• 제목/요약/키워드: Natural Computing

검색결과 331건 처리시간 0.021초

다중 스케일 그라디언트 조건부 적대적 생성 신경망을 활용한 문장 기반 영상 생성 기법 (Text-to-Face Generation Using Multi-Scale Gradients Conditional Generative Adversarial Networks)

  • ;;추현승
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2021년도 추계학술발표대회
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    • pp.764-767
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    • 2021
  • While Generative Adversarial Networks (GANs) have seen huge success in image synthesis tasks, synthesizing high-quality images from text descriptions is a challenging problem in computer vision. This paper proposes a method named Text-to-Face Generation Using Multi-Scale Gradients for Conditional Generative Adversarial Networks (T2F-MSGGANs) that combines GANs and a natural language processing model to create human faces has features found in the input text. The proposed method addresses two problems of GANs: model collapse and training instability by investigating how gradients at multiple scales can be used to generate high-resolution images. We show that T2F-MSGGANs converge stably and generate good-quality images.

Semantic Feature Analysis for Multi-Label Text Classification on Topics of the Al-Quran Verses

  • Gugun Mediamer;Adiwijaya
    • Journal of Information Processing Systems
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    • 제20권1호
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    • pp.1-12
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    • 2024
  • Nowadays, Islamic content is widely used in research, including Hadith and the Al-Quran. Both are mostly used in the field of natural language processing, especially in text classification research. One of the difficulties in learning the Al-Quran is ambiguity, while the Al-Quran is used as the main source of Islamic law and the life guidance of a Muslim in the world. This research was proposed to relieve people in learning the Al-Quran. We proposed a word embedding feature-based on Tensor Space Model as feature extraction, which is used to reduce the ambiguity. Based on the experiment results and the analysis, we prove that the proposed method yields the best performance with the Hamming loss 0.10317.

클라우드 컴퓨팅 서비스의 도입특성이 조직의 성과기대 및 사용의도에 미치는 영향에 관한 연구: 혁신확산 이론 관점 (A Study on the Effect of the Introduction Characteristics of Cloud Computing Services on the Performance Expectancy and the Intention to Use: From the Perspective of the Innovation Diffusion Theory)

