Machine learning (ML)-centric resource management in cloud computing: A review and future directions

Resource Management Techniques for Cloud/Fog and Edge Computing: An Evaluation Framework and Classification

(2021) Adriana Mijuskovic et al.   SENSORS

Workload forecasting and energy state estimation in cloud data centres: ML-centric approach

(2021) Tahseen Khan et al.   Future Generation Computer Systems-The International Journal of eScience

Toward ML-centric cloud platforms

(2020) Ricardo Bianchini et al.   COMMUNICATIONS OF THE ACM

Ensemble learning based predictive framework for virtual machine resource request prediction

(2020) Jitendra Kumar et al.   NEUROCOMPUTING

Extensive review of cloud resource management techniques in industry 4.0: Issue and challenges

(2020) Bhupesh Kumar Dewangan et al.   SOFTWARE-PRACTICE & EXPERIENCE

Shared data-aware dynamic resource provisioning and task scheduling for data intensive applications on hybrid clouds using Aneka

(2020) Shreshth Tuli et al.   Future Generation Computer Systems-The International Journal of eScience

A classification-based approach to semi-supervised clustering with pairwise constraints

(2020) Marek Śmieja et al.   NEURAL NETWORKS

Self directed learning based workload forecasting model for cloud resource management

(2020) Jitendra Kumar et al.   INFORMATION SCIENCES

Thermal Prediction for Efficient Energy Management of Clouds Using Machine Learning

(2020) Shashikant Ilager et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

An energy efficient anti-correlated virtual machine placement algorithm using resource usage predictions

(2019) Rachael Shaw et al.   SIMULATION MODELLING PRACTICE AND THEORY

Secure and energy aware load balancing framework for cloud data centre networks

(2019) A.K. Singh et al.   ELECTRONICS LETTERS

Temporal pattern attention for multivariate time series forecasting

(2019) Shun-Yao Shih et al.   MACHINE LEARNING

Cloud datacenter workload estimation using error preventive time series forecasting models

(2019) Jitendra Kumar et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

A survey on semi-supervised learning

(2019) Jesper E. van Engelen et al.   MACHINE LEARNING

Workload prediction in cloud using artificial neural network and adaptive differential evolution

(2018) Jitendra Kumar et al.   Future Generation Computer Systems-The International Journal of eScience

Clustering ensemble method

(2018) Tahani Alqurashi et al.   International Journal of Machine Learning and Cybernetics

A Manifesto for Future Generation Cloud Computing

(2018) Rajkumar Buyya et al.   ACM COMPUTING SURVEYS

A Fuzzy Approach Based on Heterogeneous Metrics for Scaling Out Public Clouds

(2017) Valerio Persico et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Machine learning, social learning and the governance of self-driving cars

(2017) Jack Stilgoe   SOCIAL STUDIES OF SCIENCE

Dynamic resource demand prediction and allocation in multi-tenant service clouds

(2016) Manish Verma et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Optimizing Resource Utilization of a Data Center

(2016) Xiang Sun et al.   IEEE Communications Surveys and Tutorials

Virtual resource prediction in cloud environment: A Bayesian approach

(2016) Gopal Kirshna Shyam et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Resource provision algorithms in cloud computing: A survey

(2016) Jiangtao Zhang et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Assessing and forecasting energy efficiency on Cloud computing platforms

(2015) Josep Subirats et al.   Future Generation Computer Systems-The International Journal of eScience

Combining time series prediction models using genetic algorithm to autoscaling Web applications hosted in the cloud infrastructure

(2015) Valter Rogério Messias et al.   NEURAL COMPUTING & APPLICATIONS

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Estimation of the Available Bandwidth in Inter-Cloud Links for Task Scheduling in Hybrid Clouds

(2015) Thiago A. L. Genez et al.   IEEE Transactions on Cloud Computing

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

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

Interconnected Cloud Computing Environments

(2014) Adel Nadjaran Toosi et al.   ACM COMPUTING SURVEYS

SLA-based virtual machine management for heterogeneous workloads in a cloud datacenter

(2014) Saurabh Kumar Garg et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Resource Management in Clouds: Survey and Research Challenges

(2014) Brendan Jennings et al.   Journal of Network and Systems Management

Cloud computing service composition: A systematic literature review

(2013) Amin Jula et al.   EXPERT SYSTEMS WITH APPLICATIONS

iMeter: An integrated VM power model based on performance profiling

(2013) Hailong Yang et al.   Future Generation Computer Systems-The International Journal of eScience

Machine Learning Paradigms for Speech Recognition: An Overview

(2013) Li Deng et al.   IEEE Transactions on Audio Speech and Language Processing

Reinforcement learning in robotics: A survey

(2013) Jens Kober et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

A survey on vehicular cloud computing

(2013) Md Whaiduzzaman et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Resource management for Infrastructure as a Service (IaaS) in cloud computing: A survey

(2013) Sunilkumar S. Manvi et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Energy efficient virtual machine placement algorithm with balanced and improved resource utilization in a data center

(2013) Xin Li et al.   MATHEMATICAL AND COMPUTER MODELLING

CPU load prediction for cloud environment based on a dynamic ensemble model

(2013) Jian Cao et al.   SOFTWARE-PRACTICE & EXPERIENCE

A tenant-based resource allocation model for scaling Software-as-a-Service applications over cloud computing infrastructures

(2011) Javier Espadas et al.   Future Generation Computer Systems-The International Journal of eScience

Cluster ensembles

(2011) Joydