ArticleScientific reports2023
Elite male table tennis matches diagnosis using SHAP and a hybrid LSTM-BPNN algorithm.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
9 citing papers in PubMed.
- Development of an individualized prediction model for dynamic adaptations in performance and immune function associated with dietary patterns in endurance athletes using machine learning.Journal of the International Society of Sports Nutrition · 2026Observational
- Stroke-level performance fluctuation analysis in elite table tennis.BMC sports science, medicine & rehabilitation · 2026Article
- Interaction effects between possession status and percentage: insights from modeling match-running performance across possession status in male soccer.Biology of sport · 2026Article
- Multi-objective optimization of table tennis serve kinematic parameters using an improved particle swarm optimization algorithm.Frontiers in physiology · 2026Article
- Winning determinants between top and second division in Chinese professional football leagues: an interpretable machine learning approach.BMC sports science, medicine & rehabilitation · 2025Article
- Predicting badminton outcomes through machine learning and technical action frequencies.Scientific reports · 2025Article
- An empirical comparative study on the diagnostic index system for techniques and tactics in men's table tennis during the ABS plastic ball Era.Frontiers in sports and active living · 2025Article
- Exploring the relationship among soccer-related knowledge, attitude, practice, and self-health in Chinese campus soccer education.iScience · 2024Article
- Long-term gridded land evapotranspiration reconstruction using Deep Forest with high generalizability.Scientific data · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study adopts a new approach, SHapley Additive exPlanation (SHAP), to diagnose the table tennis matches based on a hybrid algorithm, namely Long Short-Term Memory-Back Propagation Neural Network (LSTM-BPNN). 100 male singles competitions (8535 rallies) from 2019 to 2022 are analyzed by a hybrid technical-tactical analysis theory, which hybridizes the double three-phase and four-phase evaluation theories. A k-means cluster analysis is conducted to classify 59 players' winning rates into three levels (high, medium, and low). The results show that LSTM-BPNN has excellent performance (MSE = 0.000355, MAE = 0.014237, RMSE = 0.018853, and [Formula: see text] = 0.988311) compared with six typical artificial intelligence algorithms. Using LSTM-BPNN to calculate the SHAP value of each feature, the global results find that the receive-attack and serve-attack phases of the ending match have essential impacts on the mutual winning probabilities. Finally, case applications show that the SHAP can directly obtain each feature importance on one or more matches, which is more objective and reliable than the traditional simulation method. This research explores an innovative way to understand and analyze matches, and these results have implications for the performance analysis of table tennis and related racket sports.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.