• Title/Summary/Keyword: separability

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A Wavelet-Based EMG Pattern Recognition with Nonlinear Feature Projection (비선형 특징투영 기법을 이용한 웨이블렛 기반 근전도 패턴인식)

  • Chu Jun-Uk;Moon Inhyuk
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.42 no.2 s.302
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    • pp.39-48
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    • 2005
  • This paper proposes a novel approach to recognize nine kinds of motion for a multifunction myoelectric hand, acquiring four channel EMG signals from electrodes placed on the forearm. To analyze EMG with properties of nonstationary signal, time-frequency features are extracted by wavelet packet transform. For dimensionality reduction and nonlinear mapping of the features, we also propose a feature projection composed of PCA and SOFM. The dimensionality reduction by PCA simplifies the structure of the classifier, and reduces processing time for the pattern recognition. The nonlinear mapping by SOFM transforms the PCA-reduced features to a new feature space with high class separability. Finally a multilayer neural network is employed as the pattern classifier. From experimental results, we show that the proposed method enhances the recognition accuracy, and makes it possible to implement a real-time pattern recognition.

The Impact of Industry Architectures and Supply Chains on Successful Expansion in Emerging Markets (산업구조와 가치사슬이 신흥국 진출 성공에 미치는 영향)

  • Oh, Jae Ho;Park, Kwang Ho
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.43 no.3
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    • pp.29-40
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    • 2020
  • Korean firms have been vigorously searching and exploring overseas market opportunities through export and overseas investment. As of end of 2019, there were more than 80,000 Korean overseas subsidiaries all over the world. With Korean overseas direct investment increasing recently, it became one of the important issues for overseas investors to be successful in the global market. There are a lot of studies on factors influencing the performance of overseas subsidiaries such as 'firm' and 'country' factors. This study empirically examines subsidiary performance determinants with 'industry architectures' by using a sample of 292 overseas Korean firm subsidiaries. Industry architectures are the stable but evolving sets of rules and roles through which labor is divided within a sector. This article considers how industry architectures shape success in international expansion. Industry architectures differ between countries, are not necessarily technologically determined, shape firms' capabilities and their competitive environment, and constitute a distinct level of analysis. We extract antecedents of related theory and empirically test its impact with a survey of Korean firms expanding in emerging economies. We would say this is the first study which tries to focus on industry architectures with the performance of Korean overseas subsidiaries. We find that separability and similarity of industry architectures across countries and localization of subsidiaries are robust and important predictors of success in international expansion. Our results suggest that industry architectures should be added to firm and country as an intermediate level of analysis that helps explain success in international expansion. While we established a pattern, much more remains to be done. We focus on the success of foreign operations, but we do not consider the broader benefits of going abroad, such as the learning or network effects that accrue at the level of the entire firm. The next obvious question is whether the results would differ in the developed market context. These we leave for future research to consider.

Parallel Algorithm for Optimal Stack Filters on MCC and CCC (MCC 및 CCC에서의 최적 스택 필터를 위한 병렬 알고리즘)

  • Jeon, Byeong-Mun;Jeong, Chang-Seong
    • Journal of KIISE:Computer Systems and Theory
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    • v.26 no.10
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    • pp.1185-1193
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    • 1999
  • 최적 스택 필터는 시그널 또는 영상의 임의의 특성 정보를 보존하고자 하는 요구조건에 의해 강제된 구조적 제약 하에서 최대의 잡음제거 효과를 얻을 수 있다. 그리고 임계치 분할 특성과 양의 부울 함수에 기반한 이진 영역에서의 처리 특성은 이 필터가 높은 병렬성을 갖고 있음을 보여준다. 본 논문에서는 두 개의 병렬 계산 모델 MCC(Mesh-Connected Computer)와 CCC(Cube-Connected Computer)에서 최적 스택 필터를 위한 1차원 병렬 알고리즘을 개발한다. 최적 스택 필터의 실행 시간은 주로 이진 median 연산에 의해 결정되고 본 논문에서 제안된 알고리즘은 선형 분리성에 의해 이 연산을 구현한다. 이를 바탕으로, M 레벨의 1-D 시그널의 길이가 L이고 윈도우 폭이 N이라고 가정할 때, 제안된 알고리즘은 {{{{root M times root M`` MCC에서 O(L sqrt{M}`) 시간에 그리고 M 개의 PE를 갖는 CCC에서 O(L log M)시간에 수행될 수 있다. 또한 잡음을 더욱 효과적으로 제거하기 위해 윈도우 폭 N을 증가시킬 때, 제안된 병렬 알고리즘의 계산 시간은 일정하게 유지됨을 보인다.Abstract An optimal stack filter achieves the maximum noise attenuation under the structural constraints imposed by the requirement of preserving certain signal or image features. And the filter provides a high parallelism due to the principles of threshold decomposition and binary processing based on positive Boolean functions(PBFs). In this paper, we develop an one-dimensional parallel algorithm for the optimal stack filter on two parallel computation models, MCC(Mesh-Connected Computer) and CCC(Cube-Connected Computer). The running time of the optimal stack filter depends mainly on the binary median operation and our algorithm realizes this operation by the linear separability. Based on this scheme, our parallel algorithm can be performed in {{{{O(L sqrt{M}`) MCC and inO(L log M) time on CCC with M PEs, when the length of M``-valued 1-D signal is L`` and window width is N`` Also, we show that the computation time of our parallel algorithm keeps constant when the window width N increases in order to achieve the best noise attenuation.

