Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
November 30, 2025Scientific ReportsOpen Access

Dynamic edge-caching through content popularity and crowd prediction for short video services

View Full Paper
Ask AI
Bookmark
Share

Authors

SNSen NiuYLYuhe LiuKLKaili Liao

Discussion

Loading...

Member takes

Overview

Experiments demonstrate improved resource utilization efficiency in edge caching, indicating better management of video content delivery.

Key Points

  • Edge caching strategies improve efficiency in content delivery for mobile networks, particularly for short video services.
  • Resource utilization efficiency is enhanced by dynamic caching approaches that adapt to user behavior.
  • Temporal dynamics of video requests are modeled using advanced deep learning methods like LSTM and GRU.
  • The findings highlight the advantages of intelligent caching solutions for modern content distribution networks.

Cite This Study

Niu et al. (2025) studied this question.

synapsesocial.com/papers/692b94581d383f2b2a378ffdhttps://doi.org/10.1038/s41598-025-26079-w
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 4 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1A Survey of Edge Caching: Key Issues and Challenges2023 · 43 citations
  2. 2A Comparative Performance Analysis of Popularity-Based Caching Strategies in Named Data Networking2020 · 63 citations
  3. 3Causes and Characteristics of Short Video Platform Internet Community Taking the TikTok Short Video Application as an Example2019 · 67 citations
  4. 4Device–Edge Collaborative Differentiated Data Caching Strategy Toward AIoT2023 · 11 citations