A Survey of Network Requirements for Enabling Effective Cyber Deception

In the evolving landscape of cybersecurity, the utilization of cyber deception has gained prominence as a proactive defense strategy against sophisticated attacks. This paper presents a comprehensive survey that investigates the crucial network requirements essential for the successful implementation of effective cyber deception techniques. With a focus on diverse network architectures and topologies, we delve into the intricate relationship between network characteristics and the deployment of deception mechanisms. This survey provides an in-depth analysis of prevailing cyber deception frameworks, highlighting their strengths and limitations in meeting the requirements for optimal efficacy. By synthesizing insights from both theoretical and practical perspectives, we contribute to a comprehensive understanding of the network prerequisites crucial for enabling robust and adaptable cyber deception strategies

Next Generation AI-Based Firewalls: a Comparative Study

Cybersecurity is a critical concern in the digital age, demanding innovative approaches to safeguard sensitive information and systems. This paper conducts a thorough examination of next-generation firewalls (NGFWs) that integrate artificial intelligence (AI) technologies, presenting a comparative analysis of their efficacy. As traditional firewalls fall short in addressing modern cyber threats, the incorporation of AI provides a promising avenue for enhanced threat detection and mitigation. The literature review explores existing research on AI-based firewalls, delving into methodologies and technologies proposed by leading experts in the field. A compilation of 20-25 references from reputable sources, including ijcseonline.org, forms the basis for this comparative study. The selected references provide insights into various AI-based firewall architectures, algorithms, and performance metrics, laying the groundwork for a comprehensive analysis. The methodology section outlines the systematic approach employed to compare different AI-based firewall methods. Leveraging machine learning and deep learning approaches, the study assesses key performance metrics such as detection accuracy, false positive rates, and computational efficiency. The goal is to provide a nuanced understanding of the strengths and weaknesses inherent in each approach, facilitating an informed evaluation. The comparative analysis section employs graphical representations to elucidate the findings, offering a visual overview of the performance disparities among selected AI-based firewall methods. Pros and cons are meticulously examined, providing stakeholders with valuable insights for decision-making in cybersecurity strategy. This research aims to contribute to the ongoing discourse on AI-based firewalls, addressing current limitations and paving the way for advancements that fortify the cybersecurity landscape

Integrated Planning and Campaigning for Complex Problems

Shortfalls and inefficiencies in traditional planning and campaigning have become increasingly clear in the current hyperconnected security environment. US military planners can mitigate these deficiencies by embracing integrated planning and campaigning approaches including the development of new organizational structures and processes. These improvements will give senior leaders increased options as the US military and US Allies and partners address complex problems with better effect and to greater advantage

The Evolution of Cyber Conflicts and its Impact on International Security: A Comprehensive analysis