  • 임재수;오재인
    • Asia pacific journal of information systems
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    • 제22권3호
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    • pp.99-124
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    • 2012
  • Our society has long been talking about necessity for innovation. Since companies in particular need to carry out business innovation in their overall processes, they have attempted to apply many innovation factors on sites and become to pay more attention to their innovation. In order to achieve this goal, companies has applied various information technologies (IT) on sites as a means of innovation, and consequently IT have been greatly developed. It is natural for the field of IT to have faced another revolution which is called cloud computing, which is expected to result in innovative changes in software application via the Internet, data storing, the use of devices, and their operations. As a vehicle of innovation, cloud computing is expected to lead the changes and advancement of our society and the business world. Although many scholars have researched on a variety of topics regarding the innovation via IT, few studies have dealt with the issue of could computing as IT. Thus, the purpose of this paper is to set the variables of innovation attributes based on the previous articles as the characteristic variables and clarify how these variables affect "Performance Expectancy" of companies and the intention of using cloud computing. The result from the analysis of data collected in this study is as follows. The study utilized a research model developed on the innovation diffusion theory to identify influences on the adaptation and spreading IT for cloud computing services. Second, this study summarized the characteristics of cloud computing services as a new concept that introduces innovation at its early stage of adaptation for companies. Third, a theoretical model is provided that relates to the future innovation by suggesting variables for innovation characteristics to adopt cloud computing services. Finally, this study identified the factors affecting expectation and the intention to use the cloud computing service for the companies that consider adopting the cloud computing service. As the parameter and dependent variable respectively, the study deploys the independent variables that are aligned with the characteristics of the cloud computing services based on the innovation diffusion model, and utilizes the expectation for performance and Intention to Use based on the UTAUT theory. Independent variables for the research model include Relative Advantage, Complexity, Compatibility, Cost Saving, Trialability, and Observability. In addition, 'Acceptance for Adaptation' is applied as an adjustment variable to verify the influences on the expected performances from the cloud computing service. The validity of the research model was secured by performing factor analysis and reliability analysis. After confirmatory factor analysis is conducted using AMOS 7.0, the 20 hypotheses are verified through the analysis of the structural equation model, accepting 12 hypotheses among 20. For example, Relative Advantage turned out to have the positive effect both on Individual Performance and on Strategic Performance from the verification of hypothesis, while it showed meaningful correlation to affect Intention to Use directly. This indicates that many articles on the diffusion related Relative Advantage as the most important factor to predict the rate to accept innovation. From the viewpoint of the influence on Performance Expectancy among Compatibility and Cost Saving, Compatibility has the positive effect on both Individual Performance and on Strategic Performance, while it showed meaningful correlation with Intention to Use. However, the topic of the cloud computing service has become a strategic issue for adoption in companies, Cost Saving turns out to affect Individual Performance without a significant influence on Intention to Use. This indicates that companies expect practical performances such as time and cost saving and financial improvements through the adoption of the cloud computing service in the environment of the budget squeezing from the global economic crisis from 2008. Likewise, this positively affects the strategic performance in companies. In terms of effects, Trialability is proved to give no effects on Performance Expectancy. This indicates that the participants of the survey are willing to afford the risk from the high uncertainty caused by innovation, because they positively pursue information about new ideas as innovators and early adopter. In addition, they believe it is unnecessary to test the cloud computing service before the adoption, because there are various types of the cloud computing service. However, Observability positively affected both Individual Performance and Strategic Performance. It also showed meaningful correlation with Intention to Use. From the analysis of the direct effects on Intention to Use by innovative characteristics for the cloud computing service except the parameters, the innovative characteristics for the cloud computing service showed the positive influence on Relative Advantage, Compatibility and Observability while Complexity, Cost saving and the likelihood for the attempt did not affect Intention to Use. While the practical verification that was believed to be the most important factor on Performance Expectancy by characteristics for cloud computing service, Relative Advantage, Compatibility and Observability showed significant correlation with the various causes and effect analysis. Cost Saving showed a significant relation with Strategic Performance in companies, which indicates that the cost to build and operate IT is the burden of the management. Thus, the cloud computing service reflected the expectation as an alternative to reduce the investment and operational cost for IT infrastructure due to the recent economic crisis. The cloud computing service is not pervasive in the business world, but it is rapidly spreading all over the world, because of its inherited merits and benefits. Moreover, results of this research regarding the diffusion innovation are more or less different from those of the existing articles. This seems to be caused by the fact that the cloud computing service has a strong innovative factor that results in a new paradigm shift while most IT that are based on the theory of innovation diffusion are limited to companies and organizations. In addition, the participants in this study are believed to play an important role as innovators and early adapters to introduce the cloud computing service and to have competency to afford higher uncertainty for innovation. In conclusion, the introduction of the cloud computing service is a critical issue in the business world.

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기하학적 평균 필터에 의한 자연스러운 움직임 편집 (On Natural Motion Editing by a Geometric Mean Filter)

  • 김진옥
    • 인터넷정보학회논문지
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    • 제4권2호
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    • pp.31-37
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    • 2003
  • 최근 움직임 포착 시스템은 애니메이션 연구 분야에 가장 활발하게 적용되고 있다. 움직임 데이터의 포착은 움직임 포착 시스템은 실제 배우의 움직임과 연결하여 이루어진다. 본 연구는 기하학적 평균 필터를 이용하여 움직임 데이터를 편집하는 방법에 대해 다룬다. 포착한 움직임 데이터에 잡음이 끼면 부자연스러운 동작을 생성하기 때문에 동작을 자연스럽게 만들어 내는 중간 과정이 필요한데 기하학적 평균 필터를 이용하여 자연스러운 동작을 생성할 수 있도록 한 것이다. 실험 결과는 기하학적 평균필터가 다양한 공간필터 중에서 움직임 데이터의 잡음을 제거하는데 가장 우수함을 보여준다. 본 연구의 제안 방법은 실시간 애니메이션, 가상현신, 3D 응용분야등에 다양하게 응용 가능하다.

