592 research outputs found
A Brief Survey of Recent Edge-Preserving Smoothers
We introduce recent and very recent smoothing methods and discuss them in the common framework of `energy functions'. Focus is on the preservation of boundaries, spikes and canyons in presence of noise
An Adaptive Gradient Algorithm for Maximum Likelihood Estimation in Imaging
Markov random fields serve as natural models for patterns or textures with random fluctuations at small scale. Given a general form of such fields each class of pattern corresponds to a collection of model parameters which critically determines the abilitity of algorithms to segment or classify. Statistical inference on parameters is based on (dependent) data given by a portion of patterns inside some observation window. Unfortunately, the corresponding maximum likelihood estimators are computationally intractable by classical methods. Until recently, they even were regarded as intractable at all. In recent years stochastic gradient algorithms for their computation were proposed and studied. An attractive class of such algorithms are those derived from adaptive algorithms, wellknown in engeneering for a long time.
We derive convergence theorems following closely the lines proposed by M. Metivier and P. Priouret (1987). This allows a transparent (albeit somewhat technical) treatment. The results are weaker than those obtained by L. Younes (1988).
Keywords: adaptive algorithm, stochastic approximation, stochastic gradient descent, MCMC methods, maximum likelihood, Gibbs fields, imagin
Migration of semiflexible polymers in microcapillary flow
The non-equilibrium structural and dynamical properties of a semiflexible
polymer confined in a cylindrical microchannel and exposed to a Poiseuille flow
is studied by mesoscale hydrodynamic simulations. For a polymer with a length
half of its persistence length, large variations in orientation and
conformations are found as a function of radial distance and flow strength. In
particular, the polymer exhibits U-shaped conformations near the channel
center. Hydrodynamic interactions lead to strong cross-streamline migration.
Outward migration is governed by the polymer orientation and the corresponding
anisotropy in its diffusivity. Strong tumbling motion is observed, with a
tumbling time which exhibits the same dependence on Peclet number as a polymer
in shear flow.Comment: 6 pages, 7 figures, accepted by EP
Moment Sets of Bell-Shaped Distributions: Extreme Points, Extremal Decomposition and Chebysheff Inequalities
The paper deals with sets of distributions which are given by moment conditions for the distributions and convex constraints on derivatives of their c.d.fs. A general albeit simple method for the study of their extremal structure, extremal decomposition and topological or measure theoretical properties is developed. Its power is demonstrated by the application to bell-shaped distributions. Extreme points of their moment sets are characterized completely (thus filling a gap in the previous theory) and inequalities of Tchebysheff type are derived by means of general integral representation theorems.
Some key words: Moment sets, Tschebysheff inequalities, extremal bell-shaped distribution
Flow-Induced Helical Coiling of Semiflexible Polymers in Structured Microchannels
The conformations of semiflexible (bio)polymers are studied in flow through
geometrically structured microchannels. Using mesoscale hydrodynamics
simulations, we show that the polymer undergoes a rod-to-helix transition as it
moves from the narrow high-velocity region into the wide low-velocity region of
the channel. The transient helix formation is the result of a non-equilibrium
and non-stationary buckling transition of the semiflexible polymer, which is
subjected to a compressive force originating from the fluid-velocity variation
in the channel. The helix properties depend on the diameter ratio of the
channel, the polymer bending rigidity, and the flow strength.Comment: Accepted in Phys. Rev. Let
Physics of Microswimmers - Single Particle Motion and Collective Behavior
Locomotion and transport of microorganisms in fluids is an essential aspect
of life. Search for food, orientation toward light, spreading of off-spring,
and the formation of colonies are only possible due to locomotion. Swimming at
the microscale occurs at low Reynolds numbers, where fluid friction and
viscosity dominates over inertia. Here, evolution achieved propulsion
mechanisms, which overcome and even exploit drag. Prominent propulsion
mechanisms are rotating helical flagella, exploited by many bacteria, and
snake-like or whip-like motion of eukaryotic flagella, utilized by sperm and
algae. For artificial microswimmers, alternative concepts to convert chemical
energy or heat into directed motion can be employed, which are potentially more
efficient. The dynamics of microswimmers comprises many facets, which are all
required to achieve locomotion. In this article, we review the physics of
locomotion of biological and synthetic microswimmers, and the collective
behavior of their assemblies. Starting from individual microswimmers, we
describe the various propulsion mechanism of biological and synthetic systems
and address the hydrodynamic aspects of swimming. This comprises
synchronization and the concerted beating of flagella and cilia. In addition,
the swimming behavior next to surfaces is examined. Finally, collective and
cooperate phenomena of various types of isotropic and anisotropic swimmers with
and without hydrodynamic interactions are discussed.Comment: 54 pages, 59 figures, review article, Reports of Progress in Physics
(to appear
Cooperative Motion of Active Brownian Spheres in Three-Dimensional Dense Suspensions
The structural and dynamical properties of suspensions of self-propelled
Brownian particles of spherical shape are investigated in three spatial
dimensions. Our simulations reveal a phase separation into a dilute and a dense
phase, above a certain density and strength of self-propulsion. The packing
fraction of the dense phase approaches random close packing at high activity,
yet the system remains fluid. Although no alignment mechanism exists in this
model, we find long-lived cooperative motion of the particles in the dense
regime. This behavior is probably due to an interface-induced sorting process.
Spatial displacement correlation functions are nearly scale-free for systems
with densities close to or above the glass transition density of passive
systems.Comment: 6 pages, 7 figure
The performance of credit rating systems in the assessment of collateral used in Eurosystem monetary policy operations
The aims of this paper are twofold: first, we attempt to express the threshold of a single âAâ rating as issued by major international rating agencies in terms of annualised probabilities of default. We use data from Standard & Poorâs and Moodyâs publicly available rating histories to construct confidence intervals for the level of probability of default to be associated with the single âAâ rating. The focus on the single âAâ rating level is not accidental, as this is the credit quality level at which the Eurosystem considers financial assets to be eligible collateral for its monetary policy operations. The second aim is to review various existing validation models for the probability of default which enable the analyst to check the ability of credit assessment systems to forecast future default events. Within this context the paper proposes a simple mechanism for the comparison of the performance of major rating agencies and that of other credit assessment systems, such as the internal ratings-based systems of commercial banks under the Basel II regime. This is done to provide a simple validation yardstick to help in the monitoring of the performance of the different credit assessment systems participating in the assessment of eligible collateral underlying Eurosystem monetary policy operations. Contrary to the widely used confidence interval approach, our proposal, based on an interpretation of p-values as frequencies, guarantees a convergence to an ex ante fixed probability of default (PD) value. Given the general characteristics of the problem considered, we consider this simple mechanism to also be applicable in other contexts.
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