• Title/Summary/Keyword: Business Korean Language

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An Investigation on Semantic Web-based Business Support: Ontology development and inference framework for the course recommendation

  • Kim, Jin-S.
    • Journal of the Korean Institute of Intelligent Systems
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    • v.20 no.4
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    • pp.554-561
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    • 2010
  • As a fundamental knowledge source in a global learning environment, it is feasible to apply the relational database management systems (RDBMS), object-oriented database management systems (OODBMS), and other traditional DBMS. However, the traditional DBMSs are not feasible in semantic knowledge/ontology representation and inference. One of the reasonable ways to overcome the limitations is the semantic web-based business support framework. Especially, in this study, we focused on the development of semantic web ontology and natural language (NL)-based inference framework. To validate the efficiency of the proposed framework, we considered a reasonable scenario for course recommendation in a university.

Transformer-based Text Summarization Using Pre-trained Language Model (사전학습 언어 모델을 활용한 트랜스포머 기반 텍스트 요약)

  • Song, Eui-Seok;Kim, Museong;Lee, Yu-Rin;Ahn, Hyunchul;Kim, Namgyu
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2021.07a
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    • pp.395-398
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    • 2021
  • 최근 방대한 양의 텍스트 정보가 인터넷에 유통되면서 정보의 핵심 내용을 파악하기가 더욱 어려워졌으며, 이로 인해 자동으로 텍스트를 요약하려는 연구가 활발하게 이루어지고 있다. 텍스트 자동 요약을 위한 다양한 기법 중 특히 트랜스포머(Transformer) 기반의 모델은 추상 요약(Abstractive Summarization) 과제에서 매우 우수한 성능을 보이며, 해당 분야의 SOTA(State of the Art)를 달성하고 있다. 하지만 트랜스포머 모델은 매우 많은 수의 매개변수들(Parameters)로 구성되어 있어서, 충분한 양의 데이터가 확보되지 않으면 이들 매개변수에 대한 충분한 학습이 이루어지지 않아서 양질의 요약문을 생성하기 어렵다는 한계를 갖는다. 이러한 한계를 극복하기 위해 본 연구는 소량의 데이터가 주어진 환경에서도 양질의 요약문을 생성할 수 있는 문서 요약 방법론을 제안한다. 구체적으로 제안 방법론은 한국어 사전학습 언어 모델인 KoBERT의 임베딩 행렬을 트랜스포머 모델에 적용하는 방식으로 문서 요약을 수행하며, 제안 방법론의 우수성은 Dacon 한국어 문서 생성 요약 데이터셋에 대한 실험을 통해 ROUGE 지표를 기준으로 평가하였다.

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An UML/XML-Based Business Process Definition Tool (UML/XML 기반의 비즈니스 프로세스 정의 도구)

  • Han, Kwan-Hee;Hwang, Tae-Il
    • IE interfaces
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    • v.16 no.2
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    • pp.156-166
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    • 2003
  • Proposed in this paper is a standard-compliant business process modeling tool which is based on the UML(Unified Modeling Language) activity diagram and produces an XPDL(XML Process Definition Language) file as an output. The XPDL is a standard process definition exchange format by WfMC (Workflow Management Coalition). To develop an UML/XPDL-based modeling tool, the mapping of modeling elements between activity diagram and XPDL format is conducted after the detailed analysis of each modeling specification. As a result of this mapping, it is revealed that modeling elements of each activity diagram and XPDL must be expanded. So new modeling elements are identified and added to each specification. Based on this mapping, the prototype system is developed, and the usefulness of the developed system is shown through the case study.

Techniques and Patterns for Designing Business Operations in EJB (EJB 에서 비즈니스 오퍼레이션의 설계 기법 및 패턴)

  • 박지환;이상덕;김수동
    • Journal of KIISE:Software and Applications
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    • v.30 no.1_2
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    • pp.1-18
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    • 2003
  • Precise and systematic mapping techniques are required for mapping object-oriented artifacts into a platform-specific design. An effective and systematic mapping approach for an adequate platform or programming language in needed, because the characteristics of an initial design are independent from an implementation language and a platform. In this paper, we propose systematic and concrete methods, guidelines, and design patterns that can be used to design business operations at EJB (Enterprise JavaBeans) source code level. We show how various EJB mechanism can be utilized in designing business operations for beans. We believe these proposed methods can yield high-performance EJB applications that can also be well maintainable.

