• Title/Summary/Keyword: Entity-based

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Entity Embeddings for Enhancing Feasible and Diverse Population Synthesis in a Deep Generative Models (심층 생성모델 기반 합성인구 생성 성능 향상을 위한 개체 임베딩 분석연구)

  • Donghyun Kwon;Taeho Oh;Seungmo Yoo;Heechan Kang
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.22 no.6
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    • pp.17-31
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    • 2023
  • An activity-based model requires detailed population information to model individual travel behavior in a disaggregated manner. The recent innovative approach developed deep generative models with novel regularization terms that improves fidelity and diversity for population synthesis. Since the method relies on measuring the distance between distribution boundaries of the sample data and the generated sample, it is crucial to obtain well-defined continuous representation from the discretized dataset. Therefore, we propose an improved entity embedding models to enhance the performance of the regularization terms, which indirectly supports the synthesis in terms of feasible and diverse populations. Our results show a 28.87% improvement in the F1 score compared to the baseline method.

Using the PubAnnotation ecosystem to perform agile text mining on Genomics & Informatics: a tutorial review

  • Nam, Hee-Jo;Yamada, Ryota;Park, Hyun-Seok
    • Genomics & Informatics
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    • v.18 no.2
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    • pp.13.1-13.6
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    • 2020
  • The prototype version of the full-text corpus of Genomics & Informatics has recently been archived in a GitHub repository. The full-text publications of volumes 10 through 17 are also directly downloadable from PubMed Central (PMC) as XML files. During the Biomedical Linked Annotation Hackathon 6 (BLAH6), we experimented with converting, annotating, and updating 301 PMC full-text articles of Genomics & Informatics using PubAnnotation, a system that provides a convenient way to add PMC publications based on PMCID. Thus, this review aims to provide a tutorial overview of practicing the iterative task of named entity recognition with the PubAnnotation/PubDictionaries/TextAE ecosystem. We also describe developing a conversion tool between the Genia tagger output and the JSON format of PubAnnotation during the hackathon.

An Experimental Research on the Design Characteristics and Performance of the Entity-Relationship Model (개체관계 모형의 설계 특성과 성과에 관한 실험적 연구)

  • 정일주
    • The Journal of Information Technology and Database
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    • v.6 no.2
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    • pp.45-57
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    • 1999
  • This paper makes an attempt to find a systematic portion of the database design process, especially using the Entity-Relationship(E-R) model. Basically, we consider three aspects as a systematic portion of the database design process. They are, the strategy that a designer selects to design an E-R diagram, designer's cognitive style, and the knowledge and preference of the database designer. An experiment has been carried out in order to verify the systematic relationship between above-mentioned three aspects and the E-R modeling performance. The target system is a professional baseball system. A normative E-R diagram was constructed based upon 48 E-R diagrams produced during the experiment. The ANOVA process has been used to analyze the results. It has been found that there exist significant differences in query-answering capacity and the completeness of the E-R model among design methods. Individual differences in cognitive styles has not been found to be significantly related to the modeling performance.

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ebXML Collabration Model of Single Window for Marine Transport

  • Lee, Young-Chan;Ahn, Kyeong-Rim
    • Journal of Advanced Marine Engineering and Technology
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    • v.31 no.3
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    • pp.301-309
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    • 2007
  • Netherlands had suggested a uniform system to standardize and simplify EDI systems relating to the Arrival/Departure, stay, and clearance of ships, persons, and cargoes for the Facilitation of International Maritime Transport to the International Maritime Organization(IMO). Republic of Korea proposed the Framework of XML-based Single Window System for the simplified clearance of ships to the 32nd session of Facilitation Committee of the IMO. Accordingly the authors studied that the XML Infrastructure for Single Window efficiently supports the Single Window service and the business collaboration between business entities of logistics. The proposed XML Infrastructure designs to support the various document format translation and to easily manage. Therefore business entity using the proposed system has the effect of downing the resource and costs on using Single Window.

Named Entity Recognition Using Bidirectional LSTM CRFs Based on the POS Tag Embedding and the Named Entity Distribution of Syllables (품사 임베딩과 음절 단위 개체명 분포 기반의 Bidirectional LSTM CRFs를 이용한 개체명 인식)

