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The state-of-the-art linked Gaussian process offers a way to build analytical emulators for systems of computer models. We generalize the closed form expressions for the linked Gaussian process under the squared exponential kernel to a…

统计方法学 · 统计学 2021-02-09 Deyu Ming , Serge Guillas

This paper presents a close form solution in Reproducing Kernel Hilbert Space (RKHS) for the famed Wiener filter, which we called the functional Wiener filter(FWF). Instead of using the Wiener-Hopf factorization theory, here we define a new…

信号处理 · 电气工程与系统科学 2023-01-03 Benjamin Colburn , Luis G. Sanchez Giraldo , Jose C. Principe

We present a new methodology, based on the WKB approximation and Fast Fourier Transforms, for the evaluation of wave propagation through inhomogeneous media. This method can accurately resolve fields containing caustics, while still…

计算物理 · 物理学 2024-03-05 Oscar P. Bruno , Martin D. Maas

The Fast Fourier Transform (FFT) is an algorithm of paramount importance in signal processing as it allows to apply the Fourier transform in O(n log n) instead of O(n 2) arithmetic operations. Graph Signal Processing (GSP) is a recent…

数值分析 · 计算机科学 2017-06-19 Luc Le Magoarou , Rémi Gribonval , Nicolas Tremblay

Collaborative filtering is a popular approach in recommender systems, whose objective is to provide personalized item suggestions to potential users based on their purchase or browsing history. However, personalized recommendations require…

信息检索 · 计算机科学 2023-12-07 Osama Alshareet , A. Ben Hamza

This paper is concerned with a numerical method for a 3D coefficient inverse problem with phaseless scattering data. These are multi-frequency data generated by a single direction of the incident plane wave. Our numerical procedure consists…

数值分析 · 数学 2017-10-16 Michael V. Klibanov , Dinh-Liem Nguyen , Loc H. Nguyen

A recently developed new approach, called ``Empirical Wavelet Transform'', aims to build 1D adaptive wavelet frames accordingly to the analyzed signal. In this paper, we present several extensions of this approach to 2D signals (images). We…

泛函分析 · 数学 2024-11-01 Jerome Gilles , Giang Tran , Stanley Osher

Gaussian processes are probabilistic models that are commonly used as functional priors in machine learning. Due to their probabilistic nature, they can be used to capture the prior information on the statistics of noise, smoothness of the…

统计计算 · 统计学 2024-02-02 Ahmad Farooq , Cristian A. Galvis-Florez , Simo Särkkä

In this paper we consider the wavelet synopsis construction problem without the restriction that we only choose a subset of coefficients of the original data. We provide the first near optimal algorithm. We arrive at the above algorithm by…

数据结构与算法 · 计算机科学 2009-09-29 Sudipto Guha

Modeling information that resides on vertices of large graphs is a key problem in several real-life applications, ranging from social networks to the Internet-of-things. Signal Processing on Graphs and, in particular, graph wavelets can…

数据结构与算法 · 计算机科学 2016-06-14 Arlei Silva , Xuan-Hong Dang , Prithwish Basu , Ambuj K Singh , Ananthram Swami

The paper presents a versatile library of analytic and quasi-analytic complex-valued wavelet packets (WPs) which originate from discrete splines of arbitrary orders. The real parts of the quasi-analytic WPs are the regular spline-based…

数值分析 · 数学 2019-07-04 Amir Averbuch , Pekka Neittaanmaki , Valery Zheludev

The method is introduced for fast data processing by reducing the probability amplitudes of undesirable elements. The algorithm has a mathematical description and circuit implementation on a quantum processor. The idea is to make a quick…

量子物理 · 物理学 2025-04-24 Karina Zakharova , Artem Chernikov , Sergey Sysoev

We propose an implementation of the quantum fast Fourier transform algorithm in an entangled system of multilevel atoms. The Fourier transform occurs naturally in the unitary time evolution of energy eigenstates and is used to define an…

量子物理 · 物理学 2009-11-07 Ashok Muthukrishnan , C. R. Stroud

Coherently manipulating multipartite quantum correlations leads to remarkable advantages in quantum information processing. A fundamental question is whether such quantum advantages persist only by exploiting multipartite correlations, such…

量子物理 · 物理学 2016-07-05 Xiao Yuan , Ke Liu , Yuan Xu , Weiting Wang , Yuwei Ma , Fang Zhang , Zhaopeng Yan , R. Vijay , Luyan Sun , Xiongfeng Ma

An exact solution of the homogeneous wave equation, which was found previously, is treated from the point of view of continuous wavelet analysis (CWA). If time is a fixed parameter, the solution represents a new multidimensional mother…

数学物理 · 物理学 2007-05-23 Maria V Perel , Mikhail S Sidorenko

The algorithm of modified wavelet analysis is discussed. It is based on the weighted least squares approximation. Contrary to the Gaussian as a weight function, we propose to use a compact weight function. The accuracy estimates using the…

天体物理仪器与方法 · 物理学 2020-05-05 Ivan L. Andronov , Violetta P. Kulynska

Characterizing quantum processes is indispensable for the implementation of any task in quantum information processing. In this paper, we develop an efficient method to fully characterize arbitrary Gaussian processes in continuous-variable…

量子物理 · 物理学 2025-09-05 Logan W. Grove , Pratik J. Barge , Kevin Valson Jacob

We construct an algorithm for implementing the discrete wavelet transform by means of matrices in SO_2(R) for orthonormal compactly supported wavelets and matrices in SL_m(R), m > = 2, for compactly supported biorthogonal wavelets. We show…

数学软件 · 计算机科学 2007-05-23 Eirik Fossgaard

A wavelet-based method for compression of three-dimensional simulation data is presented and its software framework is described. It uses wavelet decomposition and subsequent range coding with quantization suitable for floating-point data.…

计算物理 · 物理学 2022-01-06 Dmitry Kolomenskiy , Ryo Onishi , Hitoshi Uehara

This paper develops the use of wavelets as a basis set for the solution of physical problems exhibiting behavior over wide-ranges in length scale. In a simple diagrammatic language, this article reviews both the mathematical underpinnings…

材料科学 · 物理学 2007-05-23 T. A. Arias , T. D. Engeness