• Title/Summary/Keyword: perspective view

Search Result 1,035, Processing Time 0.03 seconds

GRADIENT EXPLOSION FREE ALGORITHM FOR TRAINING RECURRENT NEURAL NETWORKS

  • HONG, SEOYOUNG;JEON, HYERIN;LEE, BYUNGJOON;MIN, CHOHONG
    • Journal of the Korean Society for Industrial and Applied Mathematics
    • /
    • v.24 no.4
    • /
    • pp.331-350
    • /
    • 2020
  • Exploding gradient is a widely known problem in training recurrent neural networks. The explosion problem has often been coped with cutting off the gradient norm by some fixed value. However, this strategy, commonly referred to norm clipping, is an ad hoc approach to attenuate the explosion. In this research, we opt to view the problem from a different perspective, the discrete-time optimal control with infinite horizon for a better understanding of the problem. Through this perspective, we fathom the region at which gradient explosion occurs. Based on the analysis, we introduce a gradient-explosion-free algorithm that keeps the training process away from the region. Numerical tests show that this algorithm is at least three times faster than the clipping strategy.

Understanding the difficulties of delivery through the perspective of young women

  • Jungae Kim;Milang Kim
    • International Journal of Advanced Culture Technology
    • /
    • v.11 no.2
    • /
    • pp.284-290
    • /
    • 2023
  • This study was a phenomenological study to examine the meaning and structure of the difficulty of delivery. Participants in this study conducted deep interviews with seven female 20 to 24. The interview data was conducted through the process of analysis and interpretation using the Giorgi method. As a result of study, 12 themes were derived and 4 categories. As a result of the analysis, young women's thoughts on observing delivery consisted of 'fear', 'powerlessness', 'disgust', and 'inevitable fate'. Based on the above meaning, the structure of young women's thoughts on delivery was found to be a point of view that it is regrettable that delivery compensates for all difficulties and pain with the joy of birth. Accordingly, it is proposed to develop and apply a program that can actually alleviate the anxiety, fear, and physical discomfort experienced by women in childbearing age through childbirth.

A PLS Path Modeling Approach on the Cause-and-Effect Relationships among BSC Critical Success Factors for IT Organizations (PLS 경로모형을 이용한 IT 조직의 BSC 성공요인간의 인과관계 분석)

  • Lee, Jung-Hoon;Shin, Taek-Soo;Lim, Jong-Ho
    • Asia pacific journal of information systems
    • /
    • v.17 no.4
    • /
    • pp.207-228
    • /
    • 2007
  • Measuring Information Technology(IT) organizations' activities have been limited to mainly measure financial indicators for a long time. However, according to the multifarious functions of Information System, a number of researches have been done for the new trends on measurement methodologies that come with financial measurement as well as new measurement methods. Especially, the researches on IT Balanced Scorecard(BSC), concept from BSC measuring IT activities have been done as well in recent years. BSC provides more advantages than only integration of non-financial measures in a performance measurement system. The core of BSC rests on the cause-and-effect relationships between measures to allow prediction of value chain performance measures to allow prediction of value chain performance measures, communication, and realization of the corporate strategy and incentive controlled actions. More recently, BSC proponents have focused on the need to tie measures together into a causal chain of performance, and to test the validity of these hypothesized effects to guide the development of strategy. Kaplan and Norton[2001] argue that one of the primary benefits of the balanced scorecard is its use in gauging the success of strategy. Norreklit[2000] insist that the cause-and-effect chain is central to the balanced scorecard. The cause-and-effect chain is also central to the IT BSC. However, prior researches on relationship between information system and enterprise strategies as well as connection between various IT performance measurement indicators are not so much studied. Ittner et al.[2003] report that 77% of all surveyed companies with an implemented BSC place no or only little interest on soundly modeled cause-and-effect relationships despite of the importance of cause-and-effect chains as an integral part of BSC. This shortcoming can be explained with one theoretical and one practical reason[Blumenberg and Hinz, 2006]. From a theoretical point of view, causalities within the BSC method and their application are only vaguely described by Kaplan and Norton. From a practical consideration, modeling corporate causalities is a complex task due to tedious data acquisition and following reliability maintenance. However, cause-and effect relationships are an essential part of BSCs because they differentiate performance measurement systems like BSCs from simple key performance indicator(KPI) lists. KPI lists present an ad-hoc collection of measures to managers but do not allow for a comprehensive view on corporate performance. Instead, performance measurement system like BSCs tries to model the relationships of the underlying value chain in cause-and-effect relationships. Therefore, to overcome the deficiencies of causal modeling in IT BSC, sound and robust causal modeling approaches are required in theory as well as in practice for offering a solution. The propose of this study is to suggest critical success factors(CSFs) and KPIs for measuring performance for IT organizations and empirically validate the casual relationships between those CSFs. For this purpose, we define four perspectives of BSC for IT organizations according to Van Grembergen's study[2000] as follows. The Future Orientation perspective represents the human and technology resources needed by IT to deliver its services. The Operational Excellence perspective represents the IT processes employed to develop and deliver the applications. The User Orientation perspective represents the user evaluation of IT. The Business Contribution perspective captures the business value of the IT investments. Each of these perspectives has to be translated into corresponding metrics and measures that assess the current situations. This study suggests 12 CSFs for IT BSC based on the previous IT BSC's studies and COBIT 4.1. These CSFs consist of 51 KPIs. We defines the cause-and-effect relationships among BSC CSFs for IT Organizations as follows. The Future Orientation perspective will have positive effects on the Operational Excellence perspective. Then the Operational Excellence perspective will have positive effects on the User Orientation perspective. Finally, the User Orientation perspective will have positive effects on the Business Contribution perspective. This research tests the validity of these hypothesized casual effects and the sub-hypothesized causal relationships. For the purpose, we used the Partial Least Squares approach to Structural Equation Modeling(or PLS Path Modeling) for analyzing multiple IT BSC CSFs. The PLS path modeling has special abilities that make it more appropriate than other techniques, such as multiple regression and LISREL, when analyzing small sample sizes. Recently the use of PLS path modeling has been gaining interests and use among IS researchers in recent years because of its ability to model latent constructs under conditions of nonormality and with small to medium sample sizes(Chin et al., 2003). The empirical results of our study using PLS path modeling show that the casual effects in IT BSC significantly exist partially in our hypotheses.