  • Yu, Hongyeon;Ko, Youngjoong
    • 한국어정보학회:학술대회논문집
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    • 2016.10a
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    • pp.105-110
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    • 2016
  • 개체명 인식이란 문서 내에서 인명, 기관명, 지명, 시간, 날짜 등 고유한 의미를 가지는 개체명을 추출하여 그 종류를 결정하는 것을 말한다. 최근 개체명 인식 연구에서는 bidirectional LSTM CRFs가 가장 우수한 성능을 보여주고 있다. 하지만 LSTM 기반의 딥 러닝 모델은 입력이 되는 단어 표상에 의존적이기 때문에 입력이 되는 단어 표상을 확장하는 방법에 대한 연구가 많이 진행되어지고 있다. 본 논문에서는 한국어 개체명 인식을 위하여 bidirectional LSTM CRFs모델을 사용하고, 그 입력으로 사용되는 단어 표상을 확장하기 위해 사전 학습된 단어 임베딩 벡터, 품사 임베딩 벡터, 그리고 음절 기반에서 확장된 단어 임베딩 벡터를 사용한다. 음절 기반에서 단어 기반 임베딩 벡터로 확장하기 위하여 bidirectional LSTM을 이용하고, 그 입력으로 학습 데이터에서 추출한 개체명 분포를 이용하였다. 그 결과 사전 학습된 단어 임베딩 벡터만 사용한 것보다 4.93%의 성능 향상을 보였다.

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A development methodology for heterarchical control of flexible manufacturing systems

  • 한영근
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1995.04a
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    • pp.776-782
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    • 1995
  • This paper presents a methodology for development of a heterarchical control system in Flexible Manufacturing Systems (FMS) environment. A Petri net based model is applied for development of control software. A real-time scheduling methodology for the heterarchical system is also developed and it is used as a software entity in the overall architecture. The partition of generic and specific modules in control software development is emphasized. The control system performs its control tasks in two stages: (1) generation of generic control code and distribution of them to each controller entity prior to system execution; (2) generation of specific control code according to job arrival and its process plan. The control software and the scheduling algorithm are evaluated by a simulation program.

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Proposal for Management of Small Reservoirs (기술사 마당 - 소규모 저수지 관리를 위한 제언)

  • Koo, Bon-Chung
    • Journal of the Korean Professional Engineers Association
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    • v.45 no.4
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    • pp.62-66
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    • 2012
  • An effective management of reservoir, an agricultural infrastructure, requires an establishment of a good management system by means of unification of managing entity; training of manpower and their deployment for scientific management by expert group; carrying out repair / strengthening works based on periodic in-depth inspection results. In particular, continuous budget allocation as well as cultivating good management mind of managing entity are essential for undertaking periodic precise and / or in-depth inspections for assessing the functionality / safety of facilities and proper repair / strengthening works for satisfying the up-to-date facilty standarda and changing environmental conditions.

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Implementation and performance evaluation of the S-interface card for an ISDN PABX (ISDN 사설교환기S-interface card의 구현 및 성능평가)

  • 최재원
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.21 no.12
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    • pp.3121-3131
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    • 1996
  • In this papre we implemented the ISDN S-interface Card for a PABX that makes it possible to accommodate ISDN terminals. In order to implement this ISDN cand we first designed entire structure and functions of its hardware and software. And then based on this we implemented server and entity, inter-entity communication, ISDN protocols, and call processing interface for realizing ISDN interface functions. Finally we evaluated the performance of the implemented ISDN card by measuring the response time of call setup and release.

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A Survey of Software Agent Based Modelling Method (소프트웨어 에이전트 기반의 모델링 방법에 대한 고찰)

  • Kim Gui-Jung
    • Proceedings of the Korea Contents Association Conference
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    • 2005.11a
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    • pp.644-648
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    • 2005
  • Agent-Oriented Software Engineering is the one of the most recent contributions to the field of Software Engineering. This method has many benefits compared in existing development approaches. In particular the ability to let agents represent high level abstraction of active entity in software system. This paper gives an overview of research for agent-oriented software and industrial applications.

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Comparison of Database Models for Developing a Pavement Performance Analysis System

  • Choi Jae-ho
    • Korean Journal of Construction Engineering and Management
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    • v.5 no.4 s.20
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    • pp.79-86
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    • 2004
  • One of the most difficult tasks in pavement management information systems is establishing the links between performance measures of a structure and the design and construction inputs. In-situ pavement performance can be considered a response variable to many project input variables, such as design, construction, and traffic loading effects. If we are to fully understand the component of pavement performance and specify the inputs through design and construction specifications to achieve that performance we must develop quantitative relationship between input and response variables through a scientific, fully integrated Pavement Performance Analysis System (PPAS). Hence, the objective of this study is to design a database model required for developing an effective database template that will allow analysis of pavement performance measures based on design and construction information linked by location. In order to select the most appropriate database model, a conceptual database model (Entity Relationship Model) and dimensional model, which is believed to be the most effective modeling technique for data warehouse project, are designed and compared. It is believed that other state highway agencies could adopt the proposed design strategy for implementing a PPAS at the discretion of the state highway agencies.