• 제목/요약/키워드: Component Metric

검색결과 77건 처리시간 0.022초

An Anomaly Detection Framework Based on ICA and Bayesian Classification for IaaS Platforms

  • Wang, GuiPing;Yang, JianXi;Li, Ren
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권8호
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    • pp.3865-3883
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    • 2016
  • Infrastructure as a Service (IaaS) encapsulates computer hardware into a large amount of virtual and manageable instances mainly in the form of virtual machine (VM), and provides rental service for users. Currently, VM anomaly incidents occasionally occur, which leads to performance issues and even downtime. This paper aims at detecting anomalous VMs based on performance metrics data of VMs. Due to the dynamic nature and increasing scale of IaaS, detecting anomalous VMs from voluminous correlated and non-Gaussian monitored performance data is a challenging task. This paper designs an anomaly detection framework to solve this challenge. First, it collects 53 performance metrics to reflect the running state of each VM. The collected performance metrics are testified not to follow the Gaussian distribution. Then, it employs independent components analysis (ICA) instead of principal component analysis (PCA) to extract independent components from collected non-Gaussian performance metric data. For anomaly detection, it employs multi-class Bayesian classification to determine the current state of each VM. To evaluate the performance of the designed detection framework, four types of anomalies are separately or jointly injected into randomly selected VMs in a campus-wide testbed. The experimental results show that ICA-based detection mechanism outperforms PCA-based and LDA-based detection mechanisms in terms of sensitivity and specificity.

Does Customer Delight Matter in the Customer Satisfaction-Loyalty Linkage?

  • KIM, Mi Jeong;PARK, Chul Ju
    • The Journal of Asian Finance, Economics and Business
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    • 제6권3호
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    • pp.235-245
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    • 2019
  • This research focuses on the relationships among customer satisfaction, delight, and loyalty. Although customer delight is one facet of an affective evaluation that can be predicted from customer satisfaction as cognitive component of the evaluation, there is no empirical examination on the casual relationship among customer satisfaction, delight, and loyalty. This study aims at addressing this gap in the service literature. The research questions are (1) How is customer satisfaction related to customer delight? and (2) Does customer delight matter in the relationship between customer satisfaction and loyalty? Data from a survey of consumers across upscale restaurant and retail bank in Korea were obtained. Our results show that customer satisfaction contributes positively to customer delight, and that customer delight plays a significant role in the relationship between customer satisfaction and loyalty. This chained relationship from customer satisfaction to customer delight to customer loyalty suggests that achieving customer delight represents one of the underlying pathways through which basic or core requirements expected by customers are satisfied. Our finding suggests that service firms need to monitor and manage their levels of customer delight as a performance metric, and delighting customers may be an important strategy to build competitive advantage through customer loyalty.

반 잠수식 복수부선의 진수설계 (Development of float off Operation Design for Mdlti Semi-submersible Barges with Symmetrical Stability Casings)

  • 양영태;최문길;이춘보;박병남;성석부
    • 한국해양공학회지
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    • 제17권2호
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    • pp.72-76
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    • 2003
  • This paper presents the design concept and operation results of float-off for FSO (340,000 DWT Class, ELF AMENAM KPONO Project) built on the ground, without dry dock facilities. It was the first attempt to build FSO, completely, on the ground and launch it using DBU (Double Barge Unit, which was connected by rigid frame structure.) The major characteristics of FSO, which are similar to general VLCC type hull, including topside structure, weigh 51,000 metric ton. In order to have sufficient stability during the deck immersion of DBU, while passing through a minimum water plane area zone, proper trim control was completed with LMC (Load Master Computer). The major features of the monitoring system include calculation for transverse bending moment, shear force, local strength check of each connector, based on component stress, and deformation check during the load-out and float-off. Another major concern during the operation was to avoid damages at the bottom and sides of FSO, due to motion & movement after free-floating; therefore, adequate clearances between DBU and FSO were to be provided, and guide posts were installed to prevent side damage of the DBU casings. This paper also presents various measures that indecate the connector bending moment, damage stability analysis, and mooring of DBU during float off.

