• Title/Summary/Keyword: Language Models

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Design and implementation of malicious comment classification system using graph structure (그래프 구조를 이용한 악성 댓글 분류 시스템 설계 및 구현)

  • Sung, Ji-Suk;Lim, Heui-Seok
    • Journal of the Korea Convergence Society
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    • v.11 no.6
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    • pp.23-28
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    • 2020
  • A comment system is essential for communication on the Internet. However, there are also malicious comments such as inappropriate expression of others by exploiting anonymity online. In order to protect users from malicious comments, classification of malicious / normal comments is necessary, and this can be implemented as text classification. Text classification is one of the important topics in natural language processing, and studies using pre-trained models such as BERT and graph structures such as GCN and GAT have been actively conducted. In this study, we implemented a comment classification system using BERT, GCN, and GAT for actual published comments and compared the performance. In this study, the system using the graph-based model showed higher performance than the BERT.

Climate Change and Health - A Systemic Review of Low and High Temperature Effects on Mortality (기후변화와 건강 - 저온과 고온이 사망에 미치는 영향에 관한 체계적 고찰)

  • Lim, Youn-Hee;Kim, Ho
    • Journal of Environmental Health Sciences
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    • v.37 no.6
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    • pp.397-405
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    • 2011
  • Objectives: The impact of climate change on the health has been of increasing concern due to a recent temperature increase and weather abnormality, and the research results of the impact varied depending on regions. We synthesized risk estimates of the overall health effects of low and high temperature taking account of the heterogeneity. Methods: A comprehensive literature search was conducted using PUBMED to identify journal articles of low and/or high temperature effects on mortality. The search was limited to the English language and epidemiological studies using time-series analysis and/or case-crossover design. Random-effect models in meta analysis were used to estimate the percent increase in mortality with $1^{\circ}C$ temperature decrease or increase with 95% confidence intervals (CI) in cold or hot days. Results: Twenty three studies were presented in two tables: 1) low temperature effects; 2) high temperature effects on mortality. The combined effects of low and high temperatures on total mortality were 2% (95% CI, 1-4%) per $1^{\circ}C$ decrease and 4% (95% CI, 2-5%) per $1^{\circ}C$ increase of temperature, respectively. Conclusions: This meta analysis found that both low and high temperatures affected mortality, and the magnitude of high temperature appeared to be stronger than that of low temperature.

An Equation Retrieval System Based on Weighted Sum of Heterogenous Indexing Terms (이질적 색인어의 가중치 합에 기반한 수식 검색 시스템)

  • Shin, Jun-Soo;Kim, Hark-Soo
    • Journal of KIISE:Software and Applications
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    • v.37 no.10
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    • pp.745-750
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    • 2010
  • To effectively retrieve mathematical documents including various equations, mathaware search engines are needed. In this paper, we propose a equation retrieval system which helps users effectively search structurally similar equations. The proposed system disassembles MathML equations into three types of heterogeneous indexing terms; operators, variables, and partial structures of equations. Then, it independently indexes the disassembled terms. When a user inputs a MathML equation, the proposed system searches and ranks equations using weighted sums of three language models for the heterogeneous indexing terms. In the experiments with 244,744 MathML equations, three proposed system showed reliable performances (a P@1 of 53% in the closed test and a P@1 of 63% in the open test).

Language (Meaning) and Cognitive Science (언어(특히 의미)와 인지과학)

  • Lee, Chung-Min
    • Proceedings of the Korean Society for Cognitive Science Conference
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    • 2005.05a
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    • pp.23-27
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    • 2005
  • Humans perceptually segment events, but models that predict where events will be segmented are limited. Developing a detailed model may be hard because of the overlapping quality of events (i.e., one can smile and walk at the same time, but the endpoint of each event can be different). However, some aspects of events appear to be universally represented in the world's languages. For example, path, the trajectory of an object's movement, is one of the most universally encoded event features. Although it is generally encoded in the prepositions of English (e.g., up), in other languagesit is encoded in the verbs (e.g., descendere). Linguistic universals may represent basic levels of event perception. Here we consider how one of these, path, might be parsed. Because the spatiotemporal projection of paths to an observation point is similar to the spatial projection of objects, we tested the hypothesis that path segmentation and object segmentation would be based on similar image properties, such as discontinuities in orientation.

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A study on the expert system for classification of books (분류전문가시스팀에 관한 연구)

  • 김정현
    • Journal of Korean Library and Information Science Society
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    • v.19
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    • pp.35-57
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    • 1992
  • This study is an attempt to provide some helpful data for the design and the implementation of the expert system for the book-classification based on the analysis of various cases of the classification-expert system models. Following the introduction, the concepts and some features of an expert system were overviewed in the second chapter, on the basis of which the following concrete cases were introduced and analyzed in the third chapter : (1) ACN System for NC, (2) Expert System for NDC, (3) Expert System for UDC, (4) Herba Medica System, (5) Expert System for IPC, (6) Stratcyclode Project, (7) Expert System for Classification of INIS Database, (8) AutoBC System, and etc. In the conclusion, for the development of the classification-expert system, it was turned out that constructing a new system by using an AI language such as Prolog or LISP is more desirable than employing any one of expert system shells. Together it is necessary for the following requirements to be met : (1) The subject concept of a document elicited should be accurate. (2) Not only a domain knowledge but also the knowledge covering all the subjects should be represented in the knowledge-bases. (3) The knowledge-bases should be organized in such a way that the characteristics of the knowledge about classification should be well defined. (4) rule-base consisting of accurate rules about classification should be made. (5) It should be possible for classification code wanted to be generated immediately.

