Content popularity prediction and caching for ICN: A deep learning approach with SDN

WX Liu, J Zhang, ZW Liang, LX Peng, J Cai - IEEE access, 2017 - ieeexplore.ieee.org
deep learning network. For DLCPP, we initially determine the metrics that can reflect changes
in content popularity. … predicting content popularity in terms of the number of content blocks …

Shallow reading with deep learning: Predicting popularity of online content using only its title

W Stokowiec, T Trzciński, K Wołk, K Marasek… - … of Intelligent Systems …, 2017 - Springer
… of predicting popularity of online content based solely on its title. Predicting popularity in
the … In this paper we propose a method for online content popularity prediction based on a …

Deep learning for wireless coded caching with unknown and time-variant content popularity

Z Zhang, M Tao - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
… accuracy of popularity prediction, and in turn, the predicted popularity will affect … deep
learning techniques for wireless coded caching in multi-cell networks when the content popularity

Multimodal deep learning framework for image popularity prediction on social media

FS Abousaleh, WH Cheng, NH Yu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
popularity of an image; namely, visual content and social context. In particular, we examine
the effect of the visual content of an image on its popularity … level, and deep learning features. …

Content popularity prediction via deep learning in cache-enabled fog radio access networks

H Feng, Y Jiang, D Niyato, FC Zheng… - 2019 IEEE global …, 2019 - ieeexplore.ieee.org
content popularity prediction becomes more difficult in F-RANs, we propose to learn the
prediction models via deep learning… and the future popularity in the popularity series, and the re…

Multimodal deep learning for social media popularity prediction with attention mechanism

K Xu, Z Lin, J Zhao, P Shi, W Deng… - Proceedings of the 28th …, 2020 - dl.acm.org
… estimation refers to predict the post’s popularity using multimodal contents. The prediction
learning, we propose a novel multimodal deep learning framework for the popularity

Predicting the popularity of instagram posts for a lifestyle magazine using deep learning

S De, A Maity, V Goel, S Shitole… - 2017 2nd international …, 2017 - ieeexplore.ieee.org
… scenario when sponsored content is to be … deep learning in [2], which has found successful
applications in multiple areas [3], [4], [5], [6] establishing it as a new field of machine learning

NPP: A neural popularity prediction model for social media content

G Chen, Q Kong, N Xu, W Mao - Neurocomputing, 2019 - Elsevier
… To overcome these difficulties, in this paper, we design a deep learning based popularity
prediction model, which extracts and fuses the rich information of text content, user and time …

Video content popularity prediction using machine learning methods

ИЛ ШАФИРОВ - Journal of Economic Regulation, 2020 - elibrary.ru
… Machine learning task is represented by binary classification of videos into “popular… content
popularity prediction problem by using methods of machine learning (including deep learning

A multimodal end-to-end deep learning architecture for music popularity prediction

D Martín-Gutiérrez, GH Peñaloza… - IEEE …, 2020 - ieeexplore.ieee.org
… In this paper, the creation of SpotGenTrack Popularity Dataset (SPD) is presented as an …
-end Deep Learning architecture named as HitMusicNet is presented for predicting popularity in …