4 papers
Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining
Pochun Li
This paper proposes a frequent pattern data mining algorithm based on support vector machine (SVM), aiming to solve the performance bottleneck of traditional frequent pattern minin…
AI-Driven Health Monitoring of Distributed Computing Architecture: Insights from XGBoost and SHAP
Xiaoxuan Sun, Yue Yao, Xiaoye Wang +2
With the rapid development of artificial intelligence technology, its application in the optimization of complex computer systems is becoming more and more extensive. Edge computin…
Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction
Xiaoye Wang, Xuan Li, Linji Wang +2
This paper proposes an intelligent cache management strategy based on CNN-LSTM to improve the performance and cache hit rate of storage systems. Through comparative experiments wit…
Reinforcement Learning for Adaptive Resource Scheduling in Complex System Environments
Pochun Li, Yuyang Xiao, Jinghua Yan +2
This study presents a novel computer system performance optimization and adaptive workload management scheduling algorithm based on Q-learning. In modern computing environments, ch…