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In the last decade, a large body of work has emerged on robustness of neural networks, i.e., checking if the decision remains unchanged when the input is slightly perturbed. However, most of these approaches ignore the confidence of a…

计算机科学中的逻辑 · 计算机科学 2026-02-17 Mohammad Afzal , S. Akshay , Blaise Genest , Ashutosh Gupta

Centrality is a key property of complex networks that influences the behavior of dynamical processes, like synchronization and epidemic spreading, and can bring important information about the organization of complex systems, like our brain…

物理与社会 · 物理学 2019-01-24 Francisco Aparecido Rodrigues

Research on the robustness of the Internet has gained critical importance in the last decades because more and more individuals, societies and firms rely on this global network infrastructure for communication, knowledge transfer, business…

网络与互联网体系结构 · 计算机科学 2021-03-10 Milena Oehlers , Benjamin Fabian

Many quantities that characterize network elements are defined in an explicit form and calculated directly from the network structure; examples of include several centrality measures like degree, closeness, or betweenness. However, there…

物理与社会 · 物理学 2026-01-08 János Török , Takashi Shimada , Fumiko Ogushi , Kata Tunyogi , János Kertész , Kimmo Kaski

This study investigates the causal relationship between patent grants and firms' dynamics in the Information and Communication Technology (ICT) industry, as the latter is a peculiar sector of modern economies, often under the lens of…

综合经济学 · 经济学 2024-07-23 Dimitrios Exadaktylos , Mahdi Ghodsi , Armando Rungi

Despite the increasing use of citation-based metrics for research evaluation purposes, we do not know yet which metrics best deliver on their promise to gauge the significance of a scientific paper or a patent. We assess 17 network-based…

社会与信息网络 · 计算机科学 2020-07-10 Shuqi Xu , Manuel Sebastian Mariani , Linyuan Lü , Matúš Medo

Employee turnover refers to an individual's termination of employment from the current organization. It is one of the most persistent challenges for firms, especially those ones in Information Technology (IT) industry that confront high…

机器学习 · 计算机科学 2025-02-05 Hao Liu , Yong Ge

Understanding non-linear relationships among financial instruments has various applications in investment processes ranging from risk management, portfolio construction and trading strategies. Here, we focus on interconnectedness among…

计算金融 · 定量金融 2022-07-18 Bhaskarjit Sarmah , Nayana Nair , Dhagash Mehta , Stefano Pasquali

Numerous centrality measures have been proposed to evaluate the importance of nodes in networks, yet comparative analyses of these measures remain limited. Based on 80 real-world networks, we conducted an empirical analysis of 16…

其他统计学 · 统计学 2025-08-14 Yilin Bi , Xinshan Jiao , Tao Zhou

The network of patents connected by citations is an evolving graph, which provides a representation of the innovation process. A patent citing another implies that the cited patent reflects a piece of previously existing knowledge that the…

社会与信息网络 · 计算机科学 2013-04-05 Péter Érdi , Kinga Makovi , Zoltán Somogyvári , Katherine Strandburg , Jan Tobochnik , Péter Volf , László Zalányi

Complex networks are at the core of an intense research activity. However, in most cases, intricate and costly measurement procedures are needed to explore their structure. In some cases, these measurements rely on link queries: given two…

网络与互联网体系结构 · 计算机科学 2009-04-22 Fabien Tarissan , Matthieu Latapy , Christophe Prieur

The proliferation of networked devices, systems, and applications that we depend on every day makes managing networks more important than ever. The increasing security, availability, and performance demands of these applications suggest…

网络与互联网体系结构 · 计算机科学 2017-11-01 Nick Feamster , Jennifer Rexford

We introduce a mathematical theory called market connectivity that gives concrete ways to both measure the efficiency of markets and find inefficiencies in large markets. The theory leads to new methods for testing the famous efficient…

经济学 · 定量金融 2017-02-14 Anup Rao

Scientific and technological progress is largely driven by firms in many domains, including artificial intelligence and vaccine development. However, we do not know yet whether the success of firms' research activities exhibits dynamic…

An integrated European Research Area (ERA) is a critical component for a more competitive and open European R&D system. However, the impact of EU-specific integration policies aimed at overcoming innovation barriers associated with national…

In complex scale-free networks, ranking the individual nodes based upon their importance has useful applications, such as the identification of hubs for epidemic control, or bottlenecks for controlling traffic congestion. However, in most…

物理与社会 · 物理学 2007-05-23 Pan-Jun Kim , Hawoong Jeong

Many of the structural characteristics of a network depend on the connectivity with and within the hubs. These dependencies can be related to the degree of a node and the number of links that a node shares with nodes of higher degree. In…

物理与社会 · 物理学 2018-10-31 Raul J Mondragon

We study the role of geography in R&D networks by means of a quantitative, micro-geographic approach. Using a large database that covers international R&D collaborations from 1984 to 2009, we localize each actor precisely in space through…

物理与社会 · 物理学 2015-09-29 Tobias Scholl , Antonios Garas , Frank Schweitzer

Information-centric networks are an interesting new paradigm for distributing content on the Internet. They bring up many research challenges, such as addressing content by name, securing content, and wide-spread caching of content. Caching…

网络与互联网体系结构 · 计算机科学 2016-08-09 Liang Wang , Jussi Kangasharju , Jon Crowcroft

This paper reports results of a network theory approach to the study of the United States patent system. We model the patent citation network as a discrete time, discrete space stochastic dynamic system. From data on more than 2 million…

物理与社会 · 物理学 2007-05-23 Gabor Csardi , Katherine J Strandburg , Laszlo Zalanyi , Jan Tobochnik , Peter Erdi