• 제목/요약/키워드: Data Utility

검색결과 1,213건 처리시간 0.029초

Multi-Sized cumulative Summary Structure Driven Light Weight in Frequent Closed Itemset Mining to Increase High Utility

  • Siva S;Shilpa Chaudhari
    • Journal of information and communication convergence engineering
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    • 제21권2호
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    • pp.117-129
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    • 2023
  • High-utility itemset mining (HIUM) has emerged as a key data-mining paradigm for object-of-interest identification and recommendation systems that serve as frequent itemset identification tools, product or service recommendation systems, etc. Recently, it has gained widespread attention owing to its increasing role in business intelligence, top-N recommendation, and other enterprise solutions. Despite the increasing significance and the inability to provide swift and more accurate predictions, most at-hand solutions, including frequent itemset mining, HUIM, and high average- and fast high-utility itemset mining, are limited to coping with real-time enterprise demands. Moreover, complex computations and high memory exhaustion limit their scalability as enterprise solutions. To address these limitations, this study proposes a model to extract high-utility frequent closed itemsets based on an improved cumulative summary list structure (CSLFC-HUIM) to reduce an optimal set of candidate items in the search space. Moreover, it employs the lift score as the minimum threshold, called the cumulative utility threshold, to prune the search space optimal set of itemsets in a nested-list structure that improves computational time, costs, and memory exhaustion. Simulations over different datasets revealed that the proposed CSLFC-HUIM model outperforms other existing methods, such as closed- and frequent closed-HUIM variants, in terms of execution time and memory consumption, making it suitable for different mined items and allied intelligence of business goals.

OFDMA 시스템에서 Elastic 서비스를 위한 Opportunistic 스케줄링 기법 (Opportunistic Scheduling Schemes for Elastic Services in OFDMA Systems)

  • 권정안;이장원
    • 한국통신학회논문지
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    • 제34권1A호
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    • pp.76-83
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    • 2009
  • 본 논문에서는 OFDMA를 이용하는 시스템에서의 elastic 서비스를 위한 공평성을 고려한 opportunistic 스케줄링 기법에 대하여 연구한다. 본 논문에서는 각 유저의 만족도를 유틸리티로 정의한 후 네트워크 유틸리티 극대화 기법을 이용한다. 이러한 유틸리티는 각 유저가 이용하는 서비스에 따라 서로 다르게 정의할 수 있으며 elastic 서비스의 경우에는 평균 전송률이 높을수록 유저의 만족도가 높아지게 된다. 이를 반영하기 위하여 각 유저의 유틸리티를 평균 전송률에 대한 함수로 정의한다. 또한 각 유저 사이의 공평한 자원 배분을 위한 조건을 유저들의 유틸리티를 이용하여 정의하고 이를 만족하는 동시에 각 유저의 유틸리티의 합으로 정의되는 네트워크 유틸리티를 극대화 하기위한 opportunistic 스케줄링 기법을 연구한다. 본 논문에서는 각각의 공평성 조건에 대한 opportunistic 스케줄링 문제를 최적화 문제로 정의하고 이를 dual 기법과 stochastic sub-gradient 기법으로 풀어 스케줄링 기법을 구현하도록 한다.

Hadamard-Center Line Symmetric Haar에 의한 Image Data 처리에 관한 연구 (Image Data Processing by Hadamard-Center Line Symmetric Hear)

  • 안성렬;소상호;황재정;이문호
    • 한국통신학회:학술대회논문집
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    • 한국통신학회 1984년도 춘계학술발표회논문집
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    • pp.13-17
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    • 1984
  • A hybrid version of the Hadamard and center Line Symmetric Haar Transform called H-CLSH is defined and developed. Efficient algorithms for fast computation of the H-CLSH and its inverse are developed. The H-CLSH is applied to digital signal and image processing and its utility and image processing and its utility and effectiveness are compared with Hadamard-Haar discrete transforms on the basis of some standard performance criteria.

