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Interdependent Networks: A Data Science Perspective

delete2020-04-01
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M
M. Hadi Amini *
A
Ahmed Imteaj
P
Pãnos M. Pardalos
DOI:10.1016/j.patter.2020.100003delete
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摘要

摘要

En 中文
Traditionally, networks have been studied in an independent fashion. With the emergence of novel smart city technologies, coupling among networks has been strengthened. To capture the ever-increasing coupling, we explain the notion of interdependent networks, i.e., multi-layered networks with shared decision-making entities, and shared sensing infrastructures with interdisciplinary applications. The main challenge is how to develop data analytics solutions that are capable of enabling interdependent decision making. One of the emerging solutions is agent-based distributed decision making among heterogeneous agents and entities when their decisions are affected by multiple networks. We first provide a big picture of real-world interdependent networks in the context of smart city infrastructures. We then provide an outline of potential challenges and solutions from a data science perspective. We discuss potential hindrances to ensure reliable communication among intelligent agents from different networks. We explore future research directions at the intersection of network science and data science.
Keyword:
BREAST-CANCER
MULTIPLEX
DISTRESS
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论文数:
940
被引数:
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State University System of Florida 封面图
State University System of Florida
学者数:
12.7W
论文数: 10.9W
被引数: 130
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