30톤급 액체로켓엔진용 터보펌프 개발현황 (Development Status of a Turbopump for 30-ton Thrust Level of Engine)

  • 김진한;홍순삼;정은환;최창호;전성민
    • 한국추진공학회:학술대회논문집
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    • 한국추진공학회 2005년도 제25회 추계학술대회논문집
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    • pp.375-383
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    • 2005
  • 본 논문은 국내 최초의 액체산소와 케로신을 사용한 액체로켓엔진용 터보펌프의 개발에 관하여 기술하였다. 개발 중인 터보펌프는 가스 발생기 형식의 30톤급 액체로켓엔진에 사용 가능하다. 본 터보펌프는 일축에 조립된 산화제펌프, 연료펌프, 충동형 터빈, Inter-propellant seal(IPS)로 구성되어 있다. IPS는 액체산소와 케로신이 상호작용을 하지 않도록 차단해주는 장치이다. 현재 모사매질(물 및 공기)을 사용하여 각 단품 및 시스템 성능시험을 마쳤으며 hot firing 시험이 대기 중에 있다.

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A Secure Face Cryptogr aphy for Identity Document Based on Distance Measures

  • Arshad, Nasim;Moon, Kwang-Seok;Kim, Jong-Nam
    • 한국멀티미디어학회논문지
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    • 제16권10호
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    • pp.1156-1162
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    • 2013
  • Face verification has been widely studied during the past two decades. One of the challenges is the rising concern about the security and privacy of the template database. In this paper, we propose a secure face verification system which generates a unique secure cryptographic key from a face template. The face images are processed to produce face templates or codes to be utilized for the encryption and decryption tasks. The result identity data is encrypted using Advanced Encryption Standard (AES). Distance metric naming hamming distance and Euclidean distance are used for template matching identification process, where template matching is a process used in pattern recognition. The proposed system is tested on the ORL, YALEs, and PKNU face databases, which contain 360, 135, and 54 training images respectively. We employ Principle Component Analysis (PCA) to determine the most discriminating features among face images. The experimental results showed that the proposed distance measure was one the promising best measures with respect to different characteristics of the biometric systems. Using the proposed method we needed to extract fewer images in order to achieve 100% cumulative recognition than using any other tested distance measure.

슬라이딩 윈도우 방식의 터보 복호화기의 구조 및 성능 (The Structure and Performance of Turbo decoder using Sliding-window method)

  • 심병효;구창설;이봉운
    • 한국군사과학기술학회지
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    • 제3권1호
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    • pp.116-126
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    • 2000
  • Turbo codes are the most exciting and potentially important development in coding theory in recent years. They were introduced in 1993 by Berrou, Glavieux and $Thitimajshima,({(1)}$ and claimed to achieve near Shannon-limit error correction performance with relatively simple component codes and large interleavers. A required Eb/N0 of 0.7㏈ was reported for BER of $10^{-5}$ and code rate of $l/2.^{(1)}$ However, to implement the turbo code system, there are various important details that are necessary to reproduce these results such as AGC gain control, optimal wordlength determination, and metric rescaling. Further, the memory required to implement MAP-based turbo decoder is relatively considerable. In this paper, we confirmed the accuracy of these claims by computer simulation considering these points, and presented a optimal wordlength for Turbo code design. First, based on the analysis and simulation of the turbo decoder, we determined an optimal wordlength of Turbo decoder. Second, we suggested the MAP decoding algorithm based on sliding-window method which reduces the system memory significantly. By computer simulation, we could demonstrate that the suggested fixed-point Turbo decoder operates well with negligible performance loss.

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음향 DB 구축을 위한 한국어 의성어 군집화 (Korean Onomatopoeia Clustering for Sound Database)

