9,064 research outputs found
Gradient methods for minimizing composite objective function
In this paper we analyze several new methods for solving optimization problems with the objective function formed as a sum of two convex terms: one is smooth and given by a black-box oracle, and another is general but simple and its structure is known. Despite to the bad properties of the sum, such problems, both in convex and nonconvex cases, can be solved with efficiency typical for the good part of the objective. For convex problems of the above structure, we consider primal and dual variants of the gradient method (converge as O (1/k)), and an accelerated multistep version with convergence rate O (1/k2), where k isthe iteration counter. For all methods, we suggest some efficient "line search" procedures and show that the additional computational work necessary for estimating the unknown problem class parameters can only multiply the complexity of each iteration by a small constant factor. We present also the results of preliminary computational experiments, which confirm the superiority of the accelerated scheme.local optimization, convex optimization, nonsmooth optimization, complexity theory, black-box model, optimal methods, structural optimization, l1- regularization
Barrier subgradient method
In this paper we develop a new primal-dual subgradient method for nonsmooth convex optimization problems. This scheme is based on a self-concordant barrier for the basic feasible set. It is suitable for finding approximate solutions with certain relative accuracy. We discuss some applications of this technique including fractional covering problem, maximal concurrent flow problem, semidefinite relaxations and nonlinear online optimization.convex optimization, subgradient methods, non-smooth optimization, minimax problems, saddle points, variational inequalities, stochastic optimization, black-box methods, lower complexity bounds.
Smoothness parameter of power of Euclidean norm
In this paper, we study derivatives of powers of Euclidean norm. We prove
their H\"older continuity and establish explicit expressions for the
corresponding constants. We show that these constants are optimal for odd
derivatives and at most two times suboptimal for the even ones. In the
particular case of integer powers, when the H\"older continuity transforms into
the Lipschitz continuity, we improve this result and obtain the optimal
constants.Comment: J Optim Theory Appl (2020
Magnetic response of energy levels of superconducting nanoparticles with spin-orbit scattering
Discrete energy levels of ultrasmall metallic grains are extracted in
single-electron-tunneling-spectroscopy experiments. We study the response of
these energy levels to an external magnetic field in the presence of both
spin-orbit scattering and pairing correlations. In particular, we investigate
-factors and level curvatures that parametrize, respectively, the linear and
quadratic terms in the magnetic-field dependence of the many-particle energy
levels of the grain. Both of these quantities exhibit level-to-level
fluctuations in the presence of spin-orbit scattering. We show that the
distribution of -factors is not affected by the pairing interaction and that
the distribution of level curvatures is sensitive to pairing correlations even
in the smallest grains in which the pairing gap is smaller than the mean
single-particle level spacing. We propose the level curvature in a magnetic
field as a tool to probe pairing correlations in tunneling spectroscopy
experiments.Comment: 13 pages, 5 figure
On angular momentum of gravitational radiation
The quasigroup approach to the conservation laws (Phys. Rev. D56, R7498
(1997)) is completed by imposing new gauge conditions for asymptotic
symmetries. Noether charge associated with an arbitrary element of the
Poincar\'e quasialgebra is free from the supertranslational ambiquity and
identically vanishes in a flat spacetimeComment: Revtex4 styl
Mesoscopic superconductivity in ultrasmall metallic grains
A nano-scale metallic grain (nanoparticle) with irregular boundaries in which
the single-particle dynamics are chaotic is a zero-dimensional system described
by the so-called universal Hamiltonian in the limit of a large number of
electrons. The interaction part of this Hamiltonian includes a superconducting
pairing term and a ferromagnetic exchange term. Spin-orbit scattering breaks
spin symmetry and suppresses the exchange interaction term. Of particular
interest is the fluctuation-dominated regime, typical of the smallest grains in
the experiments, in which the bulk pairing gap is comparable to or smaller than
the single-particle mean-level spacing, and the Bardeen-Cooper-Schrieffer (BCS)
mean-field theory of superconductivity is no longer valid. Here we study the
crossover between the BCS and fluctuation-dominated regimes in two limits. In
the absence of spin-orbit scattering, the pairing and exchange interaction
terms compete with each other. We describe the signatures of this competition
in thermodynamic observables, the heat capacity and spin susceptibility. In the
presence of strong spin-orbit scattering, the exchange interaction term can be
ignored. We discuss how the magnetic-field response of discrete energy levels
in such a nanoparticle is affected by pairing correlations. We identify
signatures of pairing correlations in this response, which are detectable even
in the fluctuation-dominated regime.Comment: 9 pages, 5 figures, Proceedings of the Fourth Conference on Nuclei
and Mesoscopic Physics (NMP14
Zero modes, gauge fixing, monodromies, -functions and all that
We discuss various issues associated with the calculation of the reduced
functional determinant of a special second order differential operator
\boldmath{F}, , with a
generic function , subject to periodic and Dirichlet boundary
conditions. These issues include the gauge-fixed path integral representation
of this determinant, the monodromy method of its calculation and the
combination of the heat kernel and zeta-function technique for the derivation
of its period dependence. Motivations for this particular problem, coming from
applications in quantum cosmology, are also briefly discussed. They include the
problem of microcanonical initial conditions in cosmology driven by a conformal
field theory, cosmological constant and cosmic microwave background problems.Comment: 17 pages, to appear in J. Phys. A: Math. Theor. arXiv admin note:
substantial text overlap with arXiv:1111.447
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