A Study of An XML-Based e-Marketplace Integration System for Sharing Corporate Business Information (기업간 비즈니스정보 공유를 위한 XML 기반의 e-marketplace통합 시스템에 관한 연구)

  • 김창수;최종근;정희경
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2002.05a
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    • pp.443-447
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    • 2002
  • As major industries become information-centered, business transactions and information-sharing processes are being computerized and automated, which ultimately re-defines electronic commercial transactions in a broader context. Business documents are the basic tools for corporate transactions. The use of business documents in electronic commercial transactions has increased markedly and this sphere is rapidly being extended to include information sharing between companies. XML(extensible Markup Language) was selected as the focus for this thesis. XML ran help to make a complicated and data-rich document easy to share. The thesis proposes a business XML document editing system, comprised of a style document editor for business XML document structure, business documentation, and business document presentation, along with a business document transformation system which makes a transformation possible regardless of platform or using various corporate document standards.

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Methodology for Deriving Required Quality of Product Using Analysis of Customer Reviews (사용자 리뷰 분석을 통한 제품 요구품질 도출 방법론)

  • Yerin Yu;Jeongeun Byun;Kuk Jin Bae;Sumin Seo;Younha Kim;Namgyu Kim
    • Journal of Information Technology Applications and Management
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    • v.30 no.2
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    • pp.1-18
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    • 2023
  • Recently, as technology development has accelerated and product life cycles have been shortened, it is necessary to derive key product features from customers in the R&D planning and evaluation stage. More companies want differentiated competitiveness by providing consumer-tailored products based on big data and artificial intelligence technology. To achieve this, the need to correctly grasp the required quality, which is a requirement of consumers, is increasing. However, the existing methods are centered on suppliers or domain experts, so there is a gap from the actual perspective of consumers. In other words, product attributes were defined by suppliers or field experts, but this may not consider consumers' actual perspective. Accordingly, the demand for deriving the product's main attributes through reviews containing consumers' perspectives has recently increased. Therefore, we propose a review data analysis-based required quality methodology containing customer requirements. Specifically, a pre-training language model with a good understanding of Korean reviews was established, consumer intent was correctly identified, and key contents were extracted from the review through a combination of KeyBERT and topic modeling to derive the required quality for each product. RevBERT, a Korean review domain-specific pre-training language model, was established through further pre-training. By comparing the existing pre-training language model KcBERT, we confirmed that RevBERT had a deeper understanding of customer reviews. In addition, all processes other than that of selecting the required quality were linked to the automation process, resulting in the automation of deriving the required quality based on data.

Hierarchical Regimentation of Korean Language Uses (반말의 비인문성 -철학자가 본 한국의 언어연구-)

  • 정대현
    • Lingua Humanitatis
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    • v.5
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    • pp.75-92
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    • 2003
  • One of the distinctive features of Korean language is that it has a fine hierarchical regimentation of language uses, perhaps finer than English, Chinese or Japanese. If English language uses have a hierarchical structure they are to be thick. You may respond to any of your male colleagues often by saying either "Yes, Sir" or "Yes, John". But Korean speakers attend to the One grades of differences of social positions of a speaker and a hearer and they show the respect of the difference by adding or dropping relevant suffixes of verbs which Korean language has developed. For example, one yew difference would affect how you choose a suffix of verbs you use to speak to your hearer and two year difference often leads to the adoption of still another fitting suffix of the same verb. One year criterion works not only in 3my barracks, school dormitories but also in government offices. business sectors. Korean speaking people have been taught to use this finely regimented hierarchical language. I try, in this paper, to develop the idea that hierarchical regimentation of Korean language uses is not humane. 1 of for the main argument for the thesis as what follows: How could one justify the hierarchical regimentation of a language like Korean\ulcorner Only if there is an essential structure in which the fine grades of differences of social positions of all the people are distinct; The essentialism here involved is not plausible. And I may add that language is to be used fur the purposes of communication, rationalization and expression. If true, language use is a genuine art of liberation or humanization. Any overt hierarchical language tends to damage those purposes and more to enforce those oppressive elements already existing in the community. Then, a hierarchical language is to defeat its own purpose.

