A novel QoS prediction approach for cloud services using Bayesian network model

W Li, P Zhang, H Leung, S Ji - IEEE Access, 2017 - ieeexplore.ieee.org
… In this paper, the joint tree probability reasoning algorithm is used to predict Cloud service
QoS, which is one of the most used common inference algorithms for the Bayesian networks. It …

A novel QoS prediction approach for cloud service based on bayesian networks model

P Zhang, Q Han, W Li, H Leung… - … on Mobile Services (MS …, 2016 - ieeexplore.ieee.org
prediction approaches for cloud service, in the paper we propose a novel QoS prediction
for services in cloud computing environment that takes into account the characteristics of cloud

Predicting node failure in cloud service systems

Q Lin, K Hsieh, Y Dang, H Zhang, K Sui, Y Xu… - Proceedings of the …, 2018 - dl.acm.org
… system typically contains a large number of computing nodes, which supply the processing,
network, and storage resources that virtual machine instances need. Some empirical studies …

Ensemble deep neural network based quality of service prediction for cloud service recommendation

P Sahu, S Raghavan, K Chandrasekaran - Neurocomputing, 2021 - Elsevier
… approach for Quality of Service prediction for Cloud Service Recommendation. … -Service
matrix that incorporates m number of cloud service customers and n number of available services

Secure prediction of neural network in the cloud

M Li, Y Yan, Q Wang, M Du, Z Qin, C Wang - IEEE Network, 2020 - ieeexplore.ieee.org
… The prediction services are expected to revolutionize our … can build prediction models
based on the deep neural network … the model and the prediction tasks on cloud servers, which …

Outage prediction and diagnosis for cloud service systems

Y Chen, X Yang, Q Lin, H Zhang, F Gao, Z Xu… - The world wide web …, 2019 - dl.acm.org
… In our work, we use the Bayesian network to find the … of cloud systems and then we use
XGBoost model for prediction. The work in [10] studies proactive failure management for cloud

An improved robust heteroscedastic probabilistic neural network based trust prediction approach for cloud service selection

N Somu, GR MR, V Kalpana, K Kirthivasan, SS VS - Neural Networks, 2018 - Elsevier
service evaluation has led to the development of several trust and QoS prediction models in
web service selection, cloud service … pervasive environments, and social networks (Table 1). …

Adaptive resource utilization prediction system for infrastructure as a service cloud

Q Zia Ullah, S Hassan, GM Khan - Computational intelligence …, 2017 - Wiley Online Library
… but high confidence limits for better quality of service to its customers. Furthermore, other
prediction techniques like deep learning based networks can be used, while noticing both the …

[PDF][PDF] Cloud Storage Prediction with Neural Networks

S Frey, S Disch, C Reich, M Knahl, N Clarke - Cloud Computing, 2015 - academia.edu
… Abstract—In this work, we present an Artificial Neural Network approach to predict the
usage, size and type of a cloud storage to enable better compliance with Service Level …

Performance prediction model for cloud service selection from smart data

AM Al-Faifi, B Song, MM Hassan, A Alamri… - Future Generation …, 2018 - Elsevier
… In [7] the researchers proposed a strategy for classification of service resources in the cloud.
… framework using a Bayesian network to choose a reliable cloud service provider based on a …