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Sensor Utility Network를 위한 저전력 Burst 클록-데이터 복원 회로를 포함한 클록 시스템 (A Clock System including Low-power Burst Clock-data Recovery Circuit for Sensor Utility Network)

  • 송창민;서재훈;장영찬
    • 전기전자학회논문지
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    • 제23권3호
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    • pp.858-864
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    • 2019
  • 본 논문에서는 센서 유틸리티 네트워크에서 센서 노드들 사이의 주파수 차이로 인한 데이터 손실을 제거하기 위한 클록 시스템이 제안된다. 각 센서 노드를 위한 제안된 클록 시스템은 버스트 클록-데이터 복원 회로, 32-위상 클록을 출력하는 디지털 위상 고정 루프, 그리고 프로그래밍 가능한 개방형 루프 분수 분할기를 사용하는 디지털 주파수 합성기로 구성된다. 첫번째 센서 노드에는 버스트 클록-데이터 복원 회로 대신 능동 인덕터를 사용하는 CMOS 발진기가 사용된다. 제안된 클록 시스템은 1.2 V 공급 전압을 이용하는 65nm CMOS 공정에서 설계된다. 센서 노드들 사이의 주파수 오류가 1%일 때, 제안하는 버스트 클록-데이터 복원 회로는 기준 클록으로 5Mbps 데이터 속도에 대해 64배 체배된 주파수를 가짐으로 4.95 ns의 시간지터를 가진다. 설계된 디지털 주파수 합성기의 주파수 변경은 100 kHz에서 320 MHz의 주파수 범위에서 출력 클록의 한 주기 내에 수행된다.

Bandwidth-Efficient Precoding Scheme for Downlink Smart Utility Networks

  • Kim, Byung Wook
    • 한국멀티미디어학회논문지
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    • 제17권8호
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    • pp.1012-1019
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    • 2014
  • The emerging smart utility networks (SUN) provide two-way communications between smart meters and smart appliances for purpose of low power usage, low cost, and high reliability. This paper deals with a bandwidth-efficient communication method based on the hidden pilot-aided scheme using a precoder in downlink SUN suitable for high-rate multimedia applications. With the aid of the design of a precoder and a superimposed hidden pilot, it is possible to estimate the channel without loss of bandwidth. In the channel estimation procedure, the inevitable data interference, which degrades the performance of channel estimation, can be reduced by the precoder design with an iterative scheme. Computer simulations show that the proposed scheme outperforms the conventional method in terms of achievable data rate, especially when a large number of subcarriers are employed.

전력회사 관점의 배전계통 경제형 PQM 시스템 구축방안 (A Study on the Economical PQMS of the Utility Distribution Power System)

  • 박용업;이건행
    • 전기학회논문지
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    • 제59권9호
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    • pp.1523-1529
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    • 2010
  • This paper describes the distribution power system econimical PQMS(Power quality monitoring system) of Utility. Recently, the korea power quality standard has been established based on the IEC Std. By IEC Std., the power quality assessment point is measured in PCC(Point of common coupling). In this case, the utility has to construct PQM system in all customer PCC point and the PQ meter cost would be very high in order to acquire the suitable data. Also the distribution system would be encounter the communication overload problem due to the huge data. Accordingly the utilities could not apply to PQM system in the distribution power system by the cost and communication problem. In this paper, the proposed economical PQMS has the voltage and current signal reiteration function and FFT operation function is transferred the server. Also the voltage and current measurement channels are minimized by a classified substation construction.

공공부문의 사용량기반 IT서비스를 위한 인프라서비스 모델에 관한 연구 (Infra Service Model for Usage-based IT service in Public Sector)

  • 나종회;이상학;문성준;한인종
    • 디지털융복합연구
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    • 제7권4호
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    • pp.43-56
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    • 2009
  • The concept causing all the fuss is "the utility computing or the usage-based IT service", which now represents the future for IT asset in all aspects of the way they work in business, the commercial and public sector. The core of "utility computing or usage-based IT service" is changing the IT assert from "ownership" to "borrowing", which enables managers to get greater utilization of data-centre resources at lower operating costs. This trend is spreaded in public sector centering the Governmental Internet data Center of Korea(NCIA). So, it has need to make an usage-based IT service model that is suitable for public sector. In this paper, we propose the usage-based IT service model that is composed of IT service framework, service pricing model and IT service architecture.

