ness. Preservation metadata is the information that supports the process of digital preservation and functions th maintain long-term viability, renderability, understandability, authenticity and identity of digital resources. Preservation metadata should be developed applying the international standard Reference Model for an Open Archival Information System(OAIS) to have international interoperability for exchange and reuse. Initial international preservation metadata schemas were developed standardizing the OAIS Reference Model. But the preservation metadata schema of Victorian Electronic Records Strategy(VERS) and recently published Data Dictionary of PREMIS Working Group were developed in advanced types that are different from the existing framework. Those were advanced th practical ones from conceptual one. Comparing these two cases, proposed the elements of integral preservation metadata for long-term preservation of electronic records. This thesis has the significance that it has suggested the direction for future development of the elements of preservation metadata by setting the past discussions related to preservation metadata in order and proposing integral preservation metadata elements for long-term preservation of electronic records.

Conceptual Modeling of Record Management Metadata (기록 관리 메타데이터의 개념 모델링)

  • Lee, Hyun-Sil;Han, Sung-Kuk
    • Journal of the Korean Society for information Management
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    • v.23 no.3 s.61
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    • pp.23-48
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    • 2006
  • Record management metadata schema should have robust structure to represent not only elements innate in records itself but also management elements for the life cycle of records according to business activities. To realize these requirement, Information model for record domain is needed and also Metadata framework supporting semantic refinement and data element specialization required in record management business or applications are required. This study analyse main principles and characteristics of metadata scheme, and then suggested a novel method to develope schema systematically and effectively. This study propose information model and set of core data elements of records management based on ISO 15489 and 230381, and show how to implement the record management framework.

A Study on Design and Analysis of Metadata and Ontology based on Humanities and Social Sciences (기초학문자료 메타데이터 설계 분석 및 온톨로지 적용 방안 연구)

  • Lee, Jung-Yeoun;Kim, Jung-Min;Choi, Suk-Doo;Kim, Lee-Kyum
    • Journal of the Korean Society for Library and Information Science
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    • v.41 no.2
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    • pp.291-316
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    • 2007
  • The purpose of this study is to design metadata model for describing different kinds of concepts, properties, and semantic relationships of result materials of researches. We examine our metadata model to evaluate correctness and efficiency of the model through contents analysis of a constructed database. From the results of examination, we suggest more effective structure of metadata schema. Domain ontology could constructed by the enlarged thesaurus in order to overcome the limitation of the keyword search, therefore we design a philosophy and religion ontology based on subject classification to improve information retrieval and implement it using XML/Topic Maps to improve retrieval functionality of our database.

A Study on the Naming Rules of Metadata based on Ontology (온톨로지 기반 메타데이터 명명 규칙에 관한 연구)

  • Ko, Young-Man;Seo, Tae-Sul
    • Journal of the Korean Society for information Management
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    • v.22 no.4 s.58
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    • pp.97-109
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    • 2005
  • To build the consistency among different metadata systems and to increase the interoperability of that systems even among different domains, naming rules and glossaries for the data elements are necessary. This study provides discussion of naming and identification of the data element concept, data element, conceptual domain, value domain, and its meta model. This study also describes example naming conventions based on ontology derived from the combination with object, properties, and representation of data elements. The naming principles and rules described in this study use I-R analysis, DC metadata set, and SHOE 1.0 as an example of the scientific documents. This study would be a guideline to build the naming rules of metadata based on ontology in various domains.

The Ontology Based, the Movie Contents Recommendation Scheme, Using Relations of Movie Metadata (온톨로지 기반 영화 메타데이터간 연관성을 활용한 영화 추천 기법)

  • Kim, Jaeyoung;Lee, Seok-Won
    • Journal of Intelligence and Information Systems
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    • v.19 no.3
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    • pp.25-44
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    • 2013
  • Accessing movie contents has become easier and increased with the advent of smart TV, IPTV and web services that are able to be used to search and watch movies. In this situation, there are increasing search for preference movie contents of users. However, since the amount of provided movie contents is too large, the user needs more effort and time for searching the movie contents. Hence, there are a lot of researches for recommendations of personalized item through analysis and clustering of the user preferences and user profiles. In this study, we propose recommendation system which uses ontology based knowledge base. Our ontology can represent not only relations between metadata of movies but also relations between metadata and profile of user. The relation of each metadata can show similarity between movies. In order to build, the knowledge base our ontology model is considered two aspects which are the movie metadata model and the user model. On the part of build the movie metadata model based on ontology, we decide main metadata that are genre, actor/actress, keywords and synopsis. Those affect that users choose the interested movie. And there are demographic information of user and relation between user and movie metadata in user model. In our model, movie ontology model consists of seven concepts (Movie, Genre, Keywords, Synopsis Keywords, Character, and Person), eight attributes (title, rating, limit, description, character name, character description, person job, person name) and ten relations between concepts. For our knowledge base, we input individual data of 14,374 movies for each concept in contents ontology model. This movie metadata knowledge base is used to search the movie that is related to interesting metadata of user. And it can search the similar movie through relations between concepts. We also propose the architecture for movie recommendation. The proposed architecture consists of four components. The first component search candidate movies based the demographic information of the user. In this component, we decide the group of users according to demographic information to recommend the movie for each group and define the rule to decide the group of users. We generate the query that be used to search the candidate movie for recommendation in this component. The second component search candidate movies based user preference. When users choose the movie, users consider metadata such as genre, actor/actress, synopsis, keywords. Users input their preference and then in this component, system search the movie based on users preferences. The proposed system can search the similar movie through relation between concepts, unlike existing movie recommendation systems. Each metadata of recommended candidate movies have weight that will be used for deciding recommendation order. The third component the merges results of first component and second component. In this step, we calculate the weight of movies using the weight value of metadata for each movie. Then we sort movies order by the weight value. The fourth component analyzes result of third component, and then it decides level of the contribution of metadata. And we apply contribution weight to metadata. Finally, we use the result of this step as recommendation for users. We test the usability of the proposed scheme by using web application. We implement that web application for experimental process by using JSP, Java Script and prot$\acute{e}$g$\acute{e}$ API. In our experiment, we collect results of 20 men and woman, ranging in age from 20 to 29. And we use 7,418 movies with rating that is not fewer than 7.0. In order to experiment, we provide Top-5, Top-10 and Top-20 recommended movies to user, and then users choose interested movies. The result of experiment is that average number of to choose interested movie are 2.1 in Top-5, 3.35 in Top-10, 6.35 in Top-20. It is better than results that are yielded by for each metadata.

A Study on Metadata for Using Construction Information (건설 정보 활용을 위한 메타데이터 연구)

  • Kim, Jin-Man;Hwang, Doo-Won;Song, Young-Woong;Choi, Yoon-Ki
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2007.11a
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    • pp.848-852
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    • 2007
  • Recently the domestic construction companies have been occurred to the various demand of information. Also information quantity is increasing. But using information have been stated in low why large information quantity. The other side, the various Metadata have been proposing in the many field for an effective search and an application. So the Metadata for using construction information must be built. In this study, we have founded information of construction companies, present condition of information, concept of Metadata and recent report. And we have presented the Metadata system model and building process of information system. We have analyzed the Metadata element of construction. This study is the foundation for the Metadata using system.

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