12,000 research outputs found
Matrix recovery using Split Bregman
In this paper we address the problem of recovering a matrix, with inherent
low rank structure, from its lower dimensional projections. This problem is
frequently encountered in wide range of areas including pattern recognition,
wireless sensor networks, control systems, recommender systems, image/video
reconstruction etc. Both in theory and practice, the most optimal way to solve
the low rank matrix recovery problem is via nuclear norm minimization. In this
paper, we propose a Split Bregman algorithm for nuclear norm minimization. The
use of Bregman technique improves the convergence speed of our algorithm and
gives a higher success rate. Also, the accuracy of reconstruction is much
better even for cases where small number of linear measurements are available.
Our claim is supported by empirical results obtained using our algorithm and
its comparison to other existing methods for matrix recovery. The algorithms
are compared on the basis of NMSE, execution time and success rate for varying
ranks and sampling ratios
Generalized Schwarzschild's method
We describe a new finite element method (FEM) to construct continuous
equilibrium distribution functions of stellar systems. The method is a
generalization of Schwarzschild's orbit superposition method from the space of
discrete functions to continuous ones. In contrast to Schwarzschild's method,
FEM produces a continuous distribution function (DF) and satisfies the intra
element continuity and Jeans equations. The method employs two finite-element
meshes, one in configuration space and one in action space. The DF is
represented by its values at the nodes of the action-space mesh and by
interpolating functions inside the elements. The Galerkin projection of all
equations that involve the DF leads to a linear system of equations, which can
be solved for the nodal values of the DF using linear or quadratic programming,
or other optimization methods. We illustrate the superior performance of FEM by
constructing ergodic and anisotropic equilibrium DFs for spherical stellar
systems (Hernquist models). We also show that explicitly constraining the DF by
the Jeans equations leads to smoother and/or more accurate solutions with both
Schwarzschild's method and FEM.Comment: 14 pages, 7 Figures, Submitted to MNRA
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