A View Geography in 'Sunghosaseol' (성호사설(星湖僿說)에 나타난 지리관 일고찰 -천지문(天地門)을 중심으로-)

  • Sohn, Yong-Taek
    • Journal of the Korean association of regional geographers
    • /
    • v.12 no.3
    • /
    • pp.392-407
    • /
    • 2006
  • This paper was written on the purpose of examining and analyzing Sungho's view of geography in 'Cheonjimun(天地門)', a part of 'Sunghosaseol(星湖僿說)'. Sungho is not a geographer who specialized in geography, His view is neither structural in methodological approach nor profound in geographical thought. Unfortunately, he looks to be possessed by geomantic thought(風水地理思想) in explaining geographical features and native customs. And he focused and emphasized only on defensive function in place location. As a whole, however, he had a good grasp of and analyzed about geographical topics which are related to human life and we must take interest in. Therefore, in his view, there is a love for country and hometown. Especially, it has to be highly appreciated that he tried to explain his view in analytical and practical perspective with an unspoken advice which things necessary for human life have to be used to available knowledge.

  • PDF

A Study on the Characteristics of the Pro-environmental Expression in the Minimalism Architecture-Focused on the Regional Minimalism- (미니멀리즘 건축에 나타난 환경친화적 표현특성에 관한 연구-지역적 미니멀리즘(Regional Minimalism)을 중심으로-)

  • 김주연;우경덕
    • Korean Institute of Interior Design Journal
    • /
    • no.22
    • /
    • pp.77-84
    • /
    • 2000
  • The study aims at looking, into conceptual transfer of environment between Minimal Art and Minimalism architecture and analysing architectural expressional characteristics which could visually show pro-environmental expression from concept of environment-orientation in the architecture in regional minimalism. This study issued the survey of Minimalism architecture as newly architectural trend since Late-Modernism, and pro-environment as important paradigm in the near future. In this analyses, the characteristics of pro-environmental expression can be classified as follow ; a the brightness and darkness of light, b. the perspective view of simplified wall, c. the visualization of environmental characteristics, d. the transparency and reflectiveness of glass, e. the all direction of cube, f. the visual division of architecture. These show that symbolized variety implying expression variety and implying Oriental view of nature were expressed as unique language of regional Minimalism architecture, by visual simplicity as characteristics of Minimalism and Occidental Modernism as motive of Minimalism.

