TrendLearner: Early prediction of popularity trends of user generated content [PDF]
Information Sciences, 2016 To appear at Elsevier Information Sciences ...
Fabrício Benevenuto +2 more
exaly +3 more sources
Proactive Edge Caching With Popularity Prediction and Content Replication
IEEE AccessThe increasing demand for low-latency content delivery in 5G networks highlights the need for intelligent edge caching solutions. This paper proposes a cooperative edge caching framework for small cell base stations (SBSs), leveraging overlapping cache ...
Ilhan Demirci, Omer Korcak
doaj +2 more sources
Content Caching Based on Popularity and Priority of Content Using seq2seq LSTM in ICN
IEEE Access, 2023 Efficient content caching is essential to address the explosive growth of multimedia contents and most works on content cache placement have been proposed mainly based on the popularity of content.
Min Wook Kang, Yun Won Chung
doaj +2 more sources
Machine Learning and Popularity Prediction of a Video Content [PDF]
, 2015 — In Content Delivery Networks (CDNs), the knowledge of the popularity of video contents helps the manager to take efficient decisions about which video contents should be cached near the end users and also about the duplication degree of each video to satisfy the end user Quality of Experience.
Ben Hassine, Nesrine +3 more
core +5 more sources
Semantics-Enhanced Temporal Graph Networks for Content Popularity Prediction [PDF]
IEEE Transactions on Mobile Computing, 2023 The surging demand for high-definition video streaming services and large neural network models (e.g., Generative Pre-trained Transformer, GPT) implies a tremendous explosion of Internet traffic. To mitigate the traffic pressure, architectures with in-network storage have been proposed to cache popular contents at devices in closer proximity to users ...
Jianhang Zhu +5 more
core +4 more sources
Enhancing social media post popularity prediction with visual content [PDF]
Journal of the Korean Statistical SocietyOur study presents a framework for predicting image-based social media content popularity that focuses on addressing complex image information and a hierarchical data structure. We utilize the Google Cloud Vision API to effectively extract key image and color information from users' postings, achieving 6.8% higher accuracy compared to using non-image ...
Dahyun Jeong +3 more
core +5 more sources
Predicting the Popularity of Online Content [PDF]
SSRN Electronic Journal, 2008 Early patterns of Digg diggs and YouTube views reflect long-term user interest.
Gábor Szabó 0002, Bernardo A. Huberman
openaire +5 more sources
Movie Popularity and Target Audience Prediction Using the Content-Based Recommender System
IEEE Access, 2022 The movie is one of the integral components of our everyday entertainment. The worldwide movie industry is one of the most growing and significant industries and seizing the attention of people of all ages.
Sandipan Sahu +5 more
doaj +1 more source
Route-Based Proactive Content Caching Using Self-Attention in Hierarchical Federated Learning
IEEE Access, 2022 The sheer unpredictability of content popularity, diversified user preferences and demands, and privacy concerns for data sharing all create hurdles to develop proactive content caching strategies in self-driving cars.
Subina Khanal, Kyi Thar, Eui-Nam Huh
doaj +1 more source
On the merits of popularity prediction in multimedia content caching [PDF]
12th IFIP/IEEE International Symposium on Integrated Network Management (IM 2011) and Workshops, 2011 In recent years, telecom operators have been moving away from traditional, broadcast-driven, television towards IP-based, interactive and on-demand services. Consequently, multicast is no longer a viable solution to limit the amount of traffic in the IP-TV network.
Jeroen Famaey +2 more
openaire +3 more sources