Enhancing Legal Protection of Children's Rights in the “Internet Plus”

IF 0.5 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING

International Journal of Information Security and Privacy Pub Date : 2024-07-26 DOI:10.4018/ijisp.349898

Binjing Li, Wendong Yu

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引用次数: 0

Abstract

In the contemporary era of the internet, safeguarding children's rights emerges as a critical concern necessitating immediate attention. Given children's heightened vulnerability within society, the legal framework must prioritize their protection, reinforcing their agency and safeguarding their rights through legislative measures. This study proposes an innovative differential clustering algorithm specifically designed to uphold children's rights. Through rigorous experimentation, the algorithm achieves an Adjusted Rand Index (ARI) approaching 2, showcasing its effectiveness in offering targeted differential protection for children's rights while maintaining high clustering precision. The paper emphasizes the importance of noise reduction through iterative central point optimization to stabilize cluster configurations, with the fusion of multiple clusters serving to mitigate noise impacts on data points and yield robust clustering outcomes. Consequently, this research delivers reliable clustering results while preserving the confidentiality of children's rights information.

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在 "互联网+"中加强对儿童权利的法律保护

在当代互联网时代，保障儿童权利成为一个需要立即关注的重要问题。鉴于儿童在社会中的高度脆弱性，法律框架必须优先保护儿童，通过立法措施加强儿童的能动性并保障他们的权利。本研究提出了一种专为维护儿童权利而设计的创新性差异聚类算法。通过严格的实验，该算法的调整兰德指数（ARI）接近 2，展示了其在保持高聚类精度的同时为儿童权利提供有针对性的差异化保护的有效性。论文强调了通过迭代中心点优化来降低噪音以稳定聚类配置的重要性，多个聚类的融合可减轻噪音对数据点的影响，并产生稳健的聚类结果。因此，这项研究既能提供可靠的聚类结果，又能保护儿童权利信息的机密性。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

International Journal of Information Security and Privacy COMPUTER SCIENCE, SOFTWARE ENGINEERING-

CiteScore

2.50

自引率

0.00%

发文量

期刊介绍： As information technology and the Internet become more and more ubiquitous and pervasive in our daily lives, there is an essential need for a more thorough understanding of information security and privacy issues and concerns. The International Journal of Information Security and Privacy (IJISP) creates and fosters a forum where research in the theory and practice of information security and privacy is advanced. IJISP publishes high quality papers dealing with a wide range of issues, ranging from technical, legal, regulatory, organizational, managerial, cultural, ethical and human aspects of information security and privacy, through a balanced mix of theoretical and empirical research articles, case studies, book reviews, tutorials, and editorials. This journal encourages submission of manuscripts that present research frameworks, methods, methodologies, theory development and validation, case studies, simulation results and analysis, technological architectures, infrastructure issues in design, and implementation and maintenance of secure and privacy preserving initiatives.