• 제목/요약/키워드: factor matrix

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인자점수와 자기조직화지도를 이용한 희소한 문서데이터의 군집화 (Sparse Document Data Clustering Using Factor Score and Self Organizing Maps)

  • 전성해
    • 한국지능시스템학회논문지
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    • 제22권2호
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    • pp.205-211
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    • 2012
  • 통계학과 기계학습의 다양한 기법을 이용하여 문서집합을 군집화하기 위해서는 우선 군집화분석에 적합한 데이터구조로 대상 문서집합을 변환해야 한다. 문서군집화를 위한 대표적인 구조가 문서-단어행렬이다. 각 문서에서 발생한 특정단어의 빈도값을 갖는 문서-단어행렬은 상당부분의 빈도값이 0인 희소성문제를 갖는다. 이 문제는 문서군집화의 성능에 직접적인 영향을 주어 군집화결과의 성능감소를 초래한다. 본 논문에서는 문서-단어행렬의 희소성문제를 해결하기 위하여 인자분석을 통한 인자점수를 이용하였다. 즉, 문서-단어행렬을 문서-인자점수행렬로 바꾸어 문서군집화의 입력데이터로 사용하였다. 대표적인 문서군집화 알고리즘인 자기조직화지도에 적용하여 문서-단어행렬과 문서-인자점수행렬에 대한 문서군집화의 결과들을 비교하였다.

VARIATIONS OF CONTAMINANT RETARDATION FACTOR IN THE PRESENCE OF TWO MOBILE COLLOIDS

  • Kim, Song-Bae;Kim, Dong-Ju
    • 한국지하수토양환경학회:학술대회논문집
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    • 한국지하수토양환경학회 2001년도 추계학술발표회
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    • pp.115-119
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    • 2001
  • Contaminant retardation factor is derived from the colloidal and contaminant transport equations for a four-phase porous medium: an aqueous phase, two mobile colloidal phases, and a solid matrix. It is assumed that the contaminant sorption to solid matrix and colloidal particles and the colloidal deposition on solid matrix follow the linear isotherms. The behavior of the contaminant retardation factor in response to the change of model parameters is examined employing the experimental data of Magee et al. (1991) and Jenkins and Lion (1993). In the four-phase system, the contaminant retardation factor is determined by both the contaminant association with solid matrix and colloidal particles and the colloidal deposition on solid matrix. The contaminant mobility is enhanced when the affinity of contaminants to mobile colloids increases. In addition, as the affinity of colloids to solid matrix decreases, the contaminant mobility increases.

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Dynamic load concentration caused by a break in a Lamina with viscoelastic matrix

  • Reza, Arash;Sedighi, Hamid M.;Soleimani, Mahdi
    • Steel and Composite Structures
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    • 제18권6호
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    • pp.1465-1478
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    • 2015
  • The effect of cutting off fibers on transient load in a polymeric matrix composite lamina was studied in this paper. The behavior of fibers was considered to be linear elastic and the matrix behavior was considered to be linear viscoelastic. To model the viscoelastic behavior of matrix, a three parameter solid model was employed. To conduct this research, finite difference method was used. The governing equations were obtained using Shear-lag theory and were solved using boundary and initial conditions before and after the development of break. Using finite difference method, the governing integro-differential equations were developed and normal stress in the fibers is obtained. Particular attention is paid the dynamic overshoot resulting when the fibers are suddenly broken. Results show that considering viscoelastic properties of matrix causes a decrease in dynamic load concentration factor and an increase in static load concentration factor. Also with increases the number of broken fibers, trend of increasing load concentration factor decreases gradually. Furthermore, the overshoot of load in fibers adjacent to the break in a polymeric matrix with high transient time is lower than a matrix with lower transient time, but the load concentration factor in the matrix with high transient time is lower.

