• The KIPS Transactions:PartD
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• v.13D no.5 s.108
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• pp.717-724
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• 2006

The cost estimation of software is getting more important as the portion of software is increasing in acquiring weapon systems. However, the cost estimation of embedded software in a weapon system follows the cost estimation method for general purpose softwares and uses the PRICE S model as a tool. However, any validation result of the estimated cost through an evaluated software size is not well known. Hence, we propose an approach to estimate the cost through evaluating the embedded software site in weapon systems. In order to achieve our research goal, we evaluate the software size of using the line of codes and function points which are produced by the PRICE S model. Finally, we compare the estimated cost data the actual cost data provided by the production company. As a result, we propose an approach to estimate the size and the cost of embedded software in weapon systems which are not easy to estimate objectively. We also expect that the Proposed approach is used for the cost validation and negotiation in the acquisition of weapon systems in the future.

• The Journal of the Institute of Internet, Broadcasting and Communication
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• v.11 no.4
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• pp.113-118
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• 2011

Sequence homology analysis in the substances in the phenomenon of life is to create database by sorting and indexing and to demonstrate the usefulness of informatics. In this paper, Markov models are used in GenScan program to convert the pattern of complex eukaryotic protein sequences. It becomes impossible to navigate the minimum distance, complexity increases exponentially as the exact calculation. It is used scorecard in amino acid substitutions between similar amino acid substitutions to have a differential effect score, and is applied the Markov models sophisticated concealment of the transition probability model. As providing superior method to translate sequences homologous sequences in analysis using blast p, Markov models. is secreted protein structure of sequence translations.

• KIPS Transactions on Software and Data Engineering
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• v.11 no.6
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• pp.245-254
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• 2022

Proteins are the basic unit of all life activities, and understanding them is essential for studying life phenomena. Since the emergence of the machine learning methodology using artificial neural networks, many researchers have tried to predict the function of proteins using only protein sequences. Many combinations of deep learning models have been reported to academia, but the methods are different and there is no formal methodology, and they are tailored to different data, so there has never been a direct comparative analysis of which algorithms are more suitable for handling protein data. In this paper, the single model performance of each algorithm was compared and evaluated based on accuracy and speed by applying the same data to CNN, LSTM, and GRU models, which are the most frequently used representative algorithms in the convergence research field of predicting protein functions, and the final evaluation scale is presented as Micro Precision, Recall, and F1-score. The combined models CNN-LSTM and CNN-GRU models also were evaluated in the same way. Through this study, it was confirmed that the performance of LSTM as a single model is good in simple classification problems, overlapping CNN was suitable as a single model in complex classification problems, and the CNN-LSTM was relatively better as a combination model.

• Proceedings of the Korean Information Science Society Conference
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• 2000.10b
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• pp.39-41
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• 2000

S/W 산업 시대의 국방정보시스템은 대규모화되고 높은 실시간성과 정확성의 요구로 S/W의 복잡성이 증가하고 있으며, 요구되는 기능과 성능이 매우 다양해지고, 사용자의 요구사항도 매우 가변적인 방향으로 발전하고 있다. 본 논문에서는 국방정보시스템의 특성을 명확히 파악하고, 특성에 따라 국방정보시스템 S/W 개발비용 산정에 영향을 미치는 영향요소를 식별한 후, 기존의 '한소협' 모델을 바탕으로 S/W 개발비용 보정계수로 적용할 영향요소와 기능점수를 산정하기 위한 기술적 복잡도 요소로 재분류하였으며, 기존의 '한소협' 모델의 절차와 각종 보정계수의 적용방법을 국방정보시스템에 적합하도록 수정 보완하는 방식으로 국방정보시스템의 S/W 개발비용 산정 지원용 전문가시스템의 도메인 지식을 개발하였으며, 이러한 도메인 지식 개발은 궁극적으로 완벽한 전문가시스템 개발에 밑거름이 될 것이다.

• 한국IT서비스학회:학술대회논문집
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• 2006.05a
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• pp.71-77
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• 2006

1984년 폰노이만이 최초로 메로리에 저장된 프로그램을 이용하는 현대식 컴퓨터인 IBM SSEC를 발명한 이후, 거의 50여 년 동안 소프트웨어를 만드는 기술은 끊임없이 변화해 왔다. 최근 대두되고 있는 MDD/MDA 기술은 모델 및 코드 간의 자동변환을 통한 소프트웨어 개발생산성을 향상 시키기 위한 기술이다. 본 논문에서는 CBD 방법론으로 수행된 SI 프로젝트에서 MDD/MDA 기술 적용으로 인한 생산성 향상 효과를 기능점수 (Function Point) 관점에서 분석하여 제시한다. 또한 본 사례의 프로젝트에서 적용한 MDD/MDA적용 방법을 소개한다.

