5 papers
Dynamic Adaptation in Data Storage: Real-Time Machine Learning for Enhanced Prefetching
Chiyu Cheng, Chang Zhou, Yang Zhao +1
The exponential growth of data storage demands has necessitated the evolution of hierarchical storage management strategies [1]. This study explores the application of streaming ma…
Optimizing SSD Caches for Cloud Block Storage Systems Using Machine Learning Approaches
Chiyu Cheng, Chang Zhou, Yang Zhao +1
The growing demand for efficient cloud storage solutions has led to the widespread adoption of Solid-State Drives (SSDs) for caching in cloud block storage systems. The management…
Multi-Scenario Combination Based on Multi-Agent Reinforcement Learning to Optimize the Advertising Recommendation System
Yang Zhao, Chang Zhou, Jin Cao +4
This paper explores multi-scenario optimization on large platforms using multi-agent reinforcement learning (MARL). We address this by treating scenarios like search, recommendatio…
Research on Driver Facial Fatigue Detection Based on Yolov8 Model
Chang Zhou, Yang Zhao, Shaobo Liu +3
In a society where traffic accidents frequently occur, fatigue driving has emerged as a grave issue. Fatigue driving detection technology, especially those based on the YOLOv8 deep…
Predict Click-Through Rates with Deep Interest Network Model in E-commerce Advertising
Chang Zhou, Yang Zhao, Yuelin Zou +4
This paper proposes new methods to enhance click-through rate (CTR) prediction models using the Deep Interest Network (DIN) model, specifically applied to the advertising system of…