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  1. Toward fair graph neural networks via real counterfactual samples

    Graph neural networks (GNNs) have become pivotal in various critical decision-making scenarios due to their exceptional performance. However,...

    Zichong Wang, Meikang Qiu, ... Wenbin Zhang in Knowledge and Information Systems
    Article 15 July 2024

  2. Evolution of the Internet Topology and Traffic Dynamics of Data Packets

    In recent years, the Internet has become one of the most influential media in our daily life, going beyond in its role as the basic infrastructure in...
    Kwang-Il Goh, Byungnam Kahng, Doochul Kim in Complex Dynamics in Communication Networks
    Chapter

  3. Synchronization in Complex Networks

    The study of complex systems pervades all of science, from cell biology to ecology, from computer science to meteorology. A paradigm of a complex...
    Ljupco Kocarev, Gábor Vattay in Complex Dynamics in Communication Networks
    Chapter

  4. Data Traffic, Topology and Congestion

    We consider the interaction between the topology of a network and the tra.c carried along its channels. The binding elements between the topology and...
    David K. Arrowsmith, R.J. Mondrag, M. Woolf in Complex Dynamics in Communication Networks
    Chapter

  9. Nonlinear Instabilities in TCP-RED

    With the growing size and popularity of the Internet, congestion control has emerged as an important problem. Poor management of congestion can...
    Priya Ranjan, Eyad H. Abed, Richard J. La in Complex Dynamics in Communication Networks
    Chapter

  10. On Dynamics of Transport Protocols Over Wide-Area Internet Connections

    The Transport Control Protocol (TCP) is widely deployed over the Internet for reliably transporting data [27], and it accounts for a significant...
    Nageswara S.V. Rao, Jianbo Gao, Leon O. Chua in Complex Dynamics in Communication Networks
    Chapter

  11. Modeling TCP/RED: a Dynamical Approach

    Today’s Internet applications, such as World Wide Web, file transfer, Usenet news, and remote login, are delivered via Transmission Control Protocol...
    Hui Zhang, Mingjian Liu, ... Ljiljana Trajković in Complex Dynamics in Communication Networks
    Chapter

  12. Dynamics of Congestion Control

    One reason for the success of TCP and its widespread usage in the Internet is its ability to control network congestion. A TCP source uses implicit...
    Anna C. Gilbert in Complex Dynamics in Communication Networks
    Chapter

  13. Statistical Properties of Chaos in Communication Networks

    The behavior of communication networks, like the Internet is complex in many ways. This complexity may have many origins, including the topology of...
    Gábor Vattay, K. Diriczi, ... J. Stéger in Complex Dynamics in Communication Networks
    Chapter

  17. Cooperative coati optimization algorithm with transfer functions for feature selection and knapsack problems

    Coatis optimization algorithm (COA) has recently emerged as an innovative meta-heuristic algorithm (MA) for global optimization, garnering...

    Rui Zhong, Chao Zhang, Jun Yu in Knowledge and Information Systems
    Article 15 July 2024

  18. Dynamic Complexity in the Internet Traffic

    The Internet is one of the most enormous autonomously distributed network systems created by human being. There is no central control in the Internet...
    Misako Takayasu in Complex Dynamics in Communication Networks
    Chapter

  19. Macroscopic Dynamics in Large-Scale Data Networks

    Modern society grows increasingly reliant on the Internet, a network of global reach that supports many services and clients. However, in such a...
    Jian Yuan, Kevin Mills in Complex Dynamics in Communication Networks
    Chapter

  20. Chaos-Based Generation of Arti.cial Self-Similar Traffic

    The exploitation of the unique features of chaotic dynamics for performance improvement recently became a widely followed path in several field of...
    Gianluca Setti, Riccardo Rovatti, Gianluca Mazzini in Complex Dynamics in Communication Networks
    Chapter
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