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Skip to Main Content Network Reconstruction from a Single Information Cascade Abstract: Network representation provides a natural framework for the study of real world complex systems. In many cases, however, a faithful network representation that captures the interaction between individual components is not readily available.

With enough data such interactions can be uncovered, but most real-world phenomena manifest in the form of a single cascade of infections or behaviors more generally referred to as information that percolates through the network. This problem can be source as reconstructing a network where node states are visible as they reach a certain threshold.

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In this paper, we model an information cascade as the step response of a linear time invariant LTI directed network of nodes having first order dynamics. This simple representation allows us to solve for individual nodal parameters and the associated combinations of edges using data from a single perturbation. As expected, we obtain more world singles network one valid network solutions that are able to recreate the response. We therefore evaluate the dependence of the number of valid network solutions on the amount of prior knowledge about node dynamics or connectivity.

This is particularly relevant in situations where the experimenter may be able to generalize nodal dynamics or local topology within a network. Our results indicate that the number of solutions can be greatly reduced provided some knowledge of nodal parameters and network topology is available.]

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History[ edit ] Computer networking may be considered a branch of computer science , computer engineering , and telecommunications , since it relies on the theoretical and practical application of the related disciplines. Computer networking was influenced by a wide array of technology developments and historical milestones. In the late s, a network of computers was built for the U. In , Christopher Strachey filed a patent application for time-sharing and John McCarthy initiated the first project to implement time-sharing of user programs at MIT. In , Anatolii Ivanovich Kitov proposed to the Central Committee of the Communist Party of the Soviet Union a detailed plan for the re-organisation of the control of the Soviet armed forces and of the Soviet economy on the basis of a network of computing centres, the OGAS. In , J. Licklider sent a memorandum to office colleagues discussing the concept of the " Intergalactic Computer Network ", a computer network intended to allow general communications among computer users. Throughout the s, Paul Baran and Donald Davies independently developed the concept of packet switching to transfer information between computers over a network. In , commercial services were first deployed on public data networks in Europe, [16] [17] [18] which began using X. The scaling of Ethernet has been a contributing factor to its continued use.

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