openThe rapid advancement of technology has given rise to a new form of warfare known as cyber conflicts. As our world becomes increasingly interconnected, the importance of understanding the historical development and impact of cyber conflicts on international security has become paramount. This thesis aims to provide a comprehensive historical analysis of cyber conflicts and their implications for global security. The objectives of this research are to examine the historical development of cyber conflicts, investigate different types of cyber conflicts, and analyze their effects on state behavior within the broader context of international security. By delving into case studies, conducting a thorough literature review, and employing relevant theoretical frameworks, this study aims to provide valuable insights into the evolving landscape of cyber conflicts and their intersection with traditional warfare. The research will begin by tracing the historical evolution of cyber conflicts, exploring their origins, and highlighting significant milestones that have shaped the field. It will delve into the development of cyber warfare tactics, the emergence of state-sponsored cyber attacks, and the changing motivations behind cyber conflicts. Furthermore, we will investigate different types of cyber conflicts, including cyber espionage, cyber warfare, hacktivism, and cyber terrorism. By analyzing their characteristics, tactics, and objectives, a comprehensive typology of cyber conflicts will be developed, aiding in understanding the diverse nature of this complex domain. The research will also explore the impact of cyber conflicts on state behavior within the broader context of international security. It will examine how cyber attacks and cyber capabilities shape the strategies, decision-making processes, and military doctrines of states. The interplay between cyber conflicts and traditional conventional warfare will be analyzed, shedding light on their interconnectedness and the evolving nature of global security dynamics. Ultimately, one of the main aims within this research is to assess the implications of cyber conflicts for international security. It will explore the challenges posed by cyber threats to national security, the stability of international relations, and the effectiveness of existing security mechanisms. By drawing on case studies, theoretical frameworks, and expert analysis, this study seeks to contribute to academic knowledge, inform policy discussions, and provide a foundation for further research in this critical and rapidly evolving field.The rapid advancement of technology has given rise to a new form of warfare known as cyber conflicts. As our world becomes increasingly interconnected, the importance of understanding the historical development and impact of cyber conflicts on international security has become paramount. This thesis aims to provide a comprehensive historical analysis of cyber conflicts and their implications for global security. The objectives of this research are to examine the historical development of cyber conflicts, investigate different types of cyber conflicts, and analyze their effects on state behavior within the broader context of international security. By delving into case studies, conducting a thorough literature review, and employing relevant theoretical frameworks, this study aims to provide valuable insights into the evolving landscape of cyber conflicts and their intersection with traditional warfare. The research will begin by tracing the historical evolution of cyber conflicts, exploring their origins, and highlighting significant milestones that have shaped the field. It will delve into the development of cyber warfare tactics, the emergence of state-sponsored cyber attacks, and the changing motivations behind cyber conflicts. Furthermore, we will investigate different types of cyber conflicts, including cyber espionage, cyber warfare, hacktivism, and cyber terrorism. By analyzing their characteristics, tactics, and objectives, a comprehensive typology of cyber conflicts will be developed, aiding in understanding the diverse nature of this complex domain. The research will also explore the impact of cyber conflicts on state behavior within the broader context of international security. It will examine how cyber attacks and cyber capabilities shape the strategies, decision-making processes, and military doctrines of states. The interplay between cyber conflicts and traditional conventional warfare will be analyzed, shedding light on their interconnectedness and the evolving nature of global security dynamics. Ultimately, one of the main aims within this research is to assess the implications of cyber conflicts for international security. It will explore the challenges posed by cyber threats to national security, the stability of international relations, and the effectiveness of existing security mechanisms. By drawing on case studies, theoretical frameworks, and expert analysis, this study seeks to contribute to academic knowledge, inform policy discussions, and provide a foundation for further research in this critical and rapidly evolving field

Cognitive Machine Individualism in a Symbiotic Cybersecurity Policy Framework for the Preservation of Internet of Things Integrity: A Quantitative Study

This quantitative study examined the complex nature of modern cyber threats to propose the establishment of cyber as an interdisciplinary field of public policy initiated through the creation of a symbiotic cybersecurity policy framework. For the public good (and maintaining ideological balance), there must be recognition that public policies are at a transition point where the digital public square is a tangible reality that is more than a collection of technological widgets. The academic contribution of this research project is the fusion of humanistic principles with Internet of Things (IoT) technologies that alters our perception of the machine from an instrument of human engineering into a thinking peer to elevate cyber from technical esoterism into an interdisciplinary field of public policy. The contribution to the US national cybersecurity policy body of knowledge is a unified policy framework (manifested in the symbiotic cybersecurity policy triad) that could transform cybersecurity policies from network-based to entity-based. A correlation archival data design was used with the frequency of malicious software attacks as the dependent variable and diversity of intrusion techniques as the independent variable for RQ1. For RQ2, the frequency of detection events was the dependent variable and diversity of intrusion techniques was the independent variable. Self-determination Theory is the theoretical framework as the cognitive machine can recognize, self-endorse, and maintain its own identity based on a sense of self-motivation that is progressively shaped by the machine’s ability to learn. The transformation of cyber policies from technical esoterism into an interdisciplinary field of public policy starts with the recognition that the cognitive machine is an independent consumer of, advisor into, and influenced by public policy theories, philosophical constructs, and societal initiatives

Artificial Intelligence and Cybersecurity: Innovations, Threats, and Defense Strategies

The application of artificial intelligence (AI) to cybersecurity has been examined in this study, which reveals a landscape characterized by innovations, difficulties, as well as transformative potential. Looking into modern AI applications shows that deep learning models—most notably recurrent neural networks—dominate in threat detection. Empirical data demonstrates AI's remarkable effectiveness in threat analysis in real-time, enabling quick response protocols. Notwithstanding, obstacles like comprehensibility and vulnerability to hostile assaults underscore the necessity for additional investigation. Establishing explainable AI methods and strengthening defenses against hostile attacks are two recommendations. In the future, research must concentrate on improving AI models for interpretability and investigating cutting-edge tactics for robust cybersecurity against changing threats