• 제목/요약/키워드: Examples

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질의 효율적인 의사 결정 공격을 통한 오디오 적대적 예제 생성 연구 (Generating Audio Adversarial Examples Using a Query-Efficient Decision-Based Attack)

  • 서성관;문현준;손배훈;윤주범
    • 정보보호학회논문지
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    • 제32권1호
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    • pp.89-98
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    • 2022
  • 딥러닝 기술이 여러 분야에 적용되면서 딥러닝 모델의 보안 문제인 적대적 공격기법 연구가 활발히 진행되었다. 적대적 공격은 이미지 분야에서 주로 연구가 되었는데 최근에는 모델의 분류 결과만 있으면 공격이 가능한 의사 결정 공격기법까지 발전했다. 그러나 오디오 분야의 경우 적대적 공격을 적용하는 연구가 비교적 더디게 이루어지고 있는데 본 논문에서는 오디오 분야에 최신 의사 결정 공격기법을 적용하고 개선한다. 최신 의사 결정 공격기법은 기울기 근사를 위해 많은 질의 수가 필요로 하는 단점이 있는데 본 논문에서는 기울기 근사에 필요한 벡터 탐색 공간을 축소하여 질의 효율성을 높인다. 실험 결과 최신 의사 결정 공격기법보다 공격 성공률을 50% 높였고, 원본 오디오와 적대적 예제의 차이를 75% 줄여 같은 질의 수 대비 더욱 작은 노이즈로 적대적 예제가 생성 가능함을 입증하였다.

연합학습에서의 손실함수의 적응적 선택을 통한 효과적인 적대적 학습 (Effective Adversarial Training by Adaptive Selection of Loss Function in Federated Learning)

  • 이수철
    • 인터넷정보학회논문지
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    • 제25권2호
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    • pp.1-9
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    • 2024
  • 연합학습은 보안 및 프라이버시 측면에서 중앙 집중식 방법보다 안전하도록 설계되었음에도 불구하고 여전히 많은 취약점을 내재한다. 적대적 공격(adversarial attack)을 수행하는 공격자는 신중하게 제작된 입력 데이터, 즉 적대적 예제(adversarial examples)를 클라이언트의 학습 데이터에 주입하여 딥러닝 모델을 의도적으로 조작하여 오분류를 유도한다. 이에 대한 보편적인 방어 전략은 이른바 적대적 학습(adversarial training)으로 적대적 예제들의 특성을 선제적으로 모델에 학습시키는 것이다. 기존의 연구에서는 모든 클라이언트가 적대적 공격 하에 있는 상황을 가정하는데 연합학습의 클라이언트 수가 매우 많음을 고려하면 실제와는 거리가 있다. 본 논문에서는 클라이언트의 일부가 공격 하에 있는 시나리오에서 적대적 학습의 양상을 실험적으로 살핀다. 우리는 실험을 통해 적대적 예제에 대한 분류 정확도가 증가하면 정상 샘플에 대한 분류 정확도의 감소하는 트레이드오프 관계를 가짐을 밝혔다. 이러한 트레이드오프 관계를 효과적으로 활용하기 위해 클라이언트가 자신이 공격받는지 여부에 따라 손실함수를 적응적으로 선택하여 적대적 학습을 수행하는 방법을 제시한다.

A framework for distributed analytical and hybrid simulations

  • Kwon, Oh-Sung;Elnashai, Amr S.;Spencer, Billie F.
    • Structural Engineering and Mechanics
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    • 제30권3호
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    • pp.331-350
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    • 2008
  • A framework for multi-platform analytical and multi-component hybrid (testing-analysis) simulations is described in this paper and illustrated with several application examples. The framework allows the integration of various analytical platforms and geographically distributed experimental facilities into a comprehensive pseudo-dynamic hybrid simulation. The object-oriented architecture of the framework enables easy inclusion of new analysis platforms or experimental models, and the addition of a multitude of auxiliary components, such as data acquisition and camera control. Four application examples are given, namely; (i) multi-platform analysis of a bridge with soil and structural models, (ii) multiplatform, multi-resolution analysis of a high-rise building, (iii) three-site small scale frame hybrid simulation, and (iv) three-site large scale bridge hybrid simulation. These simulations serve as illustrative examples of collaborative research among geographically distributed researchers employing different analysis platforms and testing equipment. The versatility of the framework, ease of including additional modules and the wide application potential demonstrated in the paper provide a rich research environment for structural and geotechnical engineering.