확률행렬이론을 이용한 한국주식시장의 상관행렬 분석 (A Random Matrix Theory approach to correlation matrix in Korea Stock Market)

  • 김건우;이승철
    • Journal of the Korean Data and Information Science Society
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    • 제22권4호
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    • pp.727-733
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    • 2011
  • 주식수익률간의 상관행렬 분석을 통해 유의미한 정보를 추출 활용하는 것은 주식시장을 이해하는데 매우 중요하다. 최근 확률행렬이론을 이용 상관행렬을 분석하는 연구들이 많이 진행되어 왔는데, 본 논문에서는 단일 요인 모형을 확률행렬이론에 적용 한국주식시장에서 주식수익률간의 상관행렬에 관한 유의미한 정보를 추출하였다. 특히 단일 요인을 도입 상관행렬을 분석한 결과가 실제 데이터를 잘 설명함을 관찰하였고, 단일 요인 모형의 유용성을 확인하였다.

콘크리트 내부공극 분석을 위한 행렬간격계수 모델식의 제안 (Proposal of Matrix Spacing Factor for Analyzing Air Void System in Hardened Concrete)

  • 정원경;전인구;김용곤;이봉학
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2004년도 추계 학술발표회 제16권2호
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    • pp.679-682
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    • 2004
  • Air void systems in hardened concrete has an important influence on concrete durability such as freeze-thaw resistance, water permeability, surface scaling resistance. Linear traverse method and point count method described at ASTM is the routine analysis of the air void system that have been widely used to estimate the spacing factor in hardened concrete. Recently, many concretes often have a spacing factor higher than the generally accepted $200-250{\mu}m$ limit for the usual range of air contents. This study is proposed to estimate the matrix spacing factor by calculation of simplicity. The matrix spacing factor needs two parameters that are air content and numbers of air voids in the hardened concrete. Those are obtained from the standard air-void system analysis of the ASTM C 457. The equation is valid for all values of paste-to-air ratio because the estimation of paste content is unnecessary at the using ASTM C 457. The matrix spacing factor yields a similar estimate of the standard spacing factor.

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RANK PRESERVER OF BOOLEAN MATRICES

  • SONG, SEOK-ZUN;KANG, KYUNG-TAE;JUN, YOUNG-BAE
    • 대한수학회보
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    • 제42권3호
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    • pp.501-507
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    • 2005
  • A Boolean matrix with rank 1 is factored as a left factor and a right factor. The perimeter of a rank-1 Boolean matrix is defined as the number of nonzero entries in the left factor and the right factor of the given matrix. We obtain new characterizations of rank preservers, in terms of perimeter, of Boolean matrices.

LEVEL-m SCALED CIRCULANT FACTOR MATRICES OVER THE COMPLEX NUMBER FIELD AND THE QUATERNION DIVISION ALGEBRA

  • Jiang, Zhao-Lin;Liu, San-Yang
    • Journal of applied mathematics & informatics
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    • 제14권1_2호
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    • pp.81-96
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    • 2004
  • The level-m scaled circulant factor matrix over the complex number field is introduced. Its diagonalization and spectral decomposition and representation are discussed. An explicit formula for the entries of the inverse of a level-m scaled circulant factor matrix is presented. Finally, an algorithm for finding the inverse of such matrices over the quaternion division algebra is given.

Imposed Weighting Factor Optimization Method for Torque Ripple Reduction of IM Fed by Indirect Matrix Converter with Predictive Control Algorithm

  • Uddin, Muslem;Mekhilef, Saad;Rivera, Marco;Rodriguez, Jose
    • Journal of Electrical Engineering and Technology
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    • 제10권1호
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    • pp.227-242
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    • 2015
  • This paper proposes a weighting factor optimization method in predictive control algorithm for torque ripple reduction in an induction motor fed by an indirect matrix converter (IMC). In this paper, the torque ripple behavior is analyzed to validate the proposed weighting factor optimization method in the predictive control platform and shows the effectiveness of the system. Therefore, an optimization method is adopted here to calculate the optimum weighting factor corresponds to minimum torque ripple and is compared with the results of conventional weighting factor based predictive control algorithm. The predictive control algorithm selects the optimum switching state that minimizes a cost function based on optimized weighting factor to actuate the indirect matrix converter. The conventional and introduced weighting factor optimization method in predictive control algorithm are validated through simulations and experimental validation in DS1104 R&D controller platform and show the potential control, tracking of variables with their respective references and consequently reduces the torque ripple.