• Proceedings of the CALSEC Conference
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• 1999.11a
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• pp.108-116
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• 1999

최근 사이버 쇼핑몰에서 기업과 고객간의 제품 구매 활동을 도와주는 검색 에이전트 시스템에 대한 연구가 활성화되고 있다. 그러나 많은 비교 검색 에이전트 시스템들은 고객이 입력한 키워드 기반의 검색 목록만을 체공하고 있으며, 검색된 유사상품 목록 중에서 어떤 상품이 적합한지 선정해 주는 의사결정지원 기능은 충분히 제공하지 못하고 있다 본 논문에서는 인터넷 쇼핑몰 환경을 기반으로 키워드 입력에 의한 제품 검색뿐만 아니라 고객 선호도가 높은 제품 선정을 지원해 주는 의사결정지원 시스템을 제안한다. 제안한 의사결정지원 시스템은 고객이 입력한 각 속성들의 표준계수와 가중치를 점수화 하여 선호도가 높은 상품을 우선적으로 제시함으로써 고객의 상품 선정을 위한 의사결정을 지원하도록 하였으며, 또한 각 속성별 다양한 반영 비율에 따라 어느 제품이 전체적으로 적합한지를 분석하는 민감도 분석 기능을 추가하였다.

• Proceedings of the Korea Information Processing Society Conference
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• 2003.11c
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• pp.1811-1814
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• 2003

CC는 정보보호시스템의 국제표준이며 CC평가 및 인증체계에서는 평가기관을 운영하며 평가기관에서는 적정한 평가비 산정을 위한 근거가 필요하다. 본 연구에서는 CC기준과 기존의 PP 및 ST만을 바탕으로 하여 제품유형별 및 보증수준별 평가업무량의 상대적 배수를 평가실무자들의 경험, 보안기능의 사용율 개념, 기능점수방법 등을 이용하여 산정하였다. 본 결과는 CC평가환경에서 정보보호제품의 평가비 및 기간의 산정을 위한 기본자료로 활용될 수 있다.

• The KIPS Transactions:PartD
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• v.8D no.3
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• pp.241-246
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• 2001

Area of software measurement in software engineering is active more than thirty years. There is a huge collection of researches but still no a concrete software cost estimation model. If we want to measure the cost-effort of a software project, we need to estimate the size of the software. A number of software metrics are identified in the literature ; the most frequently cited measures are LOC(line of code) and FPA(function point analysis). The FPA approach has features that overcome the major problems with using LOC as a measure of system size. This paper presents an neural networks(NN) models that related software development effort to software size measured in FPs and function element types. The research describes appropriate NN modeling in the context of a case study for 24 software development projects. Also, this paper compared the NN model with a regression analysis model and found the NN model has better estimative accuracy.

• Journal of the Korea Institute of Information Security & Cryptology
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• v.14 no.1
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• pp.25-34
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• 2004

Common Criteria(CC, ISO/IEC 15408) is an international standard for evaluation of Information Suity Systems(ISS). There need a suitable evidence of estimation of evaluation cost in an evaluation facility under the CC-based evaluation and assurance scheme. In this paper, we propose an evaluation effort model, which is based not only on assurance-level but also on product-type of ISS, by means of real experience of real evaluators, use-ratio concept and the Function Point of security function. The model is based not on a real evaluation environment of evaluation facility, but on CC, public PPs and product specific STs. Our result might be used as a basic model for estimation of evaluation cost and time of ISS in an CC-based evaluation and assurance scheme.

• Journal of Digital Convergence
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• v.16 no.11
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• pp.167-175
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• 2018

By conducting multiple regression analysis, we analyzed the major independent factors affecting user convenience and emotional factors, and identified the important functional elements in the design of the VR device, so that the functional elements to be developed can be grasped in advance. As a result of the study, satisfaction of handling of VR bicycle and satisfaction of speed control by paddling were considered as the most important technical factors as independent factors which have the greatest influence on user convenience and emotional factor among technical satisfaction. Also, it is possible to increase the probabilities of successful design by setting a model that predicts user convenience and the emotional part from the technical factors.