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Natural language processing techniques for bioinformatics

  • Tsujii, Jun-ichi
    • Proceedings of the Korean Society for Bioinformatics Conference
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    • 2003.10a
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    • pp.3-3
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    • 2003
  • With biomedical literature expanding so rapidly, there is an urgent need to discover and organize knowledge extracted from texts. Although factual databases contain crucial information the overwhelming amount of new knowledge remains in textual form (e.g. MEDLINE). In addition, new terms are constantly coined as the relationships linking new genes, drugs, proteins etc. As the size of biomedical literature is expanding, more systems are applying a variety of methods to automate the process of knowledge acquisition and management. In my talk, I focus on the project, GENIA, of our group at the University of Tokyo, the objective of which is to construct an information extraction system of protein - protein interaction from abstracts of MEDLINE. The talk includes (1) Techniques we use fDr named entity recognition (1-a) SOHMM (Self-organized HMM) (1-b) Maximum Entropy Model (1-c) Lexicon-based Recognizer (2) Treatment of term variants and acronym finders (3) Event extraction using a full parser (4) Linguistic resources for text mining (GENIA corpus) (4-a) Semantic Tags (4-b) Structural Annotations (4-c) Co-reference tags (4-d) GENIA ontology I will also talk about possible extension of our work that links the findings of molecular biology with clinical findings, and claim that textual based or conceptual based biology would be a viable alternative to system biology that tends to emphasize the role of simulation models in bioinformatics.

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A Comparative Study on Spiritual Culture Education of Women College Campus between China and Korea

  • Yi, Dong
    • East Asian Journal of Business Economics (EAJBE)
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    • v.3 no.4
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    • pp.17-20
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    • 2015
  • The Spiritual culture education is not only the nucleus of campus culture but also the ultimate aim of the construct ion of campus culture. Currently the construction of campus culture is understood and implemented in the view of pragmatism and utilitarian, but the value- oriented role of college spirit is belittled, which leads to the absence of specific purpose and direction. If universities and colleges want to remain invincible, they must attach the importance to the spirit culture, the systematic culture, the material culture and the behavioral culture, and in all, the college spirit. Based on the current ideological educational situation of women's vocational colleges, a research has been conducted on how to play the educational functions of campus culture, seeking for the integration of campus culture and spiritual culture and, achieving talents cultivation objectives on the campus. This paper analyses and compares the influencing factors in Spiritual culture education between China and Korea women university from the following parts: The campus environment, campus material, campus system, campus behavior and diversified thinking challenge. Backed with the findings of the research, it offers some suggestions on the developing ideas and models of characteristic campus culture construction for women's colleges between China and Korea.

A Study on Ontology Architecture for FRSAD Model (온톨로지 구조로 표현된 FRSAD 모형에 관한 연구)

  • Lee, Hye-Won
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.23 no.1
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    • pp.5-26
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    • 2012
  • Mapping FRSAD and other ontology models intends to suggest a higher knowledge level that is independent of any information implementation system or specific context, and to endeavor to focus on the semantics, knowledge structures, subject access, and interoperability. Providing an application of FRSAD model to information environment and representing and sharing the information within the library sector and beyond, there needs encoding scheme for knowledge representation. This study suggested an OWL based ontology architecture for FRSAD model and demonstrated the pilot FRSAD ontology model using Prot$\acute{e}$g$\acute{e}$ software.

Analysis and Implementation of Examination Question Studying System Based on EJB using Petri Net (페트리 넷을 이용한 EJB기반의 시험문제 학습 시스템 분석 및 구현)

  • Han, Kum-Hee;Jeong, Hwa-Young;Kim, Jong-Hoon
    • Journal of The Korean Association of Information Education
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    • v.7 no.3
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    • pp.309-317
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    • 2003
  • Web-Based Education System changed from one side transmission of information to bi-directional information exchange with user. Accordingly, It had been implemented on 3-tier models with each function separation using database and server side language such as CGI (Common Gateway Interface). But, The CBSD(Component Based Software Development) techniques receives many interests recently, and efforts to apply this are appearing. Thus, In this research implemented component base question solving system. For this, I used EJB(Enterprise Java Beans) that is web server component model, and used Petri-Net for typical specification about message flow between components.

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Design and Implementation of an FPGA-based Real-time Simulator for a Dual Three-Phase Induction Motor Drive

  • Gregor, Raul;Valenzano, Guido;Rodas, Jorge;Rodriguez-Pineiro, Jose;Gregor, Derlis
    • Journal of Power Electronics
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    • v.16 no.2
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    • pp.553-563
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    • 2016
  • This paper presents a digital hardware implementation of a real-time simulator for a multiphase drive using a field-programmable gate array (FPGA) device. The simulator was developed with a modular and hierarchical design using very high-speed integrated circuit hardware description language (VHDL). Hence, this simulator is flexible and portable. A state-space representation model suitable for FPGA implementations was proposed for a dual three-phase induction machine (DTPIM). The simulator also models a two-level 12-pulse insulated-gate bipolar transistor (IGBT)-based voltage-source converter (VSC), a pulse-width modulation scheme, and a measurement system. Real-time simulation outputs (stator currents and rotor speed) were validated under steady-state and transient conditions using as reference an experimental test bench based on a DTPIM with 15 kW-rated power. The accuracy of the proposed digital hardware implementation was evaluated according to the simulation and experimental results. Finally, statistical performance parameters were provided to analyze the efficiency of the proposed DTPIM hardware implementation method.