7,343 research outputs found
Connectivity of inhomogeneous random graphs
We find conditions for the connectivity of inhomogeneous random graphs with
intermediate density. Our results generalize the classical result for G(n, p),
when p = c log n/n. We draw n independent points X_i from a general
distribution on a separable metric space, and let their indices form the vertex
set of a graph. An edge (i,j) is added with probability min(1, \K(X_i,X_j) log
n/n), where \K \ge 0 is a fixed kernel. We show that, under reasonably weak
assumptions, the connectivity threshold of the model can be determined.Comment: 13 pages. To appear in Random Structures and Algorithm
Upstream open loop control of the recirculation area downstream of a backward-facing step
The flow downstream a backward-facing step is controlled using a pulsed jet
placed upstream of the step edge. Experimental velocity fields are computed and
used to the recirculation area quantify. The effects of jet amplitude,
frequency and duty cycle on this recirculation area are investigated for two
Reynolds numbers (Re=2070 and Re=2900). The results of this experimental study
demonstrate that upstream actuation can be as efficient as actuation at the
step edge when exciting the shear layer at its natural frequency. Moreover it
is shown that it is possible to minimize both jet amplitude and duty cycle and
still achieve optimal efficiency. With minimal amplitude and a duty-cycle as
low as 10\% the recirculation area is nearly canceled
Temperley-Lieb, Brauer and Racah algebras and other centralizers of su(2)
In the spirit of the Schur-Weyl duality, we study the connections between the
Racah algebra and the centralizers of tensor products of three (possibly
different) irreducible representations of su(2). As a first step we show that
the Racah algebra always surjects onto the centralizer. We then offer a
conjecture regarding the description of the kernel of the map, which depends on
the irreducible representations. If true, this conjecture would provide a
presentation of the centralizer as a quotient of the Racah algebra. We prove
this conjecture in several cases. In particular, while doing so, we explicitly
obtain the Temperley-Lieb algebra, the Brauer algebra and the one-boundary
Temperley-Lieb algebra as quotients of the Racah algebra
Regularized Optimal Transport and the Rot Mover's Distance
This paper presents a unified framework for smooth convex regularization of
discrete optimal transport problems. In this context, the regularized optimal
transport turns out to be equivalent to a matrix nearness problem with respect
to Bregman divergences. Our framework thus naturally generalizes a previously
proposed regularization based on the Boltzmann-Shannon entropy related to the
Kullback-Leibler divergence, and solved with the Sinkhorn-Knopp algorithm. We
call the regularized optimal transport distance the rot mover's distance in
reference to the classical earth mover's distance. We develop two generic
schemes that we respectively call the alternate scaling algorithm and the
non-negative alternate scaling algorithm, to compute efficiently the
regularized optimal plans depending on whether the domain of the regularizer
lies within the non-negative orthant or not. These schemes are based on
Dykstra's algorithm with alternate Bregman projections, and further exploit the
Newton-Raphson method when applied to separable divergences. We enhance the
separable case with a sparse extension to deal with high data dimensions. We
also instantiate our proposed framework and discuss the inherent specificities
for well-known regularizers and statistical divergences in the machine learning
and information geometry communities. Finally, we demonstrate the merits of our
methods with experiments using synthetic data to illustrate the effect of
different regularizers and penalties on the solutions, as well as real-world
data for a pattern recognition application to audio scene classification
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