문제풀이의 오류, 결점, 모순을 이용한 대학수학 학습지도 (The Significance of Mistakes and Fallacies in Teaching College Mathematics)

  • 김병무
    • 한국수학교육학회지시리즈E:수학교육논문집
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    • 제21권2호
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    • pp.125-152
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    • 2007
  • 대학수학 학습지도에서 문제풀이가 잘못된 경우를 9개 영역으로 분류하고 각 영역마다 잘못이 일어나는 과정에 대한 세부 문항과 내용을 제시하고 오류를 지적해보도록 유도하며 올바른 문제풀이에 이르는 길을 확인하는 기회를 갖도록 한다. 이들 학습자료가 주는 중요한 의미를 여덟 가지로 요약하여 대학수학의 이해에 도움을 주고 대학수학 학습의 동기부여와 흥미를 느끼도록 안내하며 잘못된 풀이나 실수의 확인이 중요함을 일깨우고 분석하게 하여 깊이 있고 여유로운 수학학습을 생각할 기회를 제공한다.

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상호결합 방식에 의한 패션 디자인의 외형 변화 연구 (A Study on the Transfiguration in Fashion Design by the Mutual Combination)

  • 양희영;김소영
    • 한국의상디자인학회지
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    • 제12권1호
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    • pp.103-116
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    • 2010
  • In view of our contemporary fashion, it is found that crossover between clothing and other items leads to creation of a new design and crossover of various cultural codes, ultimately creating a multicultural clothing design or any external outline of emerging costume designs by attempting mutual combination with other fields. Starting from a viewpoint that mutual combination style has significant effects on our contemporary fashion designs, this study intends to characterize external aspects of fashion design that changes through mutual combination style. This study focused upon analyzing costumes released by contemporary fashion designers after 2000, and addressed a variety of mutual combination styles. It gives various examples on mutual combination in fashion, seeking first to look into typical examples of mutual combination styling between fashion and art, between fashion and space and between fashion and technology. Based on those examples, this study classified crossover styles into 6 major categories such as attachment, suspension, modification, fusion, association and embedment. As a result, this study comes to a conclusion that external changes by mutual combination are characterized largely by overlap, simultaneity and deconstruction.

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초등 수학교과서의 삼각형의 개념에 대한 예 공간의 분석 (An Analysis on the Example Spaces of the Concepts of Triangles in the Korean Elementary Mathematics Textbooks)

  • 박만구
    • 한국학교수학회논문집
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    • 제13권1호
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    • pp.143-161
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    • 2010
  • 본 연구의 목적은 초등학교 수학교과서 2학년에서 삼각형의 개념을 지도하기 위하여 제시하고 있는 예를 분석하고, 학생들에게 도형의 개념 지도에 있어서의 예 공간의 의미와 시사점을 제시하는데 있다. 한국에서 수학교과서는 교수-학습 과정에서 주요한 자료의 하나로 교실에서의 교수-학습 방법과 질에 큰 영향을 주게 된다. 그런데 초등학교 수학교과서에 나타난 삼각형 개념의 제시는 제한된 예 공간에서의 예들을 제시하고 있다. 학생들로 하여금 삼각형의 개념을 보다 명확히 이해하도록 돕기 위해서 교과서에서 보다 풍부한 예들의 제공할 필요가 있고 학습자로 하여금 보다 풍부한 예 공간의 생성 및 교실에서의 교수-학습과의 연계성의 연구가 필요함을 제안하였다.

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분양가 자율화이후 공동주택 단위평면의 변화경향에 관한 연구 (A Study of Transformation tendency of an Apartment Unit Plan after The Enforcement of Price Deregulation)

  • 고영석;권영;김용성
    • 한국실내디자인학회:학술대회논문집
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    • 한국실내디자인학회 2003년도 춘계학술발표대회 논문집
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    • pp.74-77
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    • 2003
  • After the Enforcement of Price Deregulation of Apartment, Apartment house get down to originality goods, The Housing Market have reorganized the nucleus by a user, have demanding the development for discriminative unit plan. The purpose of this study is that before and after the Price Decontrol of Apartment take part a variety of unit plan, search for transformation factor and analyze into the tendency of the distinction plan of Housing Goods. Before and after the Price Decontrol of Apartment, Apartment unit have analyzed from 85 $m^2$ till 152 $m^2$ private area; ten corporations of civil construction' unit in Seoul and The national capital region supply apartment, will supply apartment. For selected examples, first, unit plan is normalized from the ratio of front to side wall, bay, a Room' organization and a kind of Room, number, and for examples of unit plan of apartment, the examples were analyzed with respect to change of a Room' organization and the number of a room and the ratio of front wall to side wall for item investigated. Finally, I search out course of transformation tendency of an apartment unit plan after Enforcement of Price Deregulation and analyzed a factor. The results of the study are follows, after Enforcement of Price Deregulation, unit plan of apartment lead to change lay out, to secure each family's privacy, to secure feeling for open hearted, tendency of flexibility.

