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예측성향을 고려한 비대칭 서포트벡터 회귀의 적용 (Application of Asymmetric Support Vector Regression Considering Predictive Propensity)

  • 이동주
    • 산업경영시스템학회지
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    • 제45권1호
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    • pp.71-82
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    • 2022
  • Most of the predictions using machine learning are neutral predictions considering the symmetrical situation where the predicted value is not smaller or larger than the actual value. However, in some situations, asymmetric prediction such as over-prediction or under-prediction may be better than neutral prediction, and it can induce better judgment by providing various predictions to decision makers. A method called Asymmetric Twin Support Vector Regression (ATSVR) using TSVR(Twin Support Vector Regression), which has a fast calculation time, was proposed by controlling the asymmetry of the upper and lower widths of the ε-tube and the asymmetry of the penalty with two parameters. In addition, by applying the existing GSVQR and the proposed ATSVR, prediction using the prediction propensities of over-prediction, under-prediction, and neutral prediction was performed. When two parameters were used for both GSVQR and ATSVR, it was possible to predict according to the prediction propensity, and ATSVR was found to be more than twice as fast in terms of calculation time. On the other hand, in terms of accuracy, there was no significant difference between ATSVR and GSVQR, but it was found that GSVQR reflected the prediction propensity better than ATSVR when checking the figures. The accuracy of under-prediction or over-prediction was lower than that of neutral prediction. It seems that using both parameters rather than using one of the two parameters (p_1,p_2) increases the change in the prediction tendency. However, depending on the situation, it may be better to use only one of the two parameters.

발음속도에 따른 한국어의 휴지기 규칙 및 평균음절길이 조절규칙 (Control Rules of Synthetical Pauses and Syllable Duration depending on Pronunciation Speed in Korean Speech)

  • 김재인;김진영;이태원
    • 한국음향학회지
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    • 제14권1호
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    • pp.56-64
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    • 1995
  • 본 논문에서는 18명의 아나운서로부터 녹음된 문장으로부터 분석된 결과를 바탕으로 하여 발음속도에 따른 한국어의 휴지기 규칙과 음절길이 조절규칙에 대하여 논하였다. 휴지기 규칙은 문장과 문장 사이, 절과 절 사이 그리고 말 토막과 말 토막 사이의 휴지지로 나누어 분석하였다. 분석결과로부터 다음과 같은 길이조절규칙을 찾아낼 수 있었다. 낭독체에 있어서 한 문장의 전체길이가 늘어날수록, 즉 발음속도가 늘어날수록, 늘어난 발음길이의 대부분을 문장사이 그리고 절 사이의 휴지기가 차지한다. 그리고 평균음절의 길이는 휴지기에 비교할 때 상대적으로 작게 증가한다. 또한 말 토막사이의 휴지기는 발음을 빠르게 할 때에는 발화되지 않다가 발음속도가 느려짐에 따라서 서서히 발화되기 시작한다.

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Innovation and craft in a climate of technological change and diffusion

  • Hann, Michael A.
    • 복식문화연구
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    • 제25권5호
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    • pp.708-717
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    • 2017
  • Industrial innovation in Britain, during the eighteenth and nineteenth centuries, stimulated the introduction of the factory system and the migration of people from rural agricultural communities to urban industrial societies. The factory system brought elevated levels of economic growth to the purveyors of capitalism, but forced people to migrate into cities where working conditions in factories were, in general, harsh and brutal, and living conditions were cramped, overcrowded and unsanitary. Industrial developments, known collectively as the 'Industrial Revolution', were driven initially by the harnessing of water and steam power, and the widespread construction of rail, shipping and road networks. Parallel with these changes, came the development of purchasing 'middle class', consumers. Various technological ripples (or waves of innovative activity) continued (worldwide) up to the early-twenty-first century. Of recent note are innovations in digital technology, with associated developments, for example, in artificial intelligence, robotics, 3-D printing, materials technology, computing, energy storage, nano-technology, data storage, biotechnology, 'smart textiles' and the introduction of what has become known as 'e-commerce'. This paper identifies the more important early technological innovations, their influence on textile manufacture, distribution and consumption, and the changed role of the designer and craftsperson over the course of these technological ripples. The implications of non-ethical production, globalisation and so-called 'fast fashion' and non-sustainability of manufacture are examined, and the potential benefits and opportunities offered by new and developing forms of social media are considered. The message is that hand-crafted products are ethical, sustainable and durable.

Code Generation and Optimization for the Flow-based Network Processor based on LLVM

  • Lee, SangHee;Lee, Hokyoon;Kim, Seon Wook;Heo, Hwanjo;Park, Jongdae
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2012년도 추계학술발표대회
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    • pp.42-45
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    • 2012
  • A network processor (NP) is an application-specific instruction-set processor for fast and efficient packet processing. There are many issues in compiler's code generation and optimization due to NP's hardware constraints and special hardware support. In this paper, we describe in detail how to resolve the issues. Our compiler was developed on LLVM 3.0 and the NP target was our in-house network processor which consists of 32 64-bit RISC processors and supports multi-context with special hardware structures. Our compiler incurs only 9.36% code size overhead over hand-written code while satisfying QoS, and the generated code was tested on a real packet processing hardware, called S20 for code verification and performance evaluation.

