Anderson accelerated fixed-point iteration for multilinear PageRank

In this paper, we apply the Anderson acceleration technique to the existing relaxation fixed-point iteration for solving the multilinear PageRank. In order to reduce computational cost, we further consider the periodical version of the Anderson acceleration. The convergence of the proposed algorithms is discussed. Numerical experiments on synthetic and real-world datasets are performed to demonstrate the advantages of the proposed algorithms over the relaxation fixed-point iteration and the extrapolated shifted fixed-point method. In particular, we give a strategy for choosing the quasi-optimal parameters of the associated algorithms when they are applied to solve the test problems with different sizes but the same structure.     

单边奇异积分交换子的加权变差不等式

本文主要研究了单边Calder\''{o}n-Zygmund奇异积分交换子的加权变差不等式,即建立了单边Calder\''{o}n-Zygmund奇异积分与Lipschitz函数生成的交换子的加权变差不等式, 同时,利用权的外推法得到了该交换子在Triebel-Lizorkin空间上的加权变差不等式.     

齐次Morrey-Herz空间上交换子的有界性

本文研究了高阶交换子的有界性, 利用截断算子方法和函数分解技术, 在齐次Morrey-Herz空间上, 得到了由次线性算子与BMO函数生成的高阶交换子的有界性以及卷积类算子高阶交换子的有界性.