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등가하중법을 이용한 비선형 반응 구조최적설계 사례연구 (Case Studies of Nonlinear Response Structural Optimization Using Equivalent Loads)

  • 김용일;박경진
    • 대한기계학회논문집A
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    • 제31권11호
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    • pp.1059-1068
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    • 2007
  • Nonlinear response structural optimization is performed using equivalent loads (NROEL). Nonlinear response optimization is extremely cost because many nonlinear analyses are required. In NROEL, the external loads are transformed to the equivalent loads (EL) for linear static analysis and linear response optimization is carried out based on the EL in a cyclic manner until the convergence criteria are satisfied. EL is the load set which generates the same response field of linear analysis as that of nonlinear analysis. The primitive from of theory has been published. In this research, the theory is investigated with large scale example problems. Four examples are solved by using NROEL. Conventional optimization with sensitivity analysis using the finite difference method (FDM) is also applied to the same examples. Moreover, response surface optimization method is applied to the last two examples. The results of the optimizations are compared. In nonlinear response optimization of large scale problems, hundreds (or even thousands) of nonlinear analyses are expected to satisfy the convergence criteria. However, in nonlinear response optimization using equivalent loads, only tens of nonlinear analyses are required. The results are discussed and the usefulness of NROEL is presented.

『보행결장부용약법요(輔行訣臟腑用藥法要)』에 기재된 『상한난병론(傷寒雜病論)』 방제(方劑)에 관한 소고(小考) (Discussion about prescriptions from Sanghanjabbyungron(傷寒雜病論), reported in Bohenggyuljangbuyongyakbubyo(輔行訣臟腑用藥法要))

  • 여민경;윤종화;김기욱
    • 대한한의학원전학회지
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    • 제26권4호
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    • pp.305-323
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    • 2013
  • Through the study of Bohenggyuljangbuyongyakbubyo(輔行訣臟腑用藥法要) focusing on the newly illuminated subject 'The study of Donhuang(敦煌學)' of China, the author analyzed and researched Donhuangzhongyiyakjunseo Bohenggyuljangbuyongyakbubyo(敦煌中醫藥全書 輔行訣臟腑用 藥法要) in order to study and report the origin of prescriptions from Sanghanjabbyungron(傷寒雜病論), which was written by Zhangzhongjing(張仲景). Among around 50 prescriptions included in Bohenggyul, 18 prescriptions similar to Sanghanjabbyungron could be classified in five different manners as follows. 1) There are nine examples whose prescription composition and chief virtue are same but names different. 2) There are five examples whose prescription composition is same but chief virtue and names different. 3) There are two examples whose names are same but prescription composition and chief virtue different. 4) There is one example of prescription as a combination of two or more prescriptions. 5) There is one example whose prescription composition and possible variations of prescription are same but chief virtue different.

동시 미로 배선 방법에 의한 새로운 FPGA 배선 방법 (A new FPGA routing method by concurrent maze routing)

  • 최진영;임종석
    • 전자공학회논문지A
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    • 제31A권10호
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    • pp.119-131
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    • 1994
  • In this paper, we first propose a new FPGA routing method in which seversal netw are routed concurrently by applying the readitional maze routing method. We then introduce CMRF (concurrent maze Router for FPGA) which can be used for the routing of FpGAs of symmetrical array type by applying our new routing method. Given a set of nets, the proposed routing method performas the maze propagation and backtracing independently for each net and determines the routing paths concurrently by competition among nets. In CMRF, using this routing method, q nets are selected from the nets to be routed and they are routed concurrently, where q is the user given parameter determined by considering the computing environment. This process is repeated until either all the nets are routed or the remaining unrouted nets fail to their maze propagations. The routing of these nets are completed using the rip-up and rerouting technique. We apply our routing method to ten randomly generated test examples in order to check its routing performance. The results show taht as we increase the value of q, the routing completion rate increases for all the examples. Note that when q=1, our method is similar to the conventinal maze routing method. We also compare CMRF with the CGE method which has been proposed by Brown et.al. For the five benchmark examples, CMRF complete the routing with less wire segments in each connection block than the wire segments needed in the CGE method of 100% routing.

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