Evelyn Griffin
2025-02-02
Federated Learning for Personalized Game Difficulty Adjustment in Mobile Platforms
Thanks to Evelyn Griffin for contributing the article "Federated Learning for Personalized Game Difficulty Adjustment in Mobile Platforms".
Esports, the competitive gaming phenomenon, has experienced an unprecedented surge in popularity, evolving into a multi-billion-dollar industry with professional players competing for lucrative prize pools in tournaments watched by millions of viewers worldwide. The rise of esports has not only elevated gaming to a mainstream spectacle but has also paved the way for new career opportunities and avenues for aspiring gamers to showcase their skills on a global stage.
This paper explores the application of artificial intelligence (AI) and machine learning algorithms in predicting player behavior and personalizing mobile game experiences. The research investigates how AI techniques such as collaborative filtering, reinforcement learning, and predictive analytics can be used to adapt game difficulty, narrative progression, and in-game rewards based on individual player preferences and past behavior. By drawing on concepts from behavioral science and AI, the study evaluates the effectiveness of AI-powered personalization in enhancing player engagement, retention, and monetization. The paper also considers the ethical challenges of AI-driven personalization, including the potential for manipulation and algorithmic bias.
This study presents a multidimensional framework for understanding the diverse motivations that drive player engagement across different mobile game genres. By drawing on Self-Determination Theory (SDT), the research examines how intrinsic and extrinsic motivation factors—such as achievement, autonomy, social interaction, and competition—affect player behavior and satisfaction. The paper explores how various game genres (e.g., casual, role-playing, and strategy games) tailor their game mechanics to cater to different motivational drivers. It also evaluates how player motivation impacts retention, in-game purchases, and long-term player loyalty, offering a deeper understanding of game design principles and their role in shaping player experiences.
Mobile gaming has democratized access to gaming experiences, empowering billions of smartphone users to dive into a vast array of games ranging from casual puzzles to graphically intensive adventures. The portability and convenience of mobile devices have transformed downtime into playtime, allowing gamers to indulge their passion anytime, anywhere, with a tap of their fingertips.
This study examines the role of social influence in mobile game engagement, focusing on how peer behavior, social norms, and social comparison processes shape player motivations and in-game actions. By drawing on social psychology and network theory, the paper investigates how players' social circles, including friends, family, and online communities, influence their gaming habits, preferences, and spending behavior. The research explores how mobile games leverage social influence through features such as social media integration, leaderboards, and team-based gameplay. The study also examines the ethical implications of using social influence techniques in game design, particularly regarding manipulation, peer pressure, and the potential for social exclusion.
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