• Title/Summary/Keyword: prior 모델

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Simulator Development and Analysis for Signal Flow Pathway in Vertebrate Retina (척추동물 망막의 신호 전달 경로 시뮬레이터 개발 및 분석)

  • Baek, Seungbum;Jang, Young-Jo;Cho, Kyoungrok
    • The Journal of the Korea Contents Association
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    • v.18 no.11
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    • pp.655-664
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    • 2018
  • Retina transforms the external light into electrical signal that stimulates visual cortex of the brain. Electrical modeling of the retina is useful to understand its structure and action that is a prerequisite to implement the retina as a hardware device. This paper introduces a 2-D electrical network model of vertebrate's retina considering signal pathway of retinal cells and synapses. We implemented a simulator of the retina based on the electrical network model to analyze its operation under various circumstances. Compared to the prior studies, It might contribute designing of artificial retina device in terms of that this study specifically observed input and output reactions of each cell and synapse node under various light intensity on the retina.

A Fuzzing Seed Generation Technique Using Natural Language Processing Model (자연어 처리 모델을 활용한 퍼징 시드 생성 기법)

  • Kim, DongYonug;Jeon, SangHoon;Ryu, MinSoo;Kim, Huy Kang
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.32 no.2
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    • pp.417-437
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    • 2022
  • The quality of the fuzzing seed file is one of the important factors to discover vulnerabilities faster. Although the prior seed generation paradigm, using dynamic taint analysis and symbolic execution techniques, enhanced fuzzing efficiency, the yare not extensively applied owing to their high complexity and need for expertise. This study proposed the DDRFuzz system, which creates seed files based on sequence-to-sequence models. We evaluated DDRFuzz on five open-source applications that used multimedia input files. Following experimental results, DDRFuzz showed the best performance compared with the state-of-the-art studies in terms of fuzzing efficiency.

A Study on the effects of business model and product innovation on the performance of firms in mobile ecosystem (모바일 생태계에서 비즈니스 모델과 제품혁신이 기업성과에 미치는 영향에 관한 연구)

  • Kim, Il-Kyong
    • Journal of the Korea Convergence Society
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    • v.11 no.10
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    • pp.243-255
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    • 2020
  • The purpose of this study is to present the factors that affect business model and product innovation on the enterprise performance of the mobile ecosystem, and to confirm the results of whether they have an effect. To this end, through prior research, business model factors and product innovation factors were defined in the mobile ecosystem that was the mother of the 4th industry, and a hypothesis that each factor will affect corporate performance was established. Through the exploratory surveys and interviews, the value proposition of the business model proved to have a positive (+) effect on the financial and non-disaster performance of the company, and the innovation was proved to have a positive (+) effect on the non-financial performance of the company. It was analyzed that the price competitiveness of product innovation had a positive (+) effect on the financial factors of a company, and the initial market entry had a positive (+) effect on the non-financial factors. With this study, we propose the criteria for reviewing the performance of companies that are rapidly competing in the 4th industrial revolution in terms of business model and product innovation.

A Business Model Development System of National Research and Development Environment: The Case of Korean Land Spatialization Group (국가연구개발 환경에서의 비즈니스 모델 개발 체계: 지능형국토정보기술혁신사업을 중심으로)

  • Park, Seung-Wook;Hong, Jin-Won;Bae, Sang-Keun;Kim, Young-Soo
    • 한국벤처창업학회:학술대회논문집
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    • 2009.10a
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    • pp.51-78
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    • 2009
  • Nowaday, management of research and development(R&D) projects is focused on promotion of performance-centric R&D by market and customer-oriented R&D and commercialization, and this tendency is also appeared in national R&D projects. For the commercialization of R&D outcomes, market demand-centric R&D, establishment of commercialization plan in R&D planning and carrying out phase, and communication with external stakeholders are needed, and these activities can be performed more effectively by developing business model. However, systematical procedure for developing business model in national R&D environment haven't suggested by prior researches. Therefore, we propose a business model development system that is reflect characteristics of national R&D environment and perspectives of technology researchers and commercialization experts. Research result is expected to be usefully applied as a guideline for developing business model in national R&D projects.