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계통연계형 태양광 발전시스템의 운전특성 분석 (The Operating Characteristics Analysis of Utility Interactive PV Power Generation System)

  • 이현우;고강훈
    • 조명전기설비학회논문지
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    • 제17권6호
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    • pp.23-30
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    • 2003
  • 본 논문에서는 계통과 원활히 동작할 수 있는 계통 연계형 태양광 발전시스템에 대한 특성을 해석하고 이론을 바탕으로 제작된 실 시스템을 적용$.$운용시 시스템의 운전특성 및 발전량을 비교 분석하였다. 그 결과로서 구조적인 문제점과 관리적인 문제점을 도출하고, 이러한 문제점에 대한 대책으로서 설치될 장소의 장기적인 일사량 측정 데이터수집을 동하여 최적의 일사량을 얻을 수 있는 지역설정과 최적의 설치형태를 설계함으로서 발전효율을 높일 수 있다. 또한, 운영시스템 및 모니터링 관리가 현행의 OS시스템으로서는 해결이 불가능한것을 전용의 OS개발과 데이터 백업 시스템을 구축함으로서 실 시스템 운용상의 문제점을 해결할 수 있었다.

Generational Perspectives on Smart Tourism: A Focus on Baby Boomers

  • Karla Juliane dos Santos Camargo;Tercio Pereira;Pablo Flores Limberger
    • Journal of Smart Tourism
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    • 제4권1호
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    • pp.31-38
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    • 2024
  • This study investigates the adoption of technology in smart tourist destinations, with a focus on the Baby Boomer generation. The objective is to analyze the perceived utility, intention to use, and risk perception of this generation regarding Information and Communication Technologies (ICT) in the context of smart tourist destinations. Data were collected through questionnaires administered to elderly groups belonging to the Baby Boomer generation in two Brazilian cities. Data analysis was conducted using statistical tools such as SPSS and Microsoft Excel, with an emphasis on regression analysis with moderation. The results indicate that when Baby Boomer tourists feel insecure about technology, they tend to not perceive its utility, impacting its acceptance. On the other hand, lower risk perceptions lead to an increase in perceived utility and, consequently, a greater intention to use technology in travel planning. The moderating role of risk perception in the relationship between perceived utility and intention to use is emphasized. The findings highlight the need for managers of smart destinations to consider the risks perceived by tourists, focus on diverse age groups, and implement strategies that address digital exclusion.

교통안전진단 개선방안들의 우선순위 산정 연구 (A Study on Practical Method of Utility Curve for Deciding Priority Order of the Improvements in Traffic Safety Audit)

  • 최지혜;강순양;홍지연;임준범
    • 한국안전학회지
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    • 제31권3호
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    • pp.143-155
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    • 2016
  • Recently, a massive loss of life and property is occurring in Korea due to traffic accidents, with the rapid increase in cars. For improvement of traffic safety, the Korea Transportation Safety Authority intensively analyzes accident data in local governments with low traffic safety index, performs a field investigation to extract problems and offers local governments improvements for problems, by conducting the 'Special Survey of Actual Conditions of Traffic Safety' each year, starting 2008. But local governments cannot strongly push forward the improvement projects due to the limited budget and the uncertainty of the improvement plan effects. Therefore, this study suggested a model which applied the Utility concept to the AHP theory, in order to efficiently decide a priority of the improvement plans in accident black spots in consideration of the limited budget of local governments. The number of accidents in each spot for improvement and accident severity, traffic volume, pedestrian volume, the improvement project cost and the accident reduction effect were chosen as evaluation factors for deciding a priority, and data about the improvement plan costs and the accident reduction effects, traffic accidents and traffic volume in the spots to undergo the special research on the real condition of traffic accident in the past were collected from the existing studies. Then, regression analysis was carried out and the Utility Curve of each evaluation factor was computed. Based on the AHP analysis findings, this study devised a priority decision method which calculated the weight and the utility function of each evaluation factor and compared the total utility values. The AHP analysis findings showed that among the evaluation factors, accident severity had the biggest importance and it was followed by the improvement plan cost, the number of accidents, the improvement effect, traffic volume and pedestrian volume. The calculated utility function shows a rise in utility, as the variables of the 5 evaluation factors; the number of accidents, accident severity, the improvement plan effect, traffic volume and pedestrian volume increase and a fall in utility, as the variables of the improvement plan cost increase, since the improvement plan cost is included in the budget spent by a local government.