Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games
Michelle Turner 2025-02-03

Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games

Thanks to Michelle Turner for contributing the article "Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games".

Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games

Virtual avatars, meticulously crafted extensions of the self, embody players' dreams, fears, and aspirations, allowing for a profound level of self-expression and identity exploration within the vast digital landscapes. Whether customizing the appearance, abilities, or personality traits of their avatars, gamers imbue these virtual representations with elements of their own identity, creating a sense of connection and ownership. The ability to inhabit alternate personas, explore diverse roles, and interact with virtual worlds empowers players to express themselves in ways that transcend the limitations of the physical realm, fostering creativity and empathy in the gaming community.

This paper explores the role of artificial intelligence (AI) in personalizing in-game experiences in mobile games, particularly through adaptive gameplay systems that adjust to player preferences, skill levels, and behaviors. The research investigates how AI-driven systems can monitor player actions in real-time, analyze patterns, and dynamically modify game elements, such as difficulty, story progression, and rewards, to maintain player engagement. Drawing on concepts from machine learning, reinforcement learning, and user experience design, the study evaluates the effectiveness of AI in creating personalized gameplay that enhances user satisfaction, retention, and long-term commitment to games. The paper also addresses the challenges of ensuring fairness and avoiding algorithmic bias in AI-based game design.

This paper investigates the use of artificial intelligence (AI) for dynamic content generation in mobile games, focusing on how procedural content creation (PCC) techniques enable developers to create expansive, personalized game worlds that evolve based on player actions. The study explores the algorithms and methodologies used in PCC, such as procedural terrain generation, dynamic narrative structures, and adaptive enemy behavior, and how they enhance player experience by providing infinite variability. Drawing on computer science, game design, and machine learning, the paper examines the potential of AI-driven content generation to create more engaging and replayable mobile games, while considering the challenges of maintaining balance, coherence, and quality in procedurally generated content.

This research critically examines the ethical implications of data mining in mobile games, particularly concerning the collection and analysis of player data for monetization, personalization, and behavioral profiling. The paper evaluates how mobile game developers utilize big data, machine learning, and predictive analytics to gain insights into player behavior, highlighting the risks associated with data privacy, consent, and exploitation. Drawing on theories of privacy ethics and consumer protection, the study discusses potential regulatory frameworks and industry standards aimed at safeguarding user rights while maintaining the economic viability of mobile gaming businesses.

This research investigates the cognitive benefits of mobile games, focusing on how different types of games can enhance players’ problem-solving abilities, decision-making skills, and critical thinking. The study draws on cognitive psychology, educational theory, and game-based learning research to examine how game mechanics, such as puzzles, strategy, and role-playing, promote higher-order thinking. The paper evaluates the potential for mobile games to be used as tools for educational development and cognitive training, particularly for children, students, and individuals with cognitive impairments. It also considers the limitations of mobile games in fostering cognitive development and the need for a balanced approach to game design.

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