• Title/Summary/Keyword: MATRIX

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Robust Non-negative Matrix Factorization with β-Divergence for Speech Separation

  • Li, Yinan;Zhang, Xiongwei;Sun, Meng
    • ETRI Journal
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    • v.39 no.1
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    • pp.21-29
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    • 2017
  • This paper addresses the problem of unsupervised speech separation based on robust non-negative matrix factorization (RNMF) with ${\beta}$-divergence, when neither speech nor noise training data is available beforehand. We propose a robust version of non-negative matrix factorization, inspired by the recently developed sparse and low-rank decomposition, in which the data matrix is decomposed into the sum of a low-rank matrix and a sparse matrix. Efficient multiplicative update rules to minimize the ${\beta}$-divergence-based cost function are derived. A convolutional extension of the proposed algorithm is also proposed, which considers the time dependency of the non-negative noise bases. Experimental speech separation results show that the proposed convolutional RNMF successfully separates the repeating time-varying spectral structures from the magnitude spectrum of the mixture, and does so without any prior training.

A MATRIX PENCIL APPROACH COMPUTING THE ELEMENTARY DIVISORS OF A MATRIX : NUMERICAL ASPECTS AND APPLICATIONS

  • Mitrouli, M.;Kalogeropoulos, G.
    • Journal of applied mathematics & informatics
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    • v.5 no.3
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    • pp.717-734
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    • 1998
  • In the present paper is presented a new matrix pencil-based numerical approach achieving the computation of the elemen-tary divisors of a given matrix $A \in C^{n\timesn}$ This computation is at-tained without performing similarity transformations and the whole procedure is based on the construction of the Piecewise Arithmetic Progression Sequence(PAPS) of the associated pencil $\lambda I_n$ -A of matrix A for all the appropriate values of $\lambda$ belonging to the set of eigenvalues of A. This technique produces a stable and accurate numerical algorithm working satisfactorily for matrices with a well defined eigenstructure. The whole technique can be applied for the computation of the first second and Jordan canonical form of a given matrix $A \in C^{n\timesn}$. The results are accurate for matrices possessing a well defined canonical form. In case of defective matrices indications of the most appropriately computed canonical form. In case of defective matrices indication of the most appropriately computed canonical form are given.

A Study on Variation of State Matrix to Improve the Unloading Performance (언로딩 성능향상을 위한 서스펜션 상태행렬 변화에 대한 연구)

  • Lee, Young-Hyun;Kim, Ki-Hoon;Kim, Seok-Hwan;Lee, Yong-Eun;Park, Kyoung-Su;Park, No-Cheol;Park, Young-Pil
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2008.04a
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    • pp.618-621
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    • 2008
  • Most hard disk drives that apply the ramp load/unload technology unload the heads at the outer edge of the disk while the disk is rotating. During the unloading process, slider-disk contacts may occur by lift-off force and rebound of the slider. The main issue of this paper is to prevent the slider-disk contact by changing the state matrix. Because the state matrix is related to the suspension and slider, to change the state matrix means the structural change of the suspension and slider. We investigate influence for variation of the state matrix components and analyze the relation between the state matrix and the suspension/slider.

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A phylogenetic amino acid substitution matrix from Kogs database (Kogs데이타베이스로부터 얻은 계통학적인 아미노산 치환행렬)

  • An, Hui-Seong;Kim, Sang-Su
    • Bioinformatics and Biosystems
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    • v.2 no.1
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    • pp.7-11
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    • 2007
  • Methods for making scoring matrix based on phylogenetic tree for all possible exchanges of one amino acid with another. PFMT(Phylogenetic focused Mutation Tendency) matrix is different BLOSUM62 and PAM160 which are the most used scoring matrixes. This matrix calculates possibility of substitution from common ancestor to high spices. PFMT matrix scores substitution frequency in COGs databases which contain 152 KOGs's dataset. PFMT matrix usefully is able to compare between query sequence and sequences of more higher species and show detailed substitution relation of 20 amino acids.

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Fatigue Strength Characteristic of Metal Matrix Composite Material in $9Al_2\;.\;2B_2O_4$/ AC4CH ($9Al_2\;.\;2B_2O_4$/ AC4CH 금속기 복합재료의 피로강도 특성)

  • Park, Won-Jo;Lee, Kwang-Young;Huh, Sun-Chul
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.25 no.10
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    • pp.1583-1589
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    • 2001
  • Metal matrix composites with whisker reinforcements have significant potentials for demanding mechanical applications including defense, aerospace, and automotive industries. Especially metal matrix composites, which are reinforced with aluminum borate whisker, have been used leer the part of piston head in automobile because of good specific strength and wear resistance. In this study, AC4CH-based metal matrix composites with $Al_{18}$B$_{4}$ $O_{33}$ reinforcement have been produced using squeeze casting method, after T6 heat treatment, we evaluated fatigue life property of matrix and MMC composite and investigated fracture mechanism.m.