Call & Response 서비스를 위한 도로정보통신 플랫폼 구상 (A Platform Conception of Road Information Telecommunication System for Call & Response Service)

  • 임춘식;이기영;송필용
    • 한국ITS학회 논문지
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    • 제7권5호
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    • pp.1-12
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    • 2008
  • 본 논문에서는 고속으로 이동하는 차량에 실시간 교통정보서비스를 연속적으로 제공하기 위하여 C&R 서비스에 대한 개념 및 서비스 시나리오를 제시하고, seamless 서비스 구현에 필요한 정보통신 요소기술들과 C&R 통신시스템의 구조와 제공방법에 대해서 기술하였다 향후, 스마트 하이웨이 서비스는 160km/h 이강 고속으로 이동하는 차량에 실시간 C&R 서비스가 이루어지는 정보통신 환경을 구축하는 개념이라 할 수 있다. 지금까지 DSRC 시스템을 기반하의 환경에서는 저속 차량과 통신이 가능하였으나, 고속 이동 환경에는 한계가 있다. 따라서 본 논문에서는 이러한 문제점을 해결하기 위해서 DSRC 기지국과 다수의 중계기의 핸드오버 기술을 이용함으로써, 고속이동 환경에도 적용 가능하며 스마트 하이웨이 환경에 대응할 수 있는 구조를 제안하였다.

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한.일 트랙터의 보유속도와 수요요인 비교 (The Comparative Analysis of Holding Pace and Decision Factors of Tractor in Korea and Japan)

  • 강창용;김남욱
    • Journal of Biosystems Engineering
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    • 제25권5호
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    • pp.391-398
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    • 2000
  • This study was performed to analyze the holding pace and decision factors of tractor in Korea and Japan, which probably should be used for making master plan of agricultural mechanization. The logistic function is used for holding pace estimation of tractor, and log-log function for analysis of decision factors. The results of this study are as follows: First, the increasing rate of the total amount of holding tractor power in Korea has been over that in Japan during 1980∼、94 which is now, however, under Japan. So, it could be forecasted that the per tractor holding power in Japan will increase continuously, and will be over 30PS in the short run. Second, the most important one of decision factors to support tractor demand is agricultural income in Korea, but on the other hand Non-Agricultural Income in Japan. From these, the fast increase of total amount of holding power of tractor in Korea could not expected, because Korea Agriculture has some difficulties to increase Agricultural Income. There are differences on the holding pace and decision factors of tractor between Korea and Japan, therefore, the plan of agricultural mechanization should be made in accordance with self-features.

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계절형 ARIMA-Intervention 모형을 이용한 한국 편의점 최적 매출예측 (Optimal Forecasting for Sales at Convenience Stores in Korea Using a Seasonal ARIMA-Intervention Model)

  • 정동빈
    • 유통과학연구
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    • 제14권11호
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    • pp.83-90
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    • 2016
  • Purpose - During the last two years, convenient stores (CS) are emerging as one of the most fast-growing retail trades in Korea. The goal of this work is to forecast and to analyze sales at CS using ARIMA-Intervention model (IM) and exponential smoothing method (ESM), together with sales at supermarkets in South Korea. Considering that two retail trades above are homogeneous and comparable in size and purchasing items on off-line distribution channel, individual behavior and characteristic can be detected and also relative superiority of future growth can be forecasted. In particular, the rapid growth of sales at CS is regarded as an everlasting external event, or step intervention, so that IM with season variation can be examined. At the same time, Winters ESM can be investigated as an alternative to seasonal ARIMA-IM, on the assumption that the underlying series shows exponentially decreasing weights over time. In case of sales at supermarkets, the marked intervention could not be found over the underlying periods, so that only Winters ESM is considered. Research Design, Data, and Methodology - The dataset of this research is obtained from Korean Statistical Information Service (1/2010~7/2016) and Survey of Service Trend of Korea Statistics Administration. This work is exploited time series analyses such as IM, ESM and model-fitting statistics by using TSPLOT, TSMODEL, EXSMOOTH, ARIMA and MODELFIT procedures in SPSS 23.0. Results - By applying seasonal ARIMA-Intervention model to sales at CS, the steep and persisting increase can be expected over the next one year. On the other hand, we expect the rate of sales growth of supermarkets to be lagging and tied up constantly in the next 2016 year. Conclusions - Based on 2017 one-year sales forecasts for CS and supermarkets, we can yield the useful information for the development of CS and also for all retail trades. Future study is needed to analyze sales of popular items individually such as tobacco, banana milk, soju and so on and to get segmented results. Furthermore, we can expand sales forecasts to other retail trades such as department stores, hypermarkets, non-store retailing, so that comprehensive diagnostics can be delivered in the future.

