The Survey of Machine Learning Techniques in PUBG: Strategies for AI and Player\'s Gameplay

This research paper delves into the integration of machine learning (ML) techniques within PlayerUnknown's Battlegrounds (PUBG), focusing on strategies that enhance artificial intelligence (AI) performance and player interaction. By analyzing large-scale gameplay datasets, the study evaluates the effectiveness of generative AI frameworks and reinforcement learning algorithms. Key findings highlight improvements in AI adaptability, strategic decision-making, and player satisfaction. The research identifies gaps in real-time AI adaptability, trust-building in high-stakes environments, and fairness in gameplay, aiming to advance AI capabilities in multiplayer gaming scenarios.

Authors

Publication Details

Journal
International Journal for Research in Applied Science and Engineering Technology
Published
2025-03-19
DOI
https://doi.org/10.22214/ijraset.2025.67470
Primary Topic
Artificial Intelligence in Games
Type
article
Field-Weighted Citation Impact
0.00
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article

The Survey of Machine Learning Techniques in PUBG: Strategies for AI and Player\'s Gameplay

Nikhil Jadhav
International Journal for Research in Applied Science and Engineering Technology
Artificial Intelligence in Games
article

The Survey of Machine Learning Techniques in PUBG: Strategies for AI and Player\'s Gameplay

Nikhil Jadhav
article en

Abstract

This research paper delves into the integration of machine learning (ML) techniques within PlayerUnknown's Battlegrounds (PUBG), focusing on strategies that enhance artificial intelligence (AI) performance and player interaction. By analyzing large-scale gameplay datasets, the study evaluates the effectiveness of generative AI frameworks and reinforcement learning algorithms. Key findings highlight improvements in AI adaptability, strategic decision-making, and player satisfaction. The research identifies gaps in real-time AI adaptability, trust-building in high-stakes environments, and fairness in gameplay, aiming to advance AI capabilities in multiplayer gaming scenarios.

International Journal for Research in Applied Science and Engineering TechnologyVol. 13(3)
Openalex Percentile: Top 98%
Artificial Intelligence in Games
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