  • PDF

Uncertainty, View, and Hedging: Optimal Choice of Instrument and Strike for Value Maximization

  • Kwon, Oh-Sang
    • Management Science and Financial Engineering
    • /
    • v.17 no.2
    • /
    • pp.99-129
    • /
    • 2011
  • This paper analytically studies how to choose hedging instrument for firms with steady operating cash flows from value maximization perspective. I derive a formula to determine option's optimal strike that makes hedged cash flow have the best monetary payoff given a hedger's view on the underlying asset. I find that not only the expected mean but also the expected standard deviation of the underlying asset in relation to the forward price and the implied volatility play a crucial role in making optimal hedging decision. Higher moments play a certain part in hedging decision but to a lesser degree.

Organizing Mechanisms and Technological Innovation in Diversified Corporations : A Perspective of Knowledge-based Theory of the Firm (다각화된 기업의 기술혁신과 조직화 방식 : 지식기반이론 관점을 중심으로)

  • Kim, Hicheon;Bae, Jongseok;Huh, Moon Goo
    • Knowledge Management Research
    • /
    • v.10 no.4
    • /
    • pp.93-114
    • /
    • 2009
  • This paper presents a knowledge-based view of the multi-business firm. The multi-business firm has advantages in technological innovation and knowledge creation to the extent that it embodies various ideas and resources, and recombines them more effectively and efficiently than market contracts. The purpose of this paper is to identify how to organize the multidivisional form (M-form) structure to realize such advantages. We first differentiate within-division innovation and cross-division innovation, and explain why cross-division innovation, despite its higher performance potential, would be more difficult to achieve, compared to within-division innovation. Then, we offer the propositions about how to promote cross-division innovation with references to resource capability and coordination capability that is, in turn, composed of structural and control system, social capital, and human resource management system. We conclude by discussing theoretical and practical implications.

  • PDF

A Comparative Study of Korean and French Vowel Systems -An Experimental Phonetic and Phonological Perspective-

  • Kim, Seon-Jung;Lee, Eun-Yung
    • Speech Sciences
    • /
    • v.8 no.1
    • /
    • pp.53-66
    • /
    • 2001
  • This paper aims to investigate the acoustic characteristics of the vowels attested in Korean and French and to seek a way of understanding them from a phonological point of view. We first compare the two vowel systems by measuring the actual frequencies of the formants using CSL. It is shown that the first and second formants vary in wider range in French compared to Korean. In order to understand the two vowel systems from a phonological point of view, we apply the theory of Licensing Constraints, proposed and developed by Kaye (1994), and Charette and Kaye (1994). We propose the licensing constraints placed upon the vowels both in Korean and French. For Korean, we propose the licensing constraints such that both elements I and U must be heads. For French, we claim the following licensing constraints: U in a headed expression must be head, A cannot be head, and Nothing can only license an expression A in it.

  • PDF

A Study on the Functional Requirement Analysis for the Development of PDM System (제품정보관리 시스템 개발을 위한 기능 분석에 관한 연구)

  • 한관희;박찬우
    • Korean Journal of Computational Design and Engineering
    • /
    • v.7 no.1
    • /
    • pp.42-56
    • /
    • 2002
  • Presented in this study is a top-down functional requirement analysis procedure and the desired functionalities for PDM system development, and the benefits of top-down approach over a conventional bottom-up approach is also shown. For the purpose of top-down requirement analysis for PDM system, this study proposes 4P modeling view. 4P modeling view is defined as a modeling perspective for classifying functional requirements and integrating product-related information objects that must be man-aged within PDM systems. Based on 4P modeling templates, benchmarking analysis of commercially major PDM products is conducted and as a result of this analysis, this study suggests desired functionalities for PDM system.

The Effect of Innovativeness, Technology Resources, and Market Orientation on Individual Task Performance : Mediating Role of Information Technology Use (관광산업에서 혁신성, 기술자원, 시장지향성이 개인의 업무성과에 미치는 영향 : 정보기술사용의 매개적 역할)

  • Koo, Chulmo;Lee, Chang Seok;Chung, Namho
    • Journal of Information Technology Applications and Management
    • /
    • v.21 no.2
    • /
    • pp.99-126
    • /
    • 2014
  • Tourism industry increasingly rely on information technology (IT) to improve the task performance. Many studies suggested that the evidence of IT showed not only task performance improvement but also organizational performance. Drawing from the resource-based view, technology and task fitness, and marketing orientation theories, this study proposes that IT use influences directly the task performance and proved the effectiveness of IT in the organizations of tourism industry. Further, the innovativeness, resources, and marketing orientation are identified as main determinants of IT use. The use of IT can serve as a catalyst in improving task performance for organizations in tourism industry. Based on data collected from surveying people who work in the tourism industry, the present study shed light on these issues. The findings provide a new perspective of IT effectiveness in the tourism industry. Then, we discussed the theoretical and practical implications.