Dispersing Properties of Heavy Crude Oil according to Dispersant Structures (중유용 분산제 구조에 따른 중유 분산 특성)

  • Son, Jeong-Mae;Kim, Nam-Kyun;Shin, Jihoon;Yang, Youngdo;Kim, Young-Wun
    • Tribology and Lubricants
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    • v.31 no.6
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    • pp.251-257
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    • 2015
  • Heavy oil production is receiving significant attention because of increased demands for thermal power generation systems of the diesel engine and boilers. However, asphaltene, which is a heavy oil components (6-8 wt%), reduces the heat efficiency of the fuels owing to its agglomerated sludge of asphaltene during the burning process. Therefore, for hassle-free operation, we should develop asphaltene dispersants to suppress the formation of the sludge. We prepare variable salt-type polymeric dispersants using poly(isobutenyl succinic anhydride) and poly(amine) through both condensation esterification and acid-base neutralization reactions, which we subsequently evaluate for dispersing performance, using Turbiscan measurement. Total acid number (TAN) and total base number (TBN) of 75Lec-25SynDis.2 composed of lecithin and the prepared polymeric salt having the ratio of 3 : 1 are 18.9 and 33.7 mg KOH/g, respectively, which are comparable to those of the commercial dispersants (15.8 and 26.5 mg KOH/g). We determine the initial turbidity observed for 15 min of the polymeric dispersant was determined with transmittance (%), which can be calculated to separability number (SN). The SN value of 75Lec-25SynDis.2 is close to zero, which is superior to that of commercial dispersants and lecithin (0.015 and 0.017).

Effect of Interpersonal Differentiation on Affectual Solidarity among Mother-in-law and Son-in-law: The Mediating Effect of Marital Satisfaction (장모-사위의 대인관계적 분화가 애정적 결속도에 미치는 영향: 결혼만족도의 매개효과)

  • Jeon, Sesong
    • The Journal of the Korea Contents Association
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    • v.21 no.9
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    • pp.557-569
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    • 2021
  • This study was conducted with 193 pairs of mother-in-law and son-in-law to examine the mediating effect of marital satisfaction on the relationship between interpersonal differentiation and affectual solidarity. Using SPSS and PROCESS macro program, descriptive statistical analysis(frequency, ratio, mean, and standard deviation) and mediating effect analysis through bootstrapping were performed. The main research results are as follows. First, in the case of the son-in-law, his own marital satisfaction completely mediated the relationship between the sub-factors of interpersonal differentiation (fusion with others, emotional cutting) and affectual solidarity. Second, in the case of mother-in-law, the perceived daughter's marital satisfaction partially mediated the relationship between the sub-factors of interpersonal differentiation (connectivity, separability) and affectual solidarity. These findings suggest the functional importance of the marital system for a healthy relationship between mother-in-law and son-in-law.

The Governing Law of Arbitration Agreements Issues in International Commercial Arbitration : A Case Comment on Kabab-Ji Sal (Lebanon) v Kout Food Group (Kuwait) [2021] UKSC 48 (국제상사중재에서 중재합의의 준거법 결정기준 - 영국 대법원의 2021년 Kabab-Ji SAL v Kout Food Group 판결을 중심으로 -)

  • Kim, Young-Ju
    • Journal of Arbitration Studies
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    • v.32 no.2
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    • pp.3-30
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    • 2022
  • On 27 October the Supreme Court of UK handed down its much anticipated decision in Kabab-Ji SAL (Lebanon) v Kout Food Group (Kuwait) [2021] UKSC 48. The issues for the Supreme Court to decide were as follows: (1) which law governed the validity of the arbitration agreement; (2) if English law applied, whether, as a matter of English law, there was any real prospect that a court might find that KFG became a party to the arbitration agreement, and (3) whether, procedurally, the Court of Appeal was correct in giving summary judgment refusing recognition and enforcement the award, or whether there should have been a full rehearing of whether there was a valid and binding arbitration agreement for the purposes of the New York Convention and the AA 1996 (the 'procedural' issue) The decision in Kabab-Ji provides further reassuring clarity on how the governing law of the arbitration agreement is to be determined under English law where the governing law is not expressly stated in the arbitration agreement itself. The Supreme Court's reasoning is consistent with its earlier decision on the same issue, albeit in the context of enforcement pursuant to the New York Convention, rather than considering the arbitration agreement before an award is rendered. This paper presents some implications of Kabab-Ji case. Also, it seeks to provide a meaningful discussion and theories on the arbitration system in Korea.

