Explainable Machine Learning Models for Predicting Player Retention Patterns
Dennis Torres 2025-02-01

Explainable Machine Learning Models for Predicting Player Retention Patterns

Thanks to Dennis Torres for contributing the article "Explainable Machine Learning Models for Predicting Player Retention Patterns".

Explainable Machine Learning Models for Predicting Player Retention Patterns

This paper explores the role of mobile games in advancing the development of artificial general intelligence (AGI) by simulating aspects of human cognition, such as decision-making, problem-solving, and emotional response. The study investigates how mobile games can serve as testbeds for AGI research, offering a controlled environment in which AI systems can interact with human players and adapt to dynamic, unpredictable scenarios. By integrating cognitive science, AI theory, and game design principles, the research explores how mobile games might contribute to the creation of AGI systems that exhibit human-like intelligence across a wide range of tasks. The study also addresses the ethical concerns of AI in gaming, such as fairness, transparency, and accountability.

The gaming industry's commercial landscape is fiercely competitive, with companies employing diverse monetization strategies such as microtransactions, downloadable content (DLC), and subscription models to sustain and grow their player bases. Balancing player engagement with revenue generation is a delicate dance that requires thoughtful design and consideration of player feedback.

This study applies social network analysis (SNA) to investigate the role of social influence and network dynamics in mobile gaming communities. It examines how social relationships, information flow, and peer-to-peer interactions within these communities shape player behavior, preferences, and engagement patterns. The research builds upon social learning theory and network theory to model the spread of gaming behaviors, including game adoption, in-game purchases, and the sharing of strategies and achievements. The study also explores how mobile games leverage social influence mechanisms, such as multiplayer collaboration and social rewards, to enhance player retention and lifetime value.

This study explores the technical and social challenges associated with cross-platform play in mobile gaming, focusing on how interoperability between different devices and platforms (e.g., iOS, Android, PC, and consoles) can enhance or hinder the player experience. The paper investigates the technical requirements for seamless cross-platform play, including data synchronization, server infrastructure, and device compatibility. From a social perspective, the study examines how cross-platform play influences player communities, social relationships, and competitive dynamics. It also addresses the potential barriers to cross-platform integration, such as platform-specific limitations, security concerns, and business model conflicts.

This study explores the evolution of virtual economies within mobile games, focusing on the integration of digital currency and blockchain technology. It analyzes how virtual economies are structured in mobile games, including the use of in-game currencies, tradeable assets, and microtransactions. The paper also investigates the potential of blockchain technology to provide decentralized, secure, and transparent virtual economies, examining its impact on player ownership, digital asset exchange, and the creation of new revenue models for developers and players alike.

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