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Implementation of Mobile IPv6 Fast Authorization for Real-time Prepaid Service (실시간 선불 서비스를 위한 모바일 IPv6 권한검증 구현)

  • Kim Hyun-Gon
    • Journal of Internet Computing and Services
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    • v.7 no.1
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    • pp.121-130
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    • 2006
  • In next generation wireless networks, an application must be capable of rating service information in real-time and prior to initiation of the service it is necessary to check whether the end user's account provides coverage for the requested service. However, to provide prepaid services effectively, credit-control should have minimal latency. In an endeavor to support real-time credit-control for Mobile IPv6 (MIPv6), we design an implementation architecture model of credit-control authorization. The proposed integrated model combines a typical credit-control authorization procedure into the MIPv6 authentication procedure. We implement it on a single server for minimal latency. Thus, the server can perform credit-control authorization and MIPv6 authentication simultaneously. Implementation details are described as software blocks and units. In order to verify the feasibility of the proposed model. latency of credit-control authorization is measured according to various Extensible Authentication Protocol (EAP) authentication mechanisms. The performance results indicate that the proposed approach has considerably low latency compared with the existing separated models, in which credit-control authorization is separated from the MIPv6 authentication.

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Enhancing LoRA Fine-tuning Performance Using Curriculum Learning

  • Daegeon Kim;Namgyu Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.3
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    • pp.43-54
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    • 2024
  • Recently, there has been a lot of research on utilizing Language Models, and Large Language Models have achieved innovative results in various tasks. However, the practical application faces limitations due to the constrained resources and costs required to utilize Large Language Models. Consequently, there has been recent attention towards methods to effectively utilize models within given resources. Curriculum Learning, a methodology that categorizes training data according to difficulty and learns sequentially, has been attracting attention, but it has the limitation that the method of measuring difficulty is complex or not universal. Therefore, in this study, we propose a methodology based on data heterogeneity-based Curriculum Learning that measures the difficulty of data using reliable prior information and facilitates easy utilization across various tasks. To evaluate the performance of the proposed methodology, experiments were conducted using 5,000 specialized documents in the field of information communication technology and 4,917 documents in the field of healthcare. The results confirm that the proposed methodology outperforms traditional fine-tuning in terms of classification accuracy in both LoRA fine-tuning and full fine-tuning.

Effect of Pretreatments on the Drying Characteristics of Dried Vegetables (전처리 방법에 따른 채소류의 열풍건조특성)

  • Youn, Kwang-Sup;Bae, Dong-Ho;Choi, Yong-Hee
    • Korean Journal of Food Science and Technology
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    • v.29 no.2
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    • pp.292-301
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    • 1997
  • In drying process, to minimize the quality degradation by improved drying process and pretreatment methods, carrots, cabbages and radishes were dried and rehydrated. Physico-chemical properties of product were analyzed to determine the optimum pretreatment method and drying models were applied to explain drying mechanisms. Microwave, steam and water were used prior to drying as blanching method. In consideration of physical properties, optimum treatment time was decided that microwave was 1 min, steam and water were each 10 min. Control, steam, water, microwave and osmotic dehydration were treated prior to drying as pretreatment individually, osmotic dehydration was lower than the other treatmemt in drying efficiency, but carotene content was higher than the others. The effect continued after rehydration. Ten panelists tested dried and rehydrated carrots. After rehydration, the quality of air dried product with osmotic dehydration was superior to freeze dried without treatment. The fittness of drying models were conducted in order to explain the mechanism of drying each process. Quadratic model was most fittable to explain during drying. However, in rehydration process, no fittable model was found.

