• Title/Summary/Keyword: Entity

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Named-entity Recognition Using Bidirectional LSTM CRFs (Bidirectional LSTM CRFs를 이용한 한국어 개체명 인식)

  • Song, Chi-Yun;Yang, Sung-Min;Kang, Sangwoo
    • Annual Conference on Human and Language Technology
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    • 2017.10a
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    • pp.321-323
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    • 2017
  • 개체명 인식은 문서 내에서 고유한 의미를 갖는 인명, 기관명, 지명, 시간, 날짜 등을 추출하여 그 종류를 결정하는것을 의미한다. Bidirectional LSTM CRFs 모델은 연속성을 갖는 데이터에 가장 적합한 RNN기반의 심층 학습모델로서 개체명 인식 연구에 가장 우수한 성능을 보여준다. 본 논문에서는 한국어 개체명 인식을 위하여 Bidirectional LSTM CRFs 모델을 사용하고, 입력 자질로 단어뿐만 아니라 품사 임베딩 모델과, 개체명 사전을 활용하여 입력 자질을 구성한다. 또한 입력 자질에 대한 벡터의 크기를 최적화 하여 기본 모델보다 성능이 향상되었음을 증명하였다.

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Multi-labeled Domain Detection Using CNN (CNN을 이용한 발화 주제 다중 분류)

  • Choi, Kyoungho;Kim, Kyungduk;Kim, Yonghe;Kang, Inho
    • Annual Conference on Human and Language Technology
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    • 2017.10a
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    • pp.56-59
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    • 2017
  • CNN(Convolutional Neural Network)을 이용하여 발화 주제 다중 분류 task를 multi-labeling 방법과, cluster 방법을 이용하여 수행하고, 각 방법론에 MSE(Mean Square Error), softmax cross-entropy, sigmoid cross-entropy를 적용하여 성능을 평가하였다. Network는 음절 단위로 tokenize하고, 품사정보를 각 token의 추가한 sequence와, Naver DB를 통하여 얻은 named entity 정보를 입력으로 사용한다. 실험결과 cluster 방법으로 문제를 변형하고, sigmoid를 output layer의 activation function으로 사용하고 cross entropy cost function을 이용하여 network를 학습시켰을 때 F1 0.9873으로 가장 좋은 성능을 보였다.

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Application of Word Vector with Korean Specific Feature to Bi-LSTM model for Named Entity Recognition (한국어 특질을 고려한 단어 벡터의 Bi-LSTM 기반 개체명 모델 적용)

  • Nam, Sukhyun;Hahm, Younggyun;Choi, Key-Sun
    • Annual Conference on Human and Language Technology
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    • 2017.10a
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    • pp.147-150
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    • 2017
  • Deep learning의 개발에 따라 개체명 인식에도 neural network가 적용된 연구가 활발히 일어나고 있다. 영어권 개체명 인식에서는 F1 score 90%을 웃도는 성능을 내는 연구들이 나오고 있다. 하지만 한국어는 영어와 언어적 특질이 많이 달라 이를 그대로 적용시키는 데는 어려움이 있어 영어권 개체명 인식기에 비해 비교적 낮은 성능을 보인다. 본 논문에서는 "하다" 접사의 동사형이 보존된 워드 임베딩을 사용하고 한국어 개체명의 특징을 담은 one-hot 벡터를 추가하여 한국어의 특질에 보다 적합한 데이터를 deep learning 기술에 적용하였다.

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Hired Farm Labor and Policy Direction on Agricultural Labor Markets (농업 노동력 실태와 농업 노동시장 정책의 과제)

  • Kim, Jeong-Seop
    • Journal of Agricultural Extension & Community Development
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    • v.22 no.2
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    • pp.145-158
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    • 2015
  • The purpose of this study is to analyze the current situation of farm labor and to propose directions to define government policies. First, present condition of family and employed agricultural workforce is analyzed. Second, characteristics in demand of agricultural workforce are analyzed in the consideration of distinctive types of each entity such as crop area. Third, currently existing agricultural workforce employment mechanism is researched and analyzed. Fourth, the policies and system related to agricultural labor market that have already been in practice are analyzed and tasks and direction in establishing those policies are proposed. This study will be helpful for policy makers to understand the agricultural labor markets and to build the institutional system for labor market services.

Traffic Flow Analysis Methodology Using the Discrete Event Modeling and Simulation (이산 사건 모델링 및 시뮬레이션을 이용한 교통 흐름 분석 방법론)

  • 이자옥;지승도
    • Journal of Korean Society of Transportation
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    • v.14 no.1
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    • pp.101-116
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    • 1996
  • Increased attention has been paid in recent years to the need of traffic management for alleviating urban traffic congestion. This paper presents a discrete event modeling and simulation framework for analyzing the traffic flow. Traffic simulation models can be classified as being either microscopic and macroscopic models. The discrete event modeling and simulation technique can be basically employed to describe the macroscopic traffic simulation model. To do this, we have employed the System Entity Structure/Model Base (SES/MB) framework which integrates the dynamic-based formalism of simulation with the symbolic formalism of AI. The SES/MB framework supports to hierarchical, modular discrete event modeling and simulation environment. We also adopt the Symbolic DEVS (Discrete Event System Specification) to developed the automated analysis methodology for generating optimal signal light policy. Several simulation tests will demonstrates the techniques.