Design and Implementation of MATRIx Performance Management Block (MATRIx-PFMB : MATRIx 시스템의 성능 관리 블록 설계 및 구현)

  • Kang, Dong-Jae;Ahn, Chang-Won;Jung, Sung-In
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.11b
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    • pp.1033-1036
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    • 2003
  • 최근 인터넷의 급격한 발전의 결과로서 전산 시스템의 대규모화와 복잡화가 증가함에 따라 시스템의 전문적인 관리를 위한 솔루션에 대한 요구가 증가하고 있다. 서비스를 수행중인 시스템에 있어서 성능 관리는 전산 자원의 가동 성능을 유지하고 향상시키는 일련을 작업을 의미하며 모니터링, 진단, 제어의 사이클로 관리자와 상호작용을 수행한다. 본 논문에서는 차세대 인터넷 서버의 관리를 위한 시스템 관리 솔루션인 MATRlx (MATRIx's Advanced Technology of Resource Information extraction / eXploitation / eXploration / eXchange) 시스템을 소개하며 MATRIx 시스템의 성능 관리 블록인 MATRIx-PFMB의 설계 및 구현에 대한 이슈들을 다룬다. MATRIx-PFMB(PerFormance Management Block)는 관리 서버와 에어젼트 및 관리자 콘솔로 구성되며 능동적인 시스템 관리를 위한 진단 도구 및 제어 기능을 제공하고 기능 확장의 용이성을 제공하기 위한 프레임워크 구조를 갖는다.

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Matrix Metalloproteinase: Inhibitory Effect of Marine Substances on MMP-2 and MMP-9

  • Nguyen, Van-Tinh;Qian, Zhong-Ji;Jung, Won-Kyo
    • Journal of Integrative Natural Science
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    • v.4 no.4
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    • pp.255-265
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    • 2011
  • Marine ecosystems are often characterized by a high biological diversity, and it corresponds to a high chemical diversity. Up to present, more than 20,000 new bioactive substances have been isolated from marine organisms, where considerable numbers of these naturally occurring derivatives are developed as potential candidates for pharmaceutical application. In this process, screening of natural products from marine organisms that could potentially inhibit the expression of metalloproteinases has gained a huge popularity. Cancer is considered as one of the deadliest diseases in the medical field. Matrix metalloproteinase (MMPs) can degrade extracellular matrix (ECM) components and play important roles in a variety of biological and pathological processes. Matrix metalloproteinase inhibitors (MMPIs) have been identified as potential therapeutic candidates for metastasis, arthritis, chronic inflammation and wrinkle formation.

The Study on Microstructure of the Heat Affected Zone for Removing of Beadmark in the Overlayered Wrapping Roll (오버레이용접된 Wrapping Roll의 비드마크제거를 위한 열영향부의 미세조직에 관한 연구)

  • 유국종;백응률
    • Journal of Welding and Joining
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    • v.18 no.6
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    • pp.68-73
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    • 2000
  • In case of overalyered wrapping roll, beadmark shape appear at wrapping roll surface due to irregular wear between weld bead. Irregular wear of this is caused by difference of hardness between weld bead. This study aims at investigating which matrix is good for removing of beadmark at wrapping roll surface. So, we make specimen with martensitic matrix and austenitic matrix. The overlayered alloys were deposited 4 times on a SS41 steel plate using self-shielding flux cored arc welding method. Difference of hardness between weld bead of specimen with matrix of martensite was higher than specimen with matrix of austenite both as-welded and after heat treatment. Therefore, austenitic matrix is between than martensitic matrix for removing of beadmark of wrapping roll surface.

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Bayesian Modeling of Random Effects Covariance Matrix for Generalized Linear Mixed Models

  • Lee, Keunbaik
    • Communications for Statistical Applications and Methods
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    • v.20 no.3
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    • pp.235-240
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    • 2013
  • Generalized linear mixed models(GLMMs) are frequently used for the analysis of longitudinal categorical data when the subject-specific effects is of interest. In GLMMs, the structure of the random effects covariance matrix is important for the estimation of fixed effects and to explain subject and time variations. The estimation of the matrix is not simple because of the high dimension and the positive definiteness; subsequently, we practically use the simple structure of the covariance matrix such as AR(1). However, this strong assumption can result in biased estimates of the fixed effects. In this paper, we introduce Bayesian modeling approaches for the random effects covariance matrix using a modified Cholesky decomposition. The modified Cholesky decomposition approach has been used to explain a heterogenous random effects covariance matrix and the subsequent estimated covariance matrix will be positive definite. We analyze metabolic syndrome data from a Korean Genomic Epidemiology Study using these methods.

Cross-linked Leucaena Seed Gum Matrix: An Affinity Chromatography Tool for Galactose-specific Lectins

  • Seshagirirao, Kottapalli;Leelavathi, Chaganti;Sasidhar, Vemula
    • BMB Reports
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    • v.38 no.3
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    • pp.370-372
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    • 2005
  • A cross-linked leucaena (Leucaena leucocephala) seed gum (CLLSG) matrix was prepared for the isolation of galactose-specific lectins by affinity chromatography. The matrix was evaluated for affinity with a known galactose-specific lectin from the seeds of snake gourd (Trichosanthes anguina). The matrix preparation was simple and inexpensive when compared to commercial galactose-specific matrices (i.e. about 1.5 US$/100 ml of matrix). The current method is also useful for the demonstration of the affinity chromatography technique in laboratories. Since leucaena seeds are abundant and inexpensive, and the matrix preparation is easy, CLLSG appears to be a promising tool for the separation of galactose-specific lectins.