4 papers
Online Regularized Statistical Learning in Reproducing Kernel Hilbert Space With Non-Stationary Data
Yan Chen, Tao Li, Xiwei Zhang
We study recursive regularized learning algorithms in the reproducing kernel Hilbert space (RKHS) with non-stationary online data streams. We introduce the concept of a random Tikh…
Decentralized Online Learning for Random Inverse Problems Over Graphs
Xiwei Zhang, Tao Li, Yan Chen +1
We propose a decentralized online learning algorithm for distributed random inverse problems over network graphs with online measurements, and unifies the distributed parameter est…
Decentralized Online Regularized Learning Over Random Time-Varying Graphs
Xiwei Zhang, Tao Li, Xiaozheng Fu
We study the decentralized online regularized linear regression algorithm over random time-varying graphs. At each time step, every node runs an online estimation algorithm consist…
Decentralized Cooperative Online Estimation With Random Observation Matrices, Communication Graphs and Time Delays
Jiexiang Wang, Tao Li, Xiwei Zhang
We analyze convergence of decentralized cooperative online estimation algorithms by a network of multiple nodes via information exchanging in an uncertain environment. Each node ha…