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A Study on Validity Analysis about the Regional Airport Development (국내 지역 공항개발 타당성 분석에 관한 연구 - 서산 지역 공항개발 분석 사례를 중심으로 -)

  • Kim, Woong-Yi
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.16 no.3
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    • pp.21-30
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    • 2008
  • As the low-cost carriers of the region enters the air transportation market, the domestic air transport circumstance is to be changed and each local autonomous entity conducts the feasibility study to develop the regional airport. But the airport is developed almost all by the goal of the policy and actually the valid basis of the airport development is often weak. To present the validity of the regional airport development Using the pre-feasibility study method the government performs I apply it to the airport development project of the Seo-san region. To present the validity of the regional airport development this study carries out the pre-feasibility study by the AHP analysis.

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Utility-Based MPEG-21 Video Adaptation for Universal Multimedia Access (UMA를 위한 유틸리티 기반 MPEG-21 비디오 적응)

  • 김재곤;강경옥;김진웅;김형명
    • Proceedings of the IEEK Conference
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    • 2003.07d
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    • pp.1491-1494
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    • 2003
  • Video adaptation in response to dynamic resource conditions and user preferences is required as a key technology to enable universal multimedia access (UMA) through heterogeneous networks by a multitude of devices in a seamless way. Although many adaptation techniques exist, selections of appropriate adaptations among multiple choices are often ad hoc. To provide a systematic solution, we present a general conceptual framework to model video entity, adaptation, resource, utility, and relations among them. It allows for formulation of various adaptation problems as resource-constrained utility maximization. We apply the framework to a practical case of dynamic bit rate adaptation. Furthermore, we present a description tool, which has been accepted as a part of the MPEG-21 Digital Item Adaptation (DIA), along with a brief overview of the .elated descriptors to support terminal and network quality of service (QoS).

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A Study on The Present State of Housing in Uijeongbu City (의정부시 주택 현황에 관한 연구)

  • Kim, Jong-Whan
    • Journal of The Korean Digital Architecture Interior Association
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    • v.4 no.2
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    • pp.19-25
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    • 2004
  • This study is to furnish basic data for establishing the improvement counterplan of Housing environment and to solve the problem of Housing supply resulting from the continuous increase of population and to examine the historical flowing, the present condition and problems of Housing in Uijeongbu city. Including of the multi-house to the number of Housing, the supply ratio of Housing is 95% in quantity of the Housing in Uijeongbu city in 2004. Now, it is important time in the respect of quality as well as the quantity in supply matter of Housing. In fact, the main viewpoint in housing supply policy has been brought focus into the economic profits more than public interests. As a result of that, the residence environment has been worse. From now on, a Local autonomous entity including the construction authorities and Uijeongbu city authorities must focus on the public interests in solving problems of Housing.

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A Study on the Computer Simulation Model of the Management Organization (Computer에 의한 경영조직의 Simulation에 관한 연구)

  • 이근부
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.1 no.1
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    • pp.49-53
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    • 1978
  • Yet objective of this paper to spell out in detail the relationship between factors design techniques of data analysis and the design of simulation model of the management organization. Yet an organization is more than a collection of individuals. It is something more than the sum of its Parts: it exists as an entity with its own definable objectives. The management process comprise those activities or functions that managers must perform to effectively carry out this asizned role. However, now that O.R. and system approach has been generalized and the assembly system of hard ware or soft ware through computerization is being improved, the systematization of scientific organization is urgently needed. This paper is to set forth :he problem and solution which are most fit for the management organization in relation to computer. Procedure developed are : 1. Interpretation of the management organization. 2. Design of the computer simulation. 3. Application.

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Bilateral congenital alveolar synechiae-a rare cause of trismus

  • Panda, Smriti;Sikka, Kapil;Punj, Jyotsna;Sharma, Suresh C.
    • Maxillofacial Plastic and Reconstructive Surgery
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    • v.38
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    • pp.8.1-8.4
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    • 2016
  • Congenital alveolar synechiae is a rare anomaly mostly presenting in association with cleft palate. Owing to reduced mouth opening, feeding difficulties, and compromised airway in extreme cases along with presentation in early neonatal period, these patients present unique challenges to the surgeon as well as the anesthetist. Here, we discuss the surgical and anesthetic management of this entity in a 12-month-old female child.