  • 김명관;신영석;김영래
    • 한국멀티미디어학회논문지
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    • 제11권9호
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    • pp.1195-1203
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    • 2008
  • 한글 문서에서 의성어는 자연적 혹은 인공적 소리를 인간의 언어로 표현하는 것으로서, 대상과 가장 가깝게 느껴지는 의성어 단어로 표현할 수 있으며 또한 음향 도서관구축 등 멀티미디어 데이터를 분류하는 기준으로 활용할 수 있다. 이 연구에서 우리는 말뭉치에서 의성어들의 출현빈도를 구하고, 실험에서 사용할 의성어 100개를 선별하였다. 의성어의 관계를 분류하기 위하여 유사도 및 거리 매트릭스의 특징을 추출하고, 이후에 주성분 분석 방법(PCA)을 사용하여 의성어 특성의 차원을 낮추었으며 의성어들의 관계를 벡터 공간에 표현하였다. 비계층적 클러스터링 방법 들을 비교하여 k-means 알고리즘을 사용하였다. 결과로 의성어를 분류하였고 분류 결과를 통해 의성어들의 특성을 반영할 수 있었다.

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RowAMD Distance: A Novel 2DPCA-Based Distance Computation with Texture-Based Technique for Face Recognition

  • Al-Arashi, Waled Hussein;Shing, Chai Wuh;Suandi, Shahrel Azmin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권11호
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    • pp.5474-5490
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    • 2017
  • Although two-dimensional principal component analysis (2DPCA) has been shown to be successful in face recognition system, it is still very sensitive to illumination variations. To reduce the effect of these variations, texture-based techniques are used due to their robustness to these variations. In this paper, we explore several texture-based techniques and determine the most appropriate one to be used with 2DPCA-based techniques for face recognition. We also propose a new distance metric computation in 2DPCA called Row Assembled Matrix Distance (RowAMD). Experiments on Yale Face Database, Extended Yale Face Database B, AR Database and LFW Database reveal that the proposed RowAMD distance computation method outperforms other conventional distance metrics when Local Line Binary Pattern (LLBP) and Multi-scale Block Local Binary Pattern (MB-LBP) are used for face authentication and face identification, respectively. In addition to this, the results also demonstrate the robustness of the proposed RowAMD with several texture-based techniques.

평균회귀 심박변이도의 K-평균 군집화 학습을 통한 심실조기수축 부정맥 신호의 특성분석 (Characterization of Premature Ventricular Contraction by K-Means Clustering Learning Algorithm with Mean-Reverting Heart Rate Variability Analysis)

  • 김정환;김동준;이정환;김경섭
    • 전기학회논문지
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    • 제66권7호
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    • pp.1072-1077
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    • 2017
  • Mean-reverting analysis refers to a way of estimating the underlining tendency after new data has evoked the variation in the equilibrium state. In this paper, we propose a new method to interpret the specular portraits of Premature Ventricular Contraction(PVC) arrhythmia by applying K-means unsupervised learning algorithm on electrocardiogram(ECG) data. Aiming at this purpose, we applied a mean-reverting model to analyse Heart Rate Variability(HRV) in terms of the modified poincare plot by considering PVC rhythm as the component of disrupting the homeostasis state. Based on our experimental tests on MIT-BIH ECG database, we can find the fact that the specular patterns portraited by K-means clustering on mean-reverting HRV data can be more clearly visible and the Euclidean metric can be used to identify the discrepancy between the normal sinus rhythm and PVC beats by the relative distance among cluster-centroids.

한국 남해에 출현하는 가고시마샛멸(Argentina kagoshimae)의 섭식생태 (Feeding Ecology of Smallmouth Argentine Argentina kagoshimae in Coastal Waters of the South Sea, Korea)

  • 정재묵;이승종;백근욱
    • 한국수산과학회지
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    • 제55권5호
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    • pp.590-597
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    • 2022
  • We analyzed the diet composition of smallmouth argentine Argentina kagoshimae, which were collected via bottom trawl in the South Sea during February, April, August, and October 2021. Their size range was 8.1-21.4 cm total length. A. kagoshimae are mesopelagic carnivores, mainly consuming benthopelagic Euphausiacea and Caridea crustaceans. Polychaetes were the second largest prey component in their diet, which also included small quantities of copepods, amphipods, and arrow worms. Stomach content compositions substantially differed among body size levels in A. kagoshimae. The results of non-metric multidimensional scaling ordination and permutational multivariate analysis of variance of dietary data revealed no significant dietary differences. The results of a graphical analysis of the diet composition showed that A. kagoshimae are specialized feeders characterized by strong individual feeding specialization.