To keep up system scalability and efficacy, this architecture design exploits peer locality and network proximity, and contends with several problems of peer churn, peer mobility, search redundancy and traffic overhead that become much stickier in dynamic network environments.
CNN by combining local perception area, sharing the weight, the drop in space or time sampling to make full use of the data itself contains features such as locality, optimize network structure, and to ensure a degree of displacement invariability [93].
In a large-scale locality-driven network such as in modular robotics and wireless sensor networks, knowing the state of a local area is sometimes necessary due to either interactions being local and driven by neighborhood proximity or the users being interested in the state of a certain region.
As Jurvetson related in what would become a famous white paper, the Hotmail adoption pattern was similar to that of a virus "with spatial and network locality".
Coefficients on wealth and its square are both positive: thus, in a locality with low networks (low past migration prevalence), migration propensity increases monotonously with wealth.
This is combined with systems design decisions that enable nodes to find other subscribers, and maintain efficient network locality-aware dissemination trees.
By utilizing a comprehensive survey of expression characteristics of proteins as well as of their immediate network localities in several datasets, our study confirms the notion of dynamic modularity in the eukaryotic protein interaction network.
These classes are distinguished from each other by one or more characteristics that give insights about the dynamic nature of their neighborhood and suggest specific functions that these proteins may be performing in their respective localities in the network (see Text S1).
In this paper, we view the data locality problem from a network perspective.
Looking at the number of jobs performed by each HPC cluster and the data transfer experiment, we discuss the influence of the RNP network, cluster locality and failures for each computational grid configuration.
