ANALYZING THE EFFECT OF EMOTIONAL INTELLIGENCE AMONG COLLEGE STUDENTS ON ACADEMIC ACHIEVEMENTS USING XGBOOST ALGORITHM
Emotional intelligence (EI) has been increasingly recognized as a critical factor influencing academic success among college students. This study investigates the impact of EI components— self-awareness, self-regulation, motivation, empathy, and social skills—on academic achievements using the XGBoost algorithm, a powerful machine learning technique known for its high predictive accuracy. The primary objective of this work…
CRITICAL REVIEW OF STUDIES ON THE PERFORMANCE ANALYSIS OF BADMINTON PLAYERS
Badminton is a dynamic racket sport that demands high levels of technical precision, tactical awareness, physical endurance, and psychological resilience. Performance analysis in badminton has emerged as a critical research area, helping coaches, analysts, and players identify strengths, weaknesses, and areas for improvement. This review synthesizes existing literature on performance evaluation methods, with a focus…
OPTIMIZING PERFORMANCE EVALUATION OF BADMINTON PLAYERS USING PROXIMAL POLICY OPTIMIZATION (PPO) ALGORITHM
Badminton performance evaluation has traditionally relied on subjective coaching assessments and basic statistical metrics, limiting scalability and real-time feedback. This study proposes a novel framework leveraging Proximal Policy Optimization (PPO)—a reinforcement learning (RL) algorithm—to automate and enhance player performance analysis through data-driven decision-making. By integrating multi-modal inputs (computer vision for shuttle tracking, feedback from players…
A COMPREHENSIVE LITERATURE REVIEW ON PERFORMANCE ANALYSIS OF BADMINTON PLAYERS
Performance analysis is a vital aspect of modern badminton, aiding in the assessment and enhancement of player performance through objective metrics and advanced techniques. This literature review explores key aspects of performance analysis, including match strategies, biomechanical evaluations, and the integration of technology such as wearable devices and AI-driven analytics. It examines metrics used to…