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복합 웹 서비스를 위한 자연어 인터페이스 (Natural Language Interface for Composite Web Services)

  • 임종현;이경호
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
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    • 제16권2호
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    • pp.144-156
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    • 2010
  • 복합 웹 서비스를 이용하고자 하는 사용자의 요구가 늘어나고 있지만 유비쿼터스 환경에서 일반 사용자들이 쉽게 복합 웹 서비스를 사용할 수 있는 환경은 마련되지 않고 있다. 본 논문에서는 웹 서비스에 대한 기술적인 지식이 없는 일반인들도 쉽게 자신의 요구사항을 표현 가능한 자연어 기반의 사용자 친화적인 인터페이스를 제안한다. 특히 사용자의 표현을 효율적으로 분석하기 위해 사용자의 문장으로부터 정교한 수준의 복합적인 워크플로우를 추출하고, 문장 분석을 통해 적합한 서비스를 찾는 방법을 제안한다. 특히 많은 제어 구문과 구절로 이루어진 복잡한 문장으로부터 정교한 수준의 추상 워크플로우를 추출한다.

A Prototype Virtual Network Embedding System using OpenStack

  • Fukushima, Yukinobu;Sato, Kohei;Goda, Itsuho;Ryu, Heung-Gyoon;Yokohira, Tokumi
    • IEIE Transactions on Smart Processing and Computing
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    • 제6권1호
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    • pp.60-65
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    • 2017
  • Network virtualization enables us to make efficient use of resources in a physical network by embedding multiple virtual networks in the physical network. In this paper, we develop a prototype of a virtual network embedding system. Our system consists of OpenStack, which is an open source cloud service platform, and shell scripts. Because OpenStack does not provide a quality of service control function, we realize bandwidth reservation for virtual links by making use of the ingress policing function of Open vSwitch, which is a virtual switch used in OpenStack. The shell scripts in our system automatically construct the required virtual network on the physical network using the OpenStack command-line interface, and they reserve bandwidth for virtual links using the Open vSwitch command. Experimental evaluation confirms that our system constructs the requested virtual network and appropriately allocates node and link resources to it.

지역 극좌표계를 이용한 임의 형상 자유단 평판의 자유진동해석을 위한 무요소법 개발 (Development of Meshless Method for Free Vibration Analysis of Arbitrarily Shaped Free Plates Using Local Polar Coordinates)

  • 강상욱
    • 한국소음진동공학회논문집
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    • 제18권6호
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    • pp.674-680
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    • 2008
  • A new meshless method for obtaining natural frequencies of arbitrarily shaped plates with the free boundary condition is introduced in the paper. In order to improve the characteristics of convergence and accuracy of the method, a special local polar coordinates system is devised and located for each of nodes distributed along the boundary of the plate of interest. In addition, a new way of decreasing the size of the system matrix that gives natural frequencies of the plate is employed to reduce the amount of numerical calculations, which is needed for computing the determinant of the system matrix. Finally the excellence of the characteristics of convergence and accuracy of the method is shown in several case studies, which indicate that natural frequencies by the proposed method are very accurate and converged swiftly to exact values as the number of boundary nodes increases.

기하학적 평균 필터에 의한 자연스러운 움직임 편집 (On Natural Motion Editing by a Geometric Mean Filter)

  • 김진옥
    • 인터넷정보학회논문지
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    • 제5권2호
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    • pp.41-47
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    • 2004
  • 최근 움직임 포착 시스템은 애니메이션 연구 분야에 가장 활발하게 적용되고 있다. 움직임 데이터의 포착은 움직임 포착 시스템을 실제 배우의 움직임과 연결하여 이루어진다. 본 연구는 기하학적 평균 필터를 이용하여 움직임 데이터를 편집하는 방법에 대해 다룬다. 포착한 움직임 데이터에 잡음이 끼면 부자연스러운 동작을 생성하기 때문에 동작을 자연스럽게 만들어 내는 중간 과정이 필요한데 기하학적 평균 필터를 이용하여 자연스러운 동작을 생성할 수 있도록 한 것이다. 실험 결과는 기하학적 평균필터가 다양한 공간필터 중에서 움직임 데이터의 잡음을 제거하는데 가장 우수함을 보여준다. 본 연구의 제안 방법은 실시간 애니메이션, 가상현실, 3D 응용분야등에 다양하게 응용 가능하다.

