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A Named Entity Recognition Model in Criminal Investigation Domain using Pretrained Language Model (사전학습 언어모델을 활용한 범죄수사 도메인 개체명 인식)

  • Kim, Hee-Dou;Lim, Heuiseok
    • Journal of the Korea Convergence Society
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    • v.13 no.2
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    • pp.13-20
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    • 2022
  • This study is to develop a named entity recognition model specialized in criminal investigation domains using deep learning techniques. Through this study, we propose a system that can contribute to analysis of crime for prevention and investigation using data analysis techniques in the future by automatically extracting and categorizing crime-related information from text-based data such as criminal judgments and investigation documents. For this study, the criminal investigation domain text was collected and the required entity name was newly defined from the perspective of criminal analysis. In addition, the proposed model applying KoELECTRA, a pre-trained language model that has recently shown high performance in natural language processing, shows performance of micro average(referred to as micro avg) F1-score 98% and macro average(referred to as macro avg) F1-score 95% in 9 main categories of crime domain NER experiment data, and micro avg F1-score 98% and macro avg F1-score 62% in 56 sub categories. The proposed model is analyzed from the perspective of future improvement and utilization.

Machine Learning Technology Trends for Big Data Processing (빅데이터 활용을 위한 기계학습 기술동향)

  • Lim, S.J.;Min, O.K.
    • Electronics and Telecommunications Trends
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    • v.27 no.5
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    • pp.55-63
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    • 2012
  • 빅데이터 시대를 맞이하여 이를 분석하여 지능형 서비스로 활용할 수 있는 기술로 인공지능 기술이 다시 관심을 받고 있다. 본고에서는 인공지능의 여러 요소 기술 중 기계학습(machine learning) 분야의 빅데이터 처리를 위한 동향을 소개한다. 현재 사용 가능한 병렬처리 기반의 기계학습, 빅데이터를 이용한 기계학습 기반으로 진행되고 있는 프로젝트, 다양한 분야에 쉽게 기계학습을 적용할 수 있는 domain adaptation 기술에 대해서 정리한다.

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STABILITY OF THE BERGMAN KERNEL FUNCTION ON PSEUDOCONVEX DOMAINS IN $C^n$

  • Cho, Hong-Rae
    • Communications of the Korean Mathematical Society
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    • v.10 no.2
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    • pp.349-355
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    • 1995
  • Let $D \subset C^n$ be a smoothly bounded pseudoconvex domain and let ${\bar{D}_r}_r$ be a family of smooth perturbations of $\bar{D}$ such that $\bar{D} \subset \bar{D}_r$. Let $K_D(z, w)$ be the Bergman kernel function on $D \times D$. Then $lim_{r \to 0} K_{D_r}(z, w) = K_D(z, w)$ locally uniformally on $D \times D$.

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ON UDL DECOMPOSITIONS IN SEMIGROUPS

  • Lim, Yong-Do
    • Journal of the Korean Mathematical Society
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    • v.34 no.3
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    • pp.633-651
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    • 1997
  • For a non-degenerate symmetric bilinear form $\sigma$ on a finite dimensional vector space E, the Jordan algebra of $\sigma$-symmetric operators has a symmetric cone $\Omega_\sigma$ of positive definite operators with respect to $\sigma$. The cone $C_\sigma$ of elements (x,y) \in E \times E with \sigma(x,y) \geq 0$ gives the compression semigroup. In this work, we show that in the sutomorphism group of the tube domain over $\Omega_\sigma$, this semigroup has a UDL and Ol'shanskii decompositions and is exactly the compression semigroup of $\Omega_sigma$.

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An Analysis of Operating Characteristics for Digital Pulse Compressor of Coherent Radar in Time Domain (DSP를 사용한 위상정합 레이더용 시간 영역 디지털 펄스압축기 운용특성 분석)

  • Lim, Joong-Soo;Park, Young-Chul
    • Proceedings of the KAIS Fall Conference
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    • 2006.05a
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    • pp.397-400
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    • 2006
  • 본 논문에서는 DSP를 이용하여 코히어런트 레이더에 사용될 수 있는 확장성이 용이한 디지털 펄스 압축기를 시간영역에서 설계하고 그 내용을 분석하였다. 수신 거리 셀 및 FIR 필터 탭(tap) 수에 따른 펄스압축 연산시간을 ADSP21060을 사용하여서 분석함으로써, 설계하고자하는 레이더 시스템 요구 파라미터 들이 정해지는 경우 펄스압축기 구성에 소요되는 DSP의 수행 기능과 소요 수를 쉽게 예측할 수 있도록 운용특성을 분석하였다.

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Architecture for Complex Inference Method

  • Lim, M.H.;Leong, J.Y.
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1993.06a
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    • pp.989-992
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    • 1993
  • In this paper, we describe hardware architecture of fuzzy processors for reasoning involving fuzzy control“Heuristics”. This we believe will lead to fuzzy systems that are closer to the way humans process domain knowledge for decision making. One noticeable beneficial effect based on our notion of fuzzy heuristics is the significantly reduced number of rules required.

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Space-Time Finite Element Analysis of Transient Problem (동적 문제의 공간-시간 유한요소해석)

  • Kim, Chi-Kyung;Lim, Hong-Bin
    • Journal of the Korean Society of Safety
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    • v.8 no.4
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    • pp.201-206
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    • 1993
  • A space-time finite element method was presented for time dependent problem. The method which treat both the space and time unformly were proposed and numerically tested. The weighted residual process was used to formulate a finite element method in a space-time domain based upon continuous Galerkin method. This method leads to a conditional stabie high-order accurate solver.

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Technical-Data Architecture Design of Online Service Domain (온라인서비스 도메인의 기술-데이터 아키텍처 설계 연구)

  • Seo, Jung-Min;Lee, Cheol-Min;Lim, Mi-Sook
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.10b
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    • pp.84-87
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    • 2007
  • 진화하는 IT 패러다임에 맞추어 기업의 시스템은 당면한 이슈 처리 뿐만 아니라 변화를 예측하여 비즈니스와 시스템을 진화시킬 수 있는 전략을 수립할 수 있어야 한다. 논문에서는 통신사업자의 특정 도메인인 온라인 서비스 도메인에 대해서 기술 계층과 데이터 계층의 아키텍처 참조 모델을 연구하고 연구 필요성에 대하여 기술한다. 또한 기술 밀 데이터 아키텍처를 분석, 설계하고 품질을 평가하는데 참조할 수 있는 평가 지표를 사용자 관점별로 연구한다.

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LOWER HOUNDS ON THE HOLOMORPHIC SECTIONAL CURVATURE OF THE BERGMAN METRIC ON LOCALLY CONVEX DOMAINS IN $C^{n}$

  • Cho, Sang-Hyun;Lim, Jong-Chun
    • Bulletin of the Korean Mathematical Society
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    • v.37 no.1
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    • pp.127-134
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    • 2000
  • Let $\Omega$ be a bounded pseudoconvex domain in$C^{n}$ with smooth defining function r and let$z_0\; {\in}\; b{\Omega}$ be a point of finite type. We also assume that $\Omega$ is convex in a neighborhood of $z_0$. Then we prove that all the holomorphic sectional curvatures of the Bergman metric of $\Omega$ are bounded below by a negative constant near $z_0$.

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