AIMC Topic: Athletic Performance

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The application of artificial intelligence techniques in predicting game outcomes of professional basketball league: A systematic review.

PloS one Jun 26, 2025
BACKGROUND: Predicting basketball game outcomes is a critical area in sports science and data analysis, providing concrete benefits for optimizing coaching strategies, improving team management, and informing betting decisions.
Artificial Intelligence Athletic Performance Basketball Humans Neural Networks, Computer
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Evaluation of sports training methods and technical characteristics based on multi-dimensional driving fuzzy intelligent computing.

PloS one Jun 2, 2025
To improve the competitive state of badminton athletes and summarize the technical characteristics of badminton players, this paper introduces multi-dimensional fuzzy removal intelligent computing. Taking 120 badminton students from a sports school a...
Female Male Adolescent Humans Algorithms Racquet Sports Fuzzy Logic Athletic Performance Athletes
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Understanding whole-body inter-personal dynamics between two players using neural granger causality as the explainable artificial intelligence.

Human movement science May 30, 2025
Understanding the dynamics of complex, whole-body interpersonal coordination behavior in humans is an important subject in behavioral science. However, due to the challenges of analyzing complex causal relationships among multiple body components wit...
Humans Artificial Intelligence Psychomotor Performance Athletic Performance Baseball Adult Biomechanical Phenomena Machine Learning Male Young Adult
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The data analysis of sports training by ID3 decision tree algorithm and deep learning.

Scientific reports Apr 29, 2025
In order to improve the accuracy and efficiency of sports training data analysis, this paper proposes an optimized analysis model by combining Iterative Dichotomiser 3 (ID3) decision tree algorithm and deep learning model. As an important scientific ...
Data Analysis Algorithms Deep Learning Humans Decision Trees Athletic Performance Sports
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Machine learning-based analysis of defensive strategies in basketball using player movement data.

Scientific reports Apr 22, 2025
The analysis of basketball strategies has traditionally relied on manual observation and limited data. As tracking technology progresses, there is potential for applying Artificial Intelligence specifically to strategy, delivering insights into defen...
Basketball Athletic Performance Movement Humans Neural Networks, Computer Machine Learning
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Deep learning-based recognition model of football player's technical action behavior using PCA-LBP algorithm.

Scientific reports Apr 21, 2025
Football is a sport that requires sportsmen to have both physical strength and physical features. It must consider the distinctions between individuals and then provide targeted training. Football players can perform better on the field with targeted...
Male Deep Learning Principal Component Analysis Athletic Performance Athletes Humans Pattern Recognition, Automated Algorithms Soccer
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Automatic video analysis of countermovement jump performance using a single uncalibrated camera.

Journal of biomechanics Apr 12, 2025
The countermovement jump (CMJ) assessment is widely employed for monitoring sports performance, traditionally relying on heavy and expensive force plates to extract performance variables like jump height and peak force. Inertial measurement unit (IMU...
Male Athletic Performance Video Recording Adult Biomechanical Phenomena Humans Movement Female Young Adult
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Artificial Intelligence for Objective Assessment of Acrobatic Movements: Applying Machine Learning for Identifying Tumbling Elements in Cheer Sports.

Sensors (Basel, Switzerland) Apr 3, 2025
Over the past four decades, cheerleading evolved from a sideline activity at major sporting events into a professional, competitive sport with growing global popularity. Evaluating tumbling elements in cheerleading relies on both objective measures a...
Young Adult Male Athletic Performance Sports Movement Machine Learning Algorithms Female Humans Artificial Intelligence
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Neural networks can accurately identify individual runners from their foot kinematics, but fail to predict their running performance.

Journal of biomechanics Apr 2, 2025
Athletes and coaches may seek to improve running performance through adjustments to running form. Running form refers to the biomechanical characteristics of a runner's movement, and can distinguish individual runners as well as groups of runners, su...
Adult Biomechanical Phenomena Male Running Athletic Performance Neural Networks, Computer Foot Humans Female Young Adult
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Footwork recognition and trajectory tracking in track and field based on image processing.

Scientific reports Mar 28, 2025
In track and field sports, footwork can greatly affect the effect and performance of sports. Accurate footwork can effectively improve the performance of professional athletes, and for ordinary trainers, it can reduce the probability of training inju...
Track and Field Image Processing, Computer-Assisted Support Vector Machine Athletic Performance Athletes Humans Female Video Recording Algorithms Male Adolescent
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