arXiv Open Access 2025

Aging Decline in Basketball Career Trend Prediction Based on Machine Learning and LSTM Model

Yi-chen Yao Jerry Wang Yi-cheng Lai Lyn Chao-ling Chen

Lihat Sumber

Abstrak

The topic of aging decline on performance of NBA players has been discussed in this study. The autoencoder with K-means clustering machine learning method was adopted to career trend classification of NBA players, and the LSTM deep learning method was adopted in performance prediction of each NBA player. The dataset was collected from the basketball game data of veteran NBA players. The contribution of the work performed better than the other methods with generalization ability for evaluating various types of NBA career trend, and can be applied in different types of sports in the field of sport analytics.

Topik & Kata Kunci

cs.AI cs.LG

Penulis (4)

Yi-chen Yao

Jerry Wang

Yi-cheng Lai

Lyn Chao-ling Chen

Format Sitasi

APA MLA BibTeX

Yao, Y., Wang, J., Lai, Y., Chen, L.C. (2025). Aging Decline in Basketball Career Trend Prediction Based on Machine Learning and LSTM Model. https://arxiv.org/abs/2509.25858

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2025
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