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Treemapping Work-Sharing Relationships among Business Process Performers (트리맵을 이용한 비즈니스 프로세스 수행자간 업무공유 관계 시각화)

  • Ahn, Hyun;Kim, Kwanghoon Pio
    • Journal of Internet Computing and Services
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    • v.17 no.4
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    • pp.69-77
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    • 2016
  • Recently, the importance of visual analytics has been recognized in the field of business intelligence. From the view of business intelligence, visual analytics aims for acquiring valuable insights for decision making by interactively visualizing a variety of business information. In this paper, we propose a treemap-based method for visualizing work-sharing relationships among business process performers. A work-sharing relationship is established between two performers who jointly participate in a specific activity of a business process and is an important factor for understanding organizational structures and behaviors in a process-centric organization. To this end, we design and implement a treemap-based visualization tool for representing work-sharing relationships as well as basic hierarchical information in business processes. Finally, we evaluate usefulness of the proposed visualization tool through an operational example using XPDL (XML Process Definition Language) process models.

Context-Based Prompt Selection Methodology to Enhance Performance in Prompt-Based Learning

  • Lib Kim;Namgyu Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.4
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    • pp.9-21
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    • 2024
  • Deep learning has been developing rapidly in recent years, with many researchers working to utilize large language models in various domains. However, there are practical difficulties that developing and utilizing language models require massive data and high-performance computing resources. Therefore, in-context learning, which utilizes prompts to learn efficiently, has been introduced, but there needs to be clear criteria for effective prompts for learning. In this study, we propose a methodology for enhancing prompt-based learning performance by improving the PET technique, which is one of the contextual learning methods, to select PVPs that are similar to the context of existing data. To evaluate the performance of the proposed methodology, we conducted experiments with 30,100 restaurant review datasets collected from Yelp, an online business review platform. We found that the proposed methodology outperforms traditional PET in all aspects of accuracy, stability, and learning efficiency.

Linguistic Characteristics of Domestic Men's Formal Wear Brand Names

  • Kwon, Hae-Sook
    • Journal of Fashion Business
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    • v.14 no.6
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    • pp.11-22
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    • 2010
  • The main purpose of this research was to examine the linguistic characteristics of domestic men's formal wear brand name. Four linguistic characteristics of language type, combined structure type of language, word class, length of brand name were investigated in this research and also examined the difference between brand type. For sample selection, the 209 men's fashion brands were selected from '2009 Korea Fashion Yearbook' and then, 25 brands which could not collect proper informations about the brand name or naming were excluded. Among total 184 men's brand names, 66 men's formal wear brands were selected and studied. For data analysis, quantitative evaluation of the frequency and qualitative evaluation have been used. The result as follows.; (1) Seven language types were found in domestic men's formal wear brand names. English has been used the most, then followed by Italian and French. (2) For combined structure type of brand name language, the single word used the most, followed by separately combined word type, artificially combined word, and unified word type. (3) The most frequently used the type of word class was noun, and followed by phrase, adjective, and verb. In the noun type, 6 different types which expressed a person, concrete & abstract entity, place, acronym, and neologic were found. For phrase, only noun type was appeared, however, 6 out of 20 phrases were abbreviated type. All eight adjective brand names implied an attributive character of the brand such as 'Dainty' or 'Solus(Solo)'. (4) The long name used most and then followed by normal and short length of brand name. Looking by the number of syllable, 4 syllables appeared the most and then followed by 3, 5, 6, 2 & 7 showed the same rate, and 8 syllables. (5) The result which compared the difference according to each brand type showed a difference in its language type, language combined style, word class, but length of brand name.