Search results for "Multi domain"

showing 2 items of 2 documents

Nonnegative Tensor Train Decompositions for Multi-domain Feature Extraction and Clustering

2016

Tensor train (TT) is one of the modern tensor decomposition models for low-rank approximation of high-order tensors. For nonnegative multiway array data analysis, we propose a nonnegative TT (NTT) decomposition algorithm for the NTT model and a hybrid model called the NTT-Tucker model. By employing the hierarchical alternating least squares approach, each fiber vector of core tensors is optimized efficiently at each iteration. We compared the performances of the proposed method with a standard nonnegative Tucker decomposition (NTD) algorithm by using benchmark data sets including event-related potential data and facial image data in multi-domain feature extraction and clustering tasks. It i…

Computer scienceFiber (mathematics)business.industryFeature extraction020206 networking & telecommunicationsPattern recognition010103 numerical & computational mathematics02 engineering and technology01 natural sciencesImage (mathematics)Multi domainCore (graph theory)0202 electrical engineering electronic engineering information engineeringDecomposition (computer science)TensorArtificial intelligence0101 mathematicsCluster analysisbusinessTucker decomposition
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Multi-domain spectral approach with Sommerfeld condition for the Maxwell equations

2021

We present a multidomain spectral approach with an exterior compactified domain for the Maxwell equations for monochromatic fields. The Sommerfeld radiation condition is imposed exactly at infinity being a finite point on the numerical grid. As an example, axisymmetric situations in spherical and prolate spheroidal coordinates are discussed.

Physics and Astronomy (miscellaneous)Helmholtz equationRotational symmetryMaxwell equationsHelmholtz equationsSommerfeld conditionMulti domain spectral methodsSpheroidal coordinates010103 numerical & computational mathematicsSommerfeld radiation condition01 natural sciencesDomain (mathematical analysis)010305 fluids & plasmassymbols.namesake0103 physical sciencesFOS: Mathematics[INFO]Computer Science [cs]Mathematics - Numerical Analysis0101 mathematics[MATH]Mathematics [math]Physics[PHYS]Physics [physics]Numerical AnalysisApplied MathematicsMathematical analysisNumerical Analysis (math.NA)Prolate spheroidal coordinatesComputer Science ApplicationsComputational MathematicsDipoleMaxwell's equationsModeling and SimulationsymbolsMonochromatic color
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