A graphical deep learning technique-based VNF dependencies for multi resource requirements prediction in virtualized environments

Intelligent resource sharing to enable quality of service for network clients: the trade-off between accuracy and complexity

(2022) Luis Antonio L. F. da Costa et al.   COMPUTING

Quality of service provisioning in network function virtualization: a survey

(2021) Seyedakbar Mostafavi et al.   COMPUTING

An efficient forecasting approach for resource utilization in cloud data center using CNN-LSTM model

(2021) Soukaina Ouhame et al.   NEURAL COMPUTING & APPLICATIONS

Integrated deep learning method for workload and resource prediction in cloud systems

(2020) Jing Bi et al.   NEUROCOMPUTING

A novel approach to workload prediction using attention-based LSTM encoder-decoder network in cloud environment

(2019) Yonghua Zhu et al.   EURASIP Journal on Wireless Communications and Networking

Dynamic Resource Prediction and Allocation for Cloud Data Center Using the Multiobjective Genetic Algorithm

(2018) Fan-Hsun Tseng et al.   IEEE Systems Journal

An Efficient Deep Learning Model to Predict Cloud Workload for Industry Informatics

(2018) Qingchen Zhang et al.   IEEE Transactions on Industrial Informatics

Deep-Learning-Assisted Network Orchestration for On-Demand and Cost-Effective vNF Service Chaining in Inter-DC Elastic Optical Networks

(2018) Baojia Li et al.   Journal of Optical Communications and Networking

DeepTP: An End-to-End Neural Network for Mobile Cellular Traffic Prediction

(2018) Jie Feng et al.   IEEE NETWORK

Survey on prediction models of applications for resources provisioning in cloud

(2017) Maryam Amiri et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Host load prediction with long short-term memory in cloud computing

(2017) Binbin Song et al.   JOURNAL OF SUPERCOMPUTING

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Topology-Aware Prediction of Virtual Network Function Resource Requirements

(2017) Rashid Mijumbi et al.   IEEE Transactions on Network and Service Management

Topology-Aware Prediction of Virtual Network Function Resource Requirements

(2017) Rashid Mijumbi et al.   IEEE Transactions on Network and Service Management

Management and orchestration challenges in network functions virtualization

(2016) Rashid Mijumbi et al.   IEEE COMMUNICATIONS MAGAZINE

Energy-aware VM Consolidation in Cloud Data Centers Using Utilization Prediction Model

(2016) Fahimeh Farahnakian et al.   IEEE Transactions on Cloud Computing

An adaptive fuzzy threshold-based approach for energy and performance efficient consolidation of virtual machines

(2015) Leili Salimian et al.   COMPUTING

Cloud resource management: A survey on forecasting and profiling models

(2015) Rafael Weingärtner et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Workload Prediction Using ARIMA Model and Its Impact on Cloud Applications’ QoS

(2015) Rodrigo N. Calheiros et al.   IEEE Transactions on Cloud Computing

How to adapt applications for the Cloud environment

(2012) Vasilios Andrikopoulos et al.   COMPUTING

The Graph Neural Network Model

(2008) F. Scarselli et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS