• Title/Summary/Keyword: 희소성

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Recent Research in DNN Accelerators Exploiting Sparsity (Sparsity 를 활용한 DNN 가속기의 연구 동향)

  • Sun-Ah Son;Ji-Eun Kang;So-Yeon Kim;Ha-Neul Kim;Hyun-Jeong Kim;Hyunyoung Oh
    • Annual Conference of KIPS
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    • 2024.10a
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    • pp.40-41
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    • 2024
  • 최근 딥러닝 연산의 고도화에 따라 희소성(Sparsity)을 효율적으로 처리할 수 있는 유연한 구조의 DNN 가속기가 중요해지고 있다. 그러나 기존의 가속기들은 유연성과 효율성 면에서 한계가 존재한다. 본 논문에서는 DNN 가속기의 기존 모델들과 최신 연구 동향에 대해 살펴본다. 특히 unstructured sparsity, structured sparsity, 그리고 최근 제안된 Hierarchical Structured Sparsity (HSS)를 적용한 가속기들을 분석하며, 각 접근 방식의 장단점을 비교한다.

A Study on the Determinants of Luxuriousness: With Focus on Corporate Attributes and Luxuriousness (명품성의 결정요인에 관한 연구: 기업속성과 명품성을 중심으로)

  • Lim, JoongSik;Koh, InKon
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.4
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    • pp.191-203
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    • 2016
  • This purpose of this study is to academically define what "luxury products" mean, and to clarify the cognitive structural relationship between corporate attributes and "luxuriousness" in relation to the determinant of luxuriousness that eventually affects the purchase intention of consumers. This study is also written under the theory that luxuriousness leads to benefits such as functional benefit, experiential benefit, symbolic benefit, and exclusive benefit; which all provide core values to consumers and serve as effect factors that influence the psychological satisfaction of consumers. The commonly discussed measure of the determinant of luxuriousness has often failed to adequately describe the reasons to why the consumers prefer luxury products. This study also aims to suggest a new path in how and what the consumers perceive as luxury products, and to conceptualize what luxuriousness means in the marketing perspectives on the background of a previous theory. The part of corporate attributes are divided in the following sections: corporate ability(CA) and corporate reputation(CR). The part of the determinant of luxuriousness is divided in sections of superiority, scarcity, differentiation, and traditionality. Therefore, this study used the theoretical concept used in such common measures as well as 282 examples to empirically analyze the relationship between corporate attributes and luxuriousness of luxury products, and how such affect the purchase intentions of consumers. The survey used to aid this study targeted luxury product consumers regarding "B" brand of automobiles. Using the analysis through a structural equation model, the study draws a conclusion that in a relationship between corporate attributes and luxuriousness, corporate ability(CA) of corporate attributes affects the facts of differentiation and traditionality in a significant way, and corporate reputation(CR) of corporate attributes affects the factors of superiority and scarcity in a significant way. Additionally, the superiority and scarcity of luxuriousness positive significantly affects purchase intention, and differentiation and traditionality of luxuriousness affects purchase intention in a negative significant way. The structural concept of luxury and luxuriousness suggested in the study will provide the theoretical basis for building a new case study, and the determinants of luxuriousness in the marketing perspective will be a practical help for checking the consumers' psychological reasons for purchase.

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A Study on the Determinants of Luxuriousness: With Focus on Product Attributes and Luxuriousness (명품성의 결정요인에 관한 연구: 제품속성과 명품성을 중심으로)

  • Lim, JoongSik;Koh, InKon
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.10 no.4
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    • pp.95-111
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    • 2015
  • This purpose of this study is to academically define what "luxury products" mean, and to clarify the cognitive structural relationship between product attributes and "luxuriousness" in relation to the determinant of luxuriousness that eventually affects the purchase intention of consumers. This study is also written under the theory that luxuriousness leads to benefits such as functional benefit, experiential benefit, symbolic benefit, and exclusive benefit; which all provide core values to consumers and serve as effect factors that influence the psychological satisfaction of consumers. The commonly discussed measure of the determinant of luxuriousness has often failed to adequately describe the reasons to why the consumers prefer luxury products. This study also aims to suggest a new path in how and what the consumers perceive as luxury products, and to conceptualize what luxuriousness means in the marketing perspectives on the background of a previous theory. The part of product attributes are divided in the following sections: the quality and design of functional cues and brands of symbolic cues, as well as prices. The part of the determinant of luxuriousness is divided in sections of superiority, scarcity, differentiation, and traditionality. Therefore, this study used the theoretical concept used in such common measures as well as 282 examples to empirically analyze the relationship between product attributes and luxuriousness of luxury products, and how such affect the purchase intentions of consumers. The survey used to aid this study targeted luxury product consumers regarding "B" brand of automobiles. Using the analysis through a structural equation model, the study draws a conclusion that in a relationship between product attributes and luxuriousness, quality(which is one of the functional cues) affects the facts of superiority, differentiation in a significant way, and design affects the factors of scarcity in a significant way. And brand(one of the symbolic cues) significantly affects the factors of traditionality within the luxuriousness factors, and price appeared to affect superiority and scarcity. Additionally, the brand of product attributes significantly affects purchase intention, and superiority and scarcity of luxuriousness affects purchase intention in a significant way. The structural concept of luxury and luxuriousness suggested in the study will provide the theoretical basis for building a new case study, and the determinants of luxuriousness in the marketing perspective will be a practical help for checking the consumers' psychological reasons for purchase.

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A Study on Relation between Strategic Attributes of Technological Resources and Competitive Advantage: Empirical Analysis of VRIO Framework by Using Technology Evaluation Results of Technology Based SMEs (기술자원의 전략적 자원속성과 경쟁우위간의 관계에 관한 연구: 기술중소기업의 기술평가자료를 이용한 VRIO Framework의 실증분석)

  • Song, Juyoung Julian;Sung, Hyungsuk
    • Journal of Korea Technology Innovation Society
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    • v.18 no.3
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    • pp.416-443
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    • 2015
  • The resource-based view (RBV) explains that the competitive advantage is mainly based on the resources which have strategic characteristics. Therefore, finding, developing and maintaining strategically valuable resources has been one of main research topics and a starting point in the corporate strategy structure in RBV. In this regards, attempts to recognize strategically valuable resources have been one of crucial issues in RBV researches. Especially, Barney's VRIO has been widely used as a practical tool for finding strategically valuable resources. However, empirical studies on VRIO framework's effectiveness have not been sufficiently implemented, and there has been no proven relation among the components of the VRIO so far. This is mainly because the concepts or definitions on core components of the VRIO - Value, Rareness, Inimitability, and Organization - are too comprehensively explained and measurements of each component cannot be easily quantified. Considering these, this paper presents empirical results of the relation between VRIO components and competitive advantage, and tests effectiveness of VRIO Framework with utilizing sufficient technology evaluation cases and financial statements of 2,252 technology based SMEs in Korea. As a result, the components of the VRIO have a positive influence on competitive advantage. The attributes of strategic resources - Value, Rareness, and Inimitability - have a statistically meaningful positive effect on organization, while organization has a positive effect on the competitive advantage serving as a parameter between the attributes of strategic resources and competitive advantage.

Dilated convolution and gated linear unit based sound event detection and tagging algorithm using weak label (약한 레이블을 이용한 확장 합성곱 신경망과 게이트 선형 유닛 기반 음향 이벤트 검출 및 태깅 알고리즘)

  • Park, Chungho;Kim, Donghyun;Ko, Hanseok
    • The Journal of the Acoustical Society of Korea
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    • v.39 no.5
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    • pp.414-423
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    • 2020
  • In this paper, we propose a Dilated Convolution Gate Linear Unit (DCGLU) to mitigate the lack of sparsity and small receptive field problems caused by the segmentation map extraction process in sound event detection with weak labels. In the advent of deep learning framework, segmentation map extraction approaches have shown improved performance in noisy environments. However, these methods are forced to maintain the size of the feature map to extract the segmentation map as the model would be constructed without a pooling operation. As a result, the performance of these methods is deteriorated with a lack of sparsity and a small receptive field. To mitigate these problems, we utilize GLU to control the flow of information and Dilated Convolutional Neural Networks (DCNNs) to increase the receptive field without additional learning parameters. For the performance evaluation, we employ a URBAN-SED and self-organized bird sound dataset. The relevant experiments show that our proposed DCGLU model outperforms over other baselines. In particular, our method is shown to exhibit robustness against nature sound noises with three Signal to Noise Ratio (SNR) levels (20 dB, 10 dB and 0 dB).

The Influence of Social Commerce's O2O Service Characteristics on Consumers' Social Psychological Perception (소셜커머스의 O2O 서비스 특성이 소비자의 사회심리적 인식에 미치는 영향)

  • Lee, Jae-Kyu;Jeong, Seong-Min
    • Management & Information Systems Review
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    • v.38 no.2
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    • pp.29-46
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    • 2019
  • O2O services, a form of mobile commerce, are increasing due to the widespread use of smartphones and the rational consumption trend of young consumers. In addition, the introduction of Social Commerce's O2O service has transformed customer experience into innovation. Therefore, the purpose of this study is to investigate the effect of O2O service characteristics and social commerce provider characteristics on the social commerce 's O2O service as a social psychological image that consumers have at the point of purchase and use time, as a smart shopper feeling and a cheapness shopper feeling. And the relationship between consumer satisfaction and intention to use through Structure Equation Modeling, and to suggest the implications for O2O service management that can provide greater satisfaction to consumers by identifying the process of creating satisfaction of O2O service. The results of the study show that price discounts and scarcity of social commerce's O2O service characteristics have shown that it increases smart shopper feeling. Also, it was confirmed that brand awareness and ease of purchase, which are characteristics of social commerce, confirms the increase of cheapness shopper feeling. We also confirmed the effect of smart shopper feeling and cheapness shopper feeling on satisfaction. This satisfaction has a positive effect on the intention to use. The result of this study is that it is necessary to reduce the cheapness shopper feeling of consumers and to emphasize the price discount and scarcity so that the smart shopper feeling occurs in order to satisfy the consumers who purchase O2O service products.

A Study on the Concept of Luxury Using Interpretive Approach -A Comparative Study of Korean and Japanese Consumers- (해석주의 연구방법을 이용한 럭셔리의 개념 분석 -한국과 일본 소비자의 비교 연구-)

  • Park, Jin-A
    • Proceedings of the Korean Society for Emotion and Sensibility Conference
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    • 2009.11a
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    • pp.210-213
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    • 2009
  • 럭셔리 마켓의 규모가 확대되면서 관련 기업 및 소비자, 정부, 학계의 관심은 날로 커져가고 있으나, 가장 기본이 되는 럭셔리의 개념에 대한 연구는 전무한 실정이다. 본 연구에서는 세계 최대의 럭셔리 마켓인 일본의 소비자와, 일본시장 다음의 타깃 마켓인 동시에 중국시장 진출을 위한 테스트 마켓인 한국의 소비자를 대상으로 해석주의 연구방법의 하나인 포토 에세이(photo essay)를 이용하여 럭셔리의 개념을 분석하였다. 포토 에세이 법을 이용함으로써 피험자는 소비 경험을 보다 명확히 설명할 수 있으며 자기구동에 의하여 럭셔리의 개념에 대해 보다 많은 반응을 보일 수 있으므로 이는 개념 연구에 유용한 방법이라 하겠으며, 본 연구에서는 이와 병행하여 포커스 그룹 인터뷰를 실시하였다. 포토 에세이 조사의 연구 대상은 20 대부터 50 대의 한국과 일본 남녀 총 77 명으로, 2008 년 1 월 9 일부터 2 월 9 일에 걸쳐 실시되었다. 또한 포커스 그룹 인터뷰는 2008 년 5 월에 실시되었으며, 인터뷰 대상자는 일본 게이오대학 학생 16 명이었다. 조사 결과, 럭셔리의 개념으로는 '디자인의 우수성, 고품질, 가치의 유지, 희소성, 자아실현, 명성, 높은 가격, 과시 욕구, 자기만족의 수단, 명확한 브랜드 아이덴티티' 등이 주요 항목으로 거론되었다.

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The antecedents of purchasing fast fashion brands (패스트 패션 브랜드 구매의 선행변수)

  • Park, Hye-Jung
    • The Research Journal of the Costume Culture
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    • v.21 no.6
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    • pp.827-843
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    • 2013
  • The purpose of this study is to identify the antecedents of the attitudes toward purchasing fast fashion brands and the frequency of purchasing fast fashion brands. As antecedents, a few brand-related variables and a consumer-related variable were considered. Perceived perishability, perceived scarcity, perceived quality, and perceived low price were included as brand-related variables and congruity between self image and fast fashion brand image was included as a consumer-related variable. It was hypothesized that both brand-related and consumer-related variables directly influence the attitudes toward purchasing fast fashion brands and then influence the frequency of purchasing fast fashion brands. Data were gathered by surveying university students in Seoul, using convenience sampling. Two hundred twenty seven questionnaires were used in the statistical analysis, exploratory factor analysis using SPSS and confirmatory factor analysis and path analysis using AMOS. The results showed that all the fit indices for the variable measures were quite acceptable. In addition, the overall fits of the model suggest that the model fits the data well. The hypothesized relationship test proved that perceived perishability, perceived quality, and congruity between self image and fast fashion brand image influence the attitudes toward purchasing fast fashion brands and then influence the frequency of purchasing fast fashion brands. The results suggest some effective marketing strategies for marketers in the fast fashion industry.

The effect of consumers' self-regulatory modes and scarcity messages on fashion product evaluations (소비자의 조절모드와 희소성 메시지가 패션제품평가에 미치는 영향)

  • Baek, Sora;Hwang, Sunjin;Yeo, Junsang
    • The Research Journal of the Costume Culture
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    • v.22 no.1
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    • pp.99-111
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    • 2014
  • This study looked into the scarcity effect based on the consumers' self-regulatory modes and determined the effect that such a regulatory mode and that quantity-scarcity messages would have on evaluations of fashion products. To that end, the study used a 2 (regulatory mode: assessment mode/locomotion mode)${\times}2$ (message type: quantity-scarcity message/non-scarcity message) between-subjects factorial design in which buying impulsiveness was presented as a mediator variable that showed differences in product evaluations depending on the message type and on the presence of a self-regulatory mode. The results of this study showed that locomotion-oriented consumers evaluated products more positively compared to assessment-oriented consumers when the quantity-scarcity message was presented. When a non-scarcity message was presented, no significant difference was observed in product evaluations based on the consumers' self-regulatory modes. In addition, buying impulsiveness in consumers served a mediator role in the evaluations of fashion products. The results of this study imply that a clear understanding of consumers is a prerequisite for maximizing the scarcity effect and that companies need to differentiate in terms of the way they use scarcity messages based on consumers' self-regulatory modes.

다양한 환경 조건 하에서 ZnO:Al 투명전극의 열화특성에 관한 연구

  • Kim, Yun-Gi;Lee, Dong-Won;Jeon, Min-Seok;Kim, Yong-Nam
    • Proceedings of the Korean Vacuum Society Conference
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    • 2012.08a
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    • pp.422-422
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    • 2012
  • 투명전극 산화막은 태양전지, 평판 디스플레이 등의 투명전극과 같은 광전자 소자에 사용되고 있다. 투명 전도성 산화막으로서 ITO (Indium tin oxide)는 높은 투과도, 낮은 비저항, 높은 일함수 등의 장점을 가지고 있어서 그동안 널리 사용되어 왔다. 그러나 In의 희소성으로 인한 고가격 문제 때문에 이를 대체하기 위해 불순물을 도핑한 ZnO (Zinc oxide)에 관한 연구가 활발히 진행되어 왔다. ZnO의 전기전도도를 높이기 위해 일반적으로 Al, Ga, B와 같은 3족 원소가 ZnO의 n형 도펀트로 널리 사용된다. 그 중에서 Al은 반응성이 커서 박막 증착 중에 산화되기 쉬운 반면 낮은 생산단가, 우수한 전기적 및 광학적 특성을 보이기 때문에 투명 전극으로서 Al-doped ZnO (AZO)가 많이 이용되고 있다. 본 연구에서는 rf 마그네트론 스퍼터링 공정을 이용하여 glass 기판 위에 Al-doped ZnO (AZO) 투명 전도막을 증착하였고, 수명 및 신뢰성에 영향에 미치는 주요 인자로서 온도, 온도 사이클 및 습도에 따른 AZO 박막의 열화 특성에 대한 연구를 진행하였다. 또한, 온도 사이클, 고온 및 고온고습 환경에 장시간 노출된 AZO 박막들의 성능 저하 원인들을 미세구조 관찰, 전기적 및 광학적 특성 변화들을 연계하여 규명하고자 하였다.

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