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2차원 중합전 일반화된-막 구조보정 (2D Prestack Generalized-screen Migration)

  • 송호철;설순지;변중무
    • 지구물리와물리탐사
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    • 제13권4호
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    • pp.315-322
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    • 2010
  • 위상막 구조보정과 split-step Fourier 구조보정은 주파수-파수, 주파수-공간 영역에서 단방향 파동방정식을 이용하여 빠른 계산 속도로 수평적 속도변화를 고려할 수 있는 구조보정이다. 일반화된-막(generalized-screen) 구조보정은 주파수-파수영역에서 수직전파를 가정하는 위의 두 구조보정과는 달리 수직전파를 가정하지 않고, 지수함수의 무한급수 전개를 이용한다. 또한 수직느리기항의 테일러 급수전개를 일반화하여 고차항을 추가함으로써 급격한 속도변화를 갖는 지하구조에서 넓은 각으로 전파하는 파동장에 대한 정확도를 향상시켰다. 이 논문은 다양한 경사와 급격한 속도변화를 포함하는 복잡한 지하구조를 효율적으로 보다 정확하게 영상화하기 위하여 2차원 일반화된-막 구조보정에 대하여 연구하였다. 일정한 미소변량(constant perturbation)을 갖는 매질과 SEG/EAGE 암염돔을 모사한 모델에 대하여 일반화된-막 전파자와 위상막 전파자의 전파된 파동장을 비교한 결과, 일반화된-막 전파자가 파동장의 넓은각 전파에 대해 위상막 전파자보다 높은 정확도를 보였다. 또한 일반화된-막 전파자의 차수를 증가시킬수록 넓은 각으로 전파하는 파동장의 정확도가 향상되었다. 큰 수평적 속도변화와 급경사를 갖는 모델과 SEG/EAGE 암염돔 합성 탄성파탐사 자료에 대하여 일반화된-막 구조보정과 위상막 구조보정을 적용한 결과, 일반화된-막 구조보정이 속도변화가 크고 급격한 경사를 갖는 반사면을 보다 정확한 위치에 뚜렷하게 영상화하였다.

초등정보교육에서의 계산적사고 교육을 위한 언플러그드 컴퓨팅 방법에 관한 고찰 (The Research of Unplugged Computing Method for Computational Thinking in Elementary Informatics Education)

  • 한병래
    • 정보교육학회논문지
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    • 제17권2호
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    • pp.147-156
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    • 2013
  • 컴퓨터과학은 정보처리의 연구, 자동화될 수 있는 것에 대한 연구, 컴퓨터계산의 연구, 자연적 인공적 모두의 정보처리의 연구로 발전하고 있다. 컴퓨터과학의 발전에 따라 정보교육의 모습도 변해 왔고, 최근에는 계산적사고 교육을 강조하고 있다. 본 논문은 정보교육의 발전과정을 살펴보고, 계산적사고의 교육방법으로 언플러그드 컴퓨팅을 적용하는 것에 대해 탐색해 본다. 연구자는 또한 언플러그드 컴퓨팅 방법을 적용하는데 있어서의 고려사항을 교사준비, 교육내용, 교수자원의 측면으로 나눠 살펴본다. 교사준비 측면에서는 교사의 인식전환, 컴퓨터과학 내용의 이해, 학생의 사고 촉진방법에 대한 이해가 필요하고, 내용 측면에서는 추상화 수준 설정, 내용 난이도 조절, 내용 심화 및 통합이 필요하다. 그리고 교수자원의 측면에서는 시간관리 및 자료준비 방법에 대한 고려도 필요하다.

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