한국인의 연령.성별 따른 외식행동 비교 (A Comparative Study on Korean's Dining-Out Behaviors Classified by Age and Gender)

  • 박주원;안숙자
    • 한국식생활문화학회지
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    • 제16권4호
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    • pp.276-295
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    • 2001
  • In this paper, Korean's dining-out behaviors were compared and investigated according to gender and age. The change and the problem of dietary pattern in Korea were understood and we intend to provide the basic information for guidelines of Korean's dietary habits. The subjects are composed of 46.5% male and 53.5% female. According to age, groups aged $10{\sim}19$ are 26.3%, 20's are 24.6%, 30's are 16.8%, 40's are 18.7%, and 50 and over age group is 13.6%. All of the age groups ate out for celebration of a special day or for social purposes. When dining-out, the most important criteria for selecting a restaurant was the taste of food. All age groups liked Korean-style restaurants the most. All age group eat a house meal at breakfast. At lunch, age groups 40 and below go to a restaurant in school or company and 50 and over age group eats house meal. In general, all age groups ate a house meal at dinner. At breakfast, all the age groups do not eat out. For lunch, they eat out four or five times a week. For dinner, the most of age groups except the 20's eat out two or three times a month and for the 20's age group, two or three times a week. The reason for selecting a Korean-style restaurant is that the food is 'well matched with one's appetite'. According to the above results, the dietary habits of 30 and over age groups are relatively good. On the other hand, in 10's and 20's age groups, they have an irregular meal and the ratio of skipping a meal is high. And they frequently use fast-food restaurants. In the future, the unbalance of nutrition in these age groups is expected. Therefore, the correct nutritional facts should be educated so that these age groups have a healthy dietary habit.

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중국 온라인중재규칙에 관한 연구 (A Study on the Online Arbitration Rules in China)

  • 최석범
    • 한국중재학회지:중재연구
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    • 제21권2호
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    • pp.47-64
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    • 2011
  • The China International Economic and Trade Arbitration Commission(CIETAC) released online arbitration rules which apply the resolution of disputes over electronic commerce transactions, as well as other economic and trade disputes in which the parties agree to do. The evidence submitted by the parties may be electronic evidence created, sent, received or stored by electronic, optical or magnetic means. Electronic evidence with a reliable electronic signature shall carry the same effect and probative force as a document with a hand-written signature. Where a case is tried in a tribunal, the arbitration tribunal shall conduct an online trial hearing using internet video conference or other electronic or computer communication means. Unless the parties have another agreement, summary procedure shall apply to cases where the amount in dispute exceeds RMB 100,000 but no more than RMB 1 million, or where the amount in dispute exceeds RMB 1 million and a party submits a written application for summary procedure after obtaining the written consent of the other party. Unless the parties have agreed otherwise, fast-track procedure shall apply to cases where the amount in dispute does not exceed RMB 100,000 or where the amount in dispute exceeds RMB 100,000 and a party submits a written application for fast-track procedure after obtaining the written consent of the other party. Notable features of the Online Rules are as follows; first, there is not detailed consideration for online arbitration. Second, communications between the parties and the tribunal are allowed only through the Secretariat. Third, elaborate provisions regarding the electronic submission and transmission of documents is provided for. Forth, various factors must be considered by the tribunal in deciding the evidence's reliability. Fifth, reasonable endeavours is levied on CIETAC to keep data communications secure and encrypted. Sixth, the tribunal has the right to investigate and collect relevant evidence. And finally different procedures are provided for in consideration of the various types of E-commerce.

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Applications of Nanowire Transistors for Driving Nanowire LEDs

  • Hamedi-Hagh, Sotoudeh;Park, Dae-Hee
    • Transactions on Electrical and Electronic Materials
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    • 제13권2호
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    • pp.73-77
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    • 2012
  • Operation of liquid crystal displays (LCDs) can be improved by monolithic integration of the pixel transistors with light emitting diodes (LEDs) on a single substrate. Conventional LCDs make use of filters to control the backlighting which reduces the overall efficiency. These LCDs also utilize LEDs in series which impose failure and they require high voltage for operation with a power factor correction. The screen of small hand-held devices can operate from moderate brightness. Therefore, III-V nanowires that are grown along with transistors over Silicon substrates can be utilized. Control of nanowire LEDs with nanowire transistors will significantly lower the cost, increase the efficiency, improve the manufacturing yield and simplify the structure of the small displays that are used in portable devices. The steps to grow nanowires on Silicon substrates are described. The vertical n-type and p-type nanowire transistors with surrounding gate structures are characterized. While biased at 0.5 V, nanowire transistors with minimum radius or channel width have an OFF current which is less than 1pA, an ON current more than 1 ${\mu}A$, a total delay less than 10 ps and a transconductance gain of more than 10 ${\mu}A/V$. The low power and fast switching characteristics of the nanowire transistor make them an ideal choice for the realization of future displays of portable devices with long battery lifetime.