Sequential Indifferentiability of Confusion-Diffusion Networks

2021 ◽  
pp. 93-113
Author(s):  
Qi Da ◽  
Shanjie Xu ◽  
Chun Guo
Keyword(s):  
Diffusion Networks

scholarly journals An Effective Adaptive Combination Strategy for Distributed Learning Network

2021 ◽  
Vol 11 (12) ◽  
pp. 5723
Author(s):  
Chundong Xu ◽  
Qinglin Li ◽  
Dongwen Ying
Keyword(s):  
Minimum Variance ◽  
Iteration Scheme ◽  
Estimation Problem ◽  
Lms Algorithm ◽  
Unbiased Estimation ◽  
Mean Square ◽  
Least Mean Square ◽  
Combination Strategy ◽  
Adaptive Combination ◽  
Diffusion Networks

In this paper, we develop a modified adaptive combination strategy for the distributed estimation problem over diffusion networks. We still consider the online adaptive combiners estimation problem from the perspective of minimum variance unbiased estimation. In contrast with the classic adaptive combination strategy which exploits orthogonal projection technology, we formulate a non-constrained mean-square deviation (MSD) cost function by introducing Lagrange multipliers. Based on the Karush–Kuhn–Tucker (KKT) conditions, we derive the fixed-point iteration scheme of adaptive combiners. Illustrative simulations validate the improved transient and steady-state performance of the diffusion least-mean-square LMS algorithm incorporated with the proposed adaptive combination strategy.

A New Database for Inferring Public Policy Innovativeness and Diffusion Networks

2018 ◽  
Author(s):  
Frederick J. Boehmke ◽  
Mark Brockway ◽  
Bruce A. Desmarais ◽  
Jeffrey J. Harden ◽  
Scott LaCombe ◽  
...  
Keyword(s):  
Public Policy ◽  
Diffusion Networks ◽  
And Diffusion

Efficiently summarizing attributed diffusion networks

2018 ◽  
Vol 32 (5) ◽  
pp. 1251-1274 ◽  
Author(s):  
Sorour E. Amiri ◽  
Liangzhe Chen ◽  
B. Aditya Prakash
Keyword(s):  
Diffusion Networks

Emergence of heterogeneous structures in chemical reaction-diffusion networks

2010 ◽  
Vol 82 (4) ◽  
Author(s):  
Qi Xuan ◽  
Fang Du ◽  
Tie-Jun Wu ◽  
Guanrong Chen
Keyword(s):  
Chemical Reaction ◽  
Reaction Diffusion ◽  
Heterogeneous Structures ◽  
Diffusion Networks

scholarly journals Chemical reaction-diffusion networks: convergence of the method of lines

2017 ◽  
Vol 56 (1) ◽  
pp. 30-68 ◽  
Author(s):  
Fatma Mohamed ◽  
Casian Pantea ◽  
Adrian Tudorascu
Keyword(s):  
Chemical Reaction ◽  
Method Of Lines ◽  
Reaction Diffusion ◽  
The Method Of Lines ◽  
Diffusion Networks

scholarly journals Positional analysis in cross-media information diffusion networks

2019 ◽  
Vol 4 (1) ◽  
Author(s):  
Tobias Hecking ◽  
Laura Steinert ◽  
Victor H. Masias ◽  
H. Ulrich Hoppe
Keyword(s):  
Information Diffusion ◽  
Positional Analysis ◽  
Cross Media ◽  
Diffusion Networks
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