News Video Shot Boundary Detection using Singular Value Decomposition and Incremental Clustering (특이값 분해와 점증적 클러스터링을 이용한 뉴스 비디오 샷 경계 탐지)

  • Lee, Han-Sung;Im, Young-Hee;Park, Dai-Hee;Lee, Seong-Whan
    • Journal of KIISE:Software and Applications
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    • v.36 no.2
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    • pp.169-177
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    • 2009
  • In this paper, we propose a new shot boundary detection method which is optimized for news video story parsing. This new news shot boundary detection method was designed to satisfy all the following requirements: 1) minimizing the incorrect data in data set for anchor shot detection by improving the recall ratio 2) detecting abrupt cuts and gradual transitions with one single algorithm so as to divide news video into shots with one scan of data set; 3) classifying shots into static or dynamic, therefore, reducing the search space for the subsequent stage of anchor shot detection. The proposed method, based on singular value decomposition with incremental clustering and mercer kernel, has additional desirable features. Applying singular value decomposition, the noise or trivial variations in the video sequence are removed. Therefore, the separability is improved. Mercer kernel improves the possibility of detection of shots which is not separable in input space by mapping data to high dimensional feature space. The experimental results illustrated the superiority of the proposed method with respect to recall criteria and search space reduction for anchor shot detection.

Real-Time Face Recognition Based on Subspace and LVQ Classifier (부분공간과 LVQ 분류기에 기반한 실시간 얼굴 인식)

  • Kwon, Oh-Ryun;Min, Kyong-Pil;Chun, Jun-Chul
    • Journal of Internet Computing and Services
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    • v.8 no.3
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    • pp.19-32
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    • 2007
  • This paper present a new face recognition method based on LVQ neural net to construct a real time face recognition system. The previous researches which used PCA, LDA combined neural net usually need much time in training neural net. The supervised LVQ neural net needs much less time in training and can maximize the separability between the classes. In this paper, the proposed method transforms the input face image by PCA and LDA sequentially into low-dimension feature vectors and recognizes the face through LVQ neural net. In order to make the system robust to external light variation, light compensation is performed on the detected face by max-min normalization method as preprocessing. PCA and LDA transformations are applied to the normalized face image to produce low-level feature vectors of the image. In order to determine the initial centers of LVQ and speed up the convergency of the LVQ neural net, the K-Means clustering algorithm is adopted. Subsequently, the class representative vectors can be produced by LVQ2 training using initial center vectors. The face recognition is achieved by using the euclidean distance measure between the center vector of classes and the feature vector of input image. From the experiments, we can prove that the proposed method is more effective in the recognition ratio for the cases of still images from ORL database and sequential images rather than using conventional PCA of a hybrid method with PCA and LDA.

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Fast Motion Artifact Correction Using l$_1$-norm (l$_1$-norm을 이용한 움직임 인공물의 고속 보정)

  • Zho, Sang-Young;Kim, Eung-Yeop;Kim, Dong-Hyun
    • Investigative Magnetic Resonance Imaging
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    • v.13 no.1
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    • pp.22-30
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    • 2009
  • Purpose : Patient motion during magnetic resonance (MR) imaging is one of the major problems due to its long scan time. Entropy based post-processing motion correction techniques have been shown to correct motion artifact effectively. One of main limitations of these techniques however is its long processing time. In this study, we propose several methods to reduce this long processing time effectively. Materials and Methods : To reduce the long processing time, we used the separability property of two dimensional Fourier transform (2-D FT). Also, a computationally light metric (sum of all image pixel intensity) was used instead of the entropy criterion. Finally, partial Fourier reconstruction, in particular the projection onto convex set (POCS) method, was combined thereby reducing the size of the data which should be processed and corrected. Results : Time savings of each proposed method are presented with different data size of brain images. In vivo data were processed using the proposed method and showed similar image quality. The total processing time was reduced to 15% in two dimensional images and 30% in the three dimensional images. Conclusion : The proposed methods can be useful in reducing image motion artifacts when only post-processing motion correction algorithms are available. The proposed methods can also be combined with parallel imaging technique to further reduce the processing times.

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Economies of Scale and Scope In Seoul's Urban Bus Industry (서울 시내버스운송업의 규모 및 범위의 경제성 분석)

  • 김성수;김민정
    • Journal of Korean Society of Transportation
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    • v.19 no.6
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    • pp.89-102
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    • 2001
  • Using a multiproduct translog cost function model, this paper examines the existence or absence of scale and scope economies in Seoul's urban bus industry. The Paper then conceptualizes that the bus firm produces three outputs (city, seat and local bus-kilometers) using low input factors(labor, capital, fuel and maintenance). Using 1996 annual observations for 81 Seoul's bus firms, the equation system consisting of a cost function and three input share equations is estimated with the nonlinear iterative Zellner method. The findings show that the cost function corresponding to a non-homothetic production technology with separability between local bus outputs and inputs adequately represents the structure of cost for Seoul's bus firms, and that the demand lot all input factors is quite inelastic with respect to their own price. On the other hand, nearly all firms experience mild overall economies or scale, but rather marked product-specific economies of scale with respect to all the three outputs. In addition, there appear to be substantial economies or scope associated with the joint production of city and seat bus services, while considerable diseconomies of scope associated with that of city and local bus services. These results indicate that the merger of smaller firms into larger firms with a fleet of approximately 200 buses would result in more cost-efficient bus services.

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