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中国地质大学科学技术发展院 李正来,唐厂 等,计算机学院. IEEE T-MM (2021), Consensus Graph Learning for Multi-view Clustering(图)
噪声;冗余信息;捕获;数据;相似性;干扰
2021/10/14
2021年5月21日,《IEEE Transactions on Multimedia》正式刊发了国地质大学计算机学院与国防科技大学、深圳大学以及国家超算济南中心等单位合作完成的研究成果—Consensus Graph Learning for Multi-view Clustering(基于一致图学习的多视图聚类算法),论文的第一作者为中国地质大学计算机学院硕士研究生李正来,通讯作者为唐厂教授。
Distributed average consensus with least-mean-square deviation
Distributed average consensus Least-mean-square Convex optimization Edge-transitive graphs
2015/8/10
We consider a stochastic model for distributed average consensus, which arises in applications such as load balancing for parallel processors, distributed coordination of mobile autonomous agents, and...
While peer-to-peer consensus algorithms have enviable robustness and locality for distributed estimation and computation problems, they have poor scaling behavior with network diameter. We show how de...
Introducing the Scientific Consensus on Maintaining Humanity’s Life Support Systems in the 21st Century: Information for Policy Makers
climate change ecosystem loss
2015/12/11
The Anthropocene is recognized (though not yet formally defined) as the time when human
impacts are widespread on Earth. While some of the impacts are essential to supporting large
human populatio...
Tree Codes Improve Convergence Rate of Consensus Over Erasure Channels
Tree Codes Convergence Rate of Consensus Erasure Channels Optimization and Control
2012/4/17
We study the problem of achieving average consensus between a group of agents over a network with erasure links. In the context of consensus problems, the unreliability of communication links between ...
Hierarchical Consensus Formation Reduces the Influence of Opinion Bias
Hierarchical Consensus Formation Influence of Opinion Bias Physics and Society
2012/4/19
We study the role of hierarchical structures in a simple model of collective consensus formation based on the bounded confidence model with continuous individual opinions. For the particular variation...
Consensus and Products of Random Stochastic Matrices: Exact Rate for Convergence in Probability
Consensus consensus+innovations performance analysis random network convergence in probability exponential rate
2012/3/1
Distributed consensus and other linear systems with system stochastic matrices $W_k$ emerge in various settings, like opinion formation in social networks, rendezvous of robots, and distributed infere...
Consensus in the two-state Axelrod model
Interacting particle systems Axelrod model annihilating random walks
2011/9/19
Abstract: The Axelrod model is a spatial stochastic model for the dynamics of cultures which, similarly to the voter model, includes social influence, but differs from the latter by also accounting fo...
Convergence results in continuous-time quantized consensus
Convergence results continuous-time quantized consensus Optimization and Control
2011/9/15
Abstract: This note studies a network of agents having continuous-time dynamics with quantized interactions and time-varying topology. We show that under a mild connectivity condition, the agents reac...
Characterizing the process of reaching consensus for social systems
Characterizing social systems
2011/9/8
A novel way of characterizing the process of reaching consensus for a social system is given. The foundation of the characterization is based on the theorem which states that the sufficient and necess...
On the Stability of Swarm Consensus Under Noisy Control
Adaptation and Self-Organizing Systems (nlin.AO) Multiagent Systems (cs.MA)
2010/11/10
Representation of a swarm of independent robotic agents under graph-theoretic constructs allows for more formal analysis of convergence properties. We consider the local and global convergence behavio...
Fastest Distributed Consensus on Petal Networks
Fastest Distributed Consensus Petal Networks
2010/12/13
Providing an analytical solution for the problem of finding Fastest Distributed Consensus (FDC) is one of the challenging problems in the field of sensor networks. Here in this work we present analyti...
Fastest Distributed Consensus on Star-Mesh Hybrid Sensor Networks
Distributed Consensus Weight Optimization Semidefinite Programming Sensor Networks
2010/12/10
Solving Fastest Distributed Consensus (FDC) averaging problem over sensor networks with different topologies has received some attention recently and one of the well known topologies in this issue is ...
Comments on "Consensus and Cooperation in Networked Multi-Agent Systems"
consensus algorithms cooperative control flocking graph Laplacian
2010/12/16
The objective of this note is to give several comments regarding the paper [1] published in the Proceedings of the IEEE and to mention some closely related results published in 2000 and 2001. I will f...
Climate model based consensus on the hydrologic impacts of climate change to the Rio Lempa basin of Central America
hydrologic Rio Lempa basin climate change
2009/4/27
Temperature and precipitation from 16 climate models each using two emissions scenarios (lower B1 and mid-high A2) were used to characterize the range of potential climate changes for the Rio Lempa ba...