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A Study on the Effects of Intrinsic Motivation, Extrinsic Motivation and Pre-knowledge of Office Workers on the Hybrid Start-up Intention (직장인의 내재적 동기, 외재적 동기와 사전지식이 Hybrid 창업의도에 미치는 영향 연구)

  • Yun, Kyung-Ho;You, Yen-Yoo;Park, In-Chae;Park, Hyun-Sung
    • Journal of Convergence for Information Technology
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    • v.11 no.6
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    • pp.83-98
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    • 2021
  • This study identified the influence of employees' hybrid start-up intention (intention to start a business while maintaining a job) on the employees' self-determination motivation (intrinsic motivation, extrinsic motivation) and prior knowledge through the Model of Goal-directed Behavior (MGB). We used a PLS-SEM called SmartPLS 3.0 for 126 valid samples collected by judgement extraction for office workers throughout June 13, 2020 to July 3, 2020, and empirically evaluated the measurement model (internal consistency reliability, convergent and discriminant validity) and the structural model (multicollinearity, determination coefficient, effect size, predictive relevance, etc.). Only the intrinsic motivation for realizing the hybrid start-up goal of office workers had a significant impact on the hybrid start-up attitude and subjective norms, and the prior knowledge of hybrid start-up had a significant impact on the hybrid start-up desire and the hybrid start-up intention. In order to induce hybrid start-ups for workers with unstable employment, we need systems and programs that can inspire employees with intrinsic motivation and knowledge about hybrid start-up, so follow-up researches are necessary to analyze about government systems and consulting support that can promote hybrid start-up.

LDA Topic Modeling and Recommendation of Similar Patent Document Using Word2vec (LDA 토픽 모델링과 Word2vec을 활용한 유사 특허문서 추천연구)

  • Apgil Lee;Keunho Choi;Gunwoo Kim
    • Information Systems Review
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    • v.22 no.1
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    • pp.17-31
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    • 2020
  • With the start of the fourth industrial revolution era, technologies of various fields are merged and new types of technologies and products are being developed. In addition, the importance of the registration of intellectual property rights and patent registration to gain market dominance of them is increasing in oversea as well as in domestic. Accordingly, the number of patents to be processed per examiner is increasing every year, so time and cost for prior art research are increasing. Therefore, a number of researches have been carried out to reduce examination time and cost for patent-pending technology. This paper proposes a method to calculate the degree of similarity among patent documents of the same priority claim when a plurality of patent rights priority claims are filed and to provide them to the examiner and the patent applicant. To this end, we preprocessed the data of the existing irregular patent documents, used Word2vec to obtain similarity between patent documents, and then proposed recommendation model that recommends a similar patent document in descending order of score. This makes it possible to promptly refer to the examination history of patent documents judged to be similar at the time of examination by the examiner, thereby reducing the burden of work and enabling efficient search in the applicant's prior art research. We expect it will contribute greatly.

Exploring the Lawyers' Legal Information Seeking Behaviors for the Law Practice (법무실무를 위한 변호사의 법률정보 추구행태 탐구)

  • Kim, Ji-Hyun;Seo, Eun-Gyoung
    • Journal of the Korean Society for information Management
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    • v.32 no.4
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    • pp.55-76
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    • 2015
  • The prior studies on the practical lawyer's information seeking behaviors, including Leckie et al. (1996) model showed that role of the work and nature of the work in attorney's practices had an significant influence on the attorney's information seeking behaviors. This study now asks if these prior analyses can be applicable to attorneys' practices nowadays. This study performed surveys and interviews with 21 practical attorneys in korea who were grouped by their experience period and the size of law firms. This study concludes that role of the work in Leckie et al. model still affects the attorneys' information seeking behaviors today and moreover, the attorney's experience and the size of law firms as variables also have made an impact on attorney's behaviors so far. By the way, this study further finds that the attorneys prefer the digital information in online database and formal information like statutes or case laws. These results are definitely different from them of the prior studies. In addition, this study suggests that the behavior such as meaningful using of the informal information in difficulties with improper information can be kinds of the attorney's information seeking behaviors.