The mechanism of human neural stem cell secretomes improves neuropathic pain and locomotor function in spinal cord injury rat models: through antioxidant, anti-inflammatory, anti-matrix degradation, and neurotrophic activities

  • I Nyoman Semita;Dwikora Novembri Utomo;Heri Suroto;I Ketut Sudiana;Parama Gandi
    • The Korean Journal of Pain
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    • 제36권1호
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    • pp.72-83
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    • 2023
  • Background: Globally, spinal cord injury (SCI) results in a big burden, including 90% suffering permanent disability, and 60%-69% experiencing neuropathic pain. The main causes are oxidative stress, inflammation, and degeneration. The efficacy of the stem cell secretome is promising, but the role of human neural stem cell (HNSC)-secretome in neuropathic pain is unclear. This study evaluated how the mechanism of HNSC-secretome improves neuropathic pain and locomotor function in SCI rat models through antioxidant, anti-inflammatory, anti-matrix degradation, and neurotrophic activities. Methods: A proper experimental study investigated 15 Rattus norvegicus divided into normal, control, and treatment groups (30 µL HNSC-secretome, intrathecal in the level of T10, three days post-traumatic SCI). Twenty-eight days post-injury, specimens were collected, and matrix metalloproteinase (MMP)-9, F2-Isoprostanes, tumor necrosis factor (TNF)-α, transforming growth factor (TGF)-β, and brain derived neurotrophic factor (BDNF) were analyzed. Locomotor recovery was evaluated via Basso, Beattie, and Bresnahan scores. Neuropathic pain was evaluated using the Rat Grimace Scale. Results: The HNSC-secretome could improve locomotor recovery and neuropathic pain, decrease F2-Isoprostane (antioxidant), decrease MMP-9 and TNF-α (anti-inflammatory), as well as modulate TGF-β and BDNF (neurotrophic factor). Moreover, HNSC-secretomes maintain the extracellular matrix of SCI by reducing the matrix degradation effect of MMP-9 and increasing the collagen formation effect of TGF-β as a resistor of glial scar formation. Conclusions: The present study demonstrated the mechanism of HNSC-secretome in improving neuropathic pain and locomotor function in SCI through antioxidant, anti-inflammatory, anti-matrix degradation, and neurotrophic activities.

잠재의미분석을 활용한 성격검사문항의 의미표상과 요인구조의 비교 (A Comparison between Factor Structure and Semantic Representation of Personality Test Items Using Latent Semantic Analysis)

  • 박성준;박희영;김청택
    • 인지과학
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    • 제30권3호
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    • pp.133-156
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    • 2019
  • 본 연구는 수검자가 검사 문항을 어떻게 이해했는지를 조사하기 위해 검사문항의 의미표상을 탐구하였다. 잠재의미분석을 활용하여 성격검사문항과 성격요인의 의미표상 간 유사도를 나타내는 의미유사도 행렬을 제안하였고, 이를 기존의 탐색적 요인분석 결과와 비교하였다. 이를 위해 예비 연구에서 대학생 154명을 대상으로 제한된 맥락에서 성격의 5요인을 각각 묘사하는 지문을 수집하였고, 이를 바탕으로 5차원의 축소하여 의미공간을 구성하였다. 연구 1에서는 간편형 한국어 BFI의 요인부하량 행렬과, 예비 연구에서 구성한 의미공간에서 생성한 의미유사도 행렬을 비교하여, 두 행렬이 높은 정적 상관이 있음을 보여주었다. 연구 2에서는 의미유사도를 기반으로 성격검사문항을 생성하고, 수검자의 반응을 수집하여 탐색적 요인분석을 통해 요인구조를 도출하여 두 행렬이 유사함을 보였다. 결론적으로 본 연구는 성격검사에 대한 수검자의 반응 없이 검사문항의 의미표상을 분석하여 구성타당도를 추론할 수 있는 방법을 제안하였고, 성격검사의 요인구조를 검사문항과 성격요인의 의미표상 간 유사도로 해석할 수 있음을 보여주었다. 이러한 결과는 성격검사 개발에 실용적인 도움을 줄 수 있을 것이다.