The social and security influence of social networks
DOI:
https://doi.org/10.51301/ce.2024.i3.02Keywords:
social networks, digital security, machine learning, sentiment analysis, network analysis, pagerank, centrality metrics, in-formation diffusion, privacy, misinformationAbstract
The expansion of social networks has reshaped the landscape of human interaction and brought new challenges to digital security. Platforms such as Facebook, Twitter, and Instagram have made global communication and community- building possible at an unprecedented scale, but they also contribute to issues like the formation of echo chambers, heightened social divides, and increased peer pressure online. These networks, while powerful tools for information sharing, also struggle with critical security concerns. Privacy breaches, cyberbullying, phishing scams, and the rapid spread of misinformation now pose significant threats—not only to individual safety and well-being but to broader issues like public health and political stability. This study aims to address these dual concerns by applying advanced machine learning techniques. Through sentiment and network analysis, employing tools like PageRank and centrality metrics, we analyze user behavior and information diffusion patterns across major social platforms. By examining both the social and security implications of these networks, our research sheds light on the complex dynamics at play: while social networks provide unique opportunities for advocacy and global awareness, they also expose users to substantial risks. Our findings highlight an urgent need for comprehensive regulatory measures and increased user education to foster a safer, more cohesive online environment.
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Copyright (c) 2024 Computing & Engineering

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