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Diffusion MRI is a well established imaging modality providing a powerful way to probe the structure of the white matter non-invasively. Despite its potential, the intrinsic long scan times of these sequences have hampered their use in…

定量方法 · 定量生物学 2013-12-31 Alessandro Daducci , Dimitri Van De Ville , Jean-Philippe Thiran , Yves Wiaux

Tikhonov regularization is studied in the case of linear pseudodifferential operator as the forward map and additive white Gaussian noise as the measurement error. The measurement model for an unknown function $u(x)$ is \begin{eqnarray*}…

偏微分方程分析 · 数学 2016-06-03 Hanne Kekkonen , Matti Lassas , Samuli Siltanen

A main drawback of classical Tikhonov regularization is that often the parameters required to apply theoretical results, e.g., the smoothness of the sought-after solution and the noise level, are unknown in practice. In this paper we…

数值分析 · 数学 2021-01-01 Daniel Gerth , Ronny Ramlau

In a Hilbertian framework, for the minimization of a general convex differentiable function $f$, we introduce new inertial dynamics and algorithms that generate trajectories and iterates that converge fastly towards the minimizer of $f$…

最优化与控制 · 数学 2021-04-27 Hedy Attouch , Szilard Laszlo

Accounting for stellar activity is a crucial component of the search for ever-smaller planets orbiting stars of all spectral types. We use Doppler imaging methods to demonstrate that starspot induced radial velocity variability can be…

太阳与恒星天体物理 · 物理学 2017-01-18 J. R. Barnes , S. V. Jeffers , G. Anglada-Escude , C. A. Haswell , H. R. A. Jones , M. Tuomi , F. Feng , J. S. Jenkins , P. Petit

In this paper we study a Tikhonov-type method for ill-posed nonlinear operator equations $\gdag = F(\udag)$ where $\gdag$ is an integrable, non-negative function. We assume that data are drawn from a Poisson process with density $t\gdag$…

数值分析 · 数学 2015-04-01 Frank Werner , Thorsten Hohage

In this paper, we study the Tikhonov regularization scheme in Hilbert scales for the nonlinear statistical inverse problem with a general noise. The regularizing norm in this scheme is stronger than the norm in Hilbert space. We focus on…

统计理论 · 数学 2024-04-09 Abhishake Rastogi

A number of regularization methods for discrete inverse problems consist in considering weighted versions of the usual least square solution. However, these so-called filter methods are generally restricted to monotonic transformations,…

统计理论 · 数学 2011-05-05 Paul Rochet

In this proceeding, we explain a few steps for an alternative extraction of the spectral density of a two-point function (propagator) based on a discrete set of data points. We present a so-called Tikhonov regularization of this particular…

高能物理 - 格点 · 物理学 2013-01-15 D. Dudal , O. Oliveira , P. J. Silva

The Tianlai cylinder pathfinder is a radio interferometer array to test 21 cm intensity mapping techniques in the post-reionization era. It works in passive drift scan mode to survey the sky visible in the northern hemisphere. To deal with…

天体物理仪器与方法 · 物理学 2024-12-10 Kaifeng Yu , Shifan Zuo , Fengquan Wu , Yougang Wang , Xuelei Chen

We prove optimal convergence results of a stochastic particle method for computing the classical solution of a multivariate McKean-Vlasov equation, when the measure variable is in the drift, following the classical approach of [BT97,…

概率论 · 数学 2025-11-05 Marc Hoffmann , Yating Liu

The paper deals with numerical solution of the Fredholm integral equation associated with the classical problem of extrapolating bandlimited functions known on $(-1,1)$ to the entire real line. The approach presented can be characterized as…

数值分析 · 数学 2020-05-21 Vishal Vaibhav

We present a fundamentally new regularization method for the solution of the Fredholm integral equation of the first kind, in which we incorporate solutions corresponding to a range of Tikhonov regularizers into the end result. This method…

统计方法学 · 统计学 2022-01-24 Chuan Bi , Miao-jung Yvonne Ou , Mustapha Bouhrara , Richard G. Spencer

Understanding the orientation of geological structures is crucial for analyzing the complexity of the Earths' subsurface. For instance, information about geological structure orientation can be incorporated into local anisotropic…

地球物理 · 物理学 2024-09-10 Ali Gholami , Silvia Gazzola

We show that measured velocity dispersions of dwarf spheroidal galaxies from about 4 to 10 km/s are unlikely to be inflated by more than 20% due to the orbital motion of binary stars, and demonstrate that the intrinsic velocity dispersions…

星系天体物理 · 物理学 2015-05-14 Quinn E. Minor , Greg Martinez , James Bullock , Manoj Kaplinghat , Ryan Trainor

The recently developed data-driven eigenmatrix method shows very promising reconstruction accuracy in sparse recovery for a wide range of kernel functions and random sample locations. However, its current implementation can lead to…

数值分析 · 数学 2024-05-15 Koung Hee Leem , Jun Liu , George Pelekanos

We consider a statistical inverse learning problem, where the task is to estimate a function $f$ based on noisy point evaluations of $Af$, where $A$ is a linear operator. The function $Af$ is evaluated at i.i.d. random design points $u_n$,…

机器学习 · 统计学 2021-11-02 Tatiana A. Bubba , Martin Burger , Tapio Helin , Luca Ratti

The random coefficients model $Y_i={\beta_0}_i+{\beta_1}_i {X_1}_i+{\beta_2}_i {X_2}_i+\ldots+{\beta_d}_i {X_d}_i$, with $\mathbf{X}_i$, $Y_i$, $\mathbf{\beta}_i$ i.i.d, and $\mathbf{\beta}_i$ independent of $X_i$ is often used to capture…

统计方法学 · 统计学 2021-08-17 Fabian Dunker , Emil Mendoza , Marco Reale

We study kernel least-squares estimation under a norm constraint. This form of regularisation is known as Ivanov regularisation and it provides better control of the norm of the estimator than the well-established Tikhonov regularisation.…

统计理论 · 数学 2019-06-17 Stephen Page , Steffen Grünewälder

In this paper we propose a new statistical stopping rule for constrained maximum likelihood iterative algorithms applied to ill-posed inverse problems. To this aim we extend the definition of Tikhonov regularization in a statistical…

数值分析 · 数学 2012-12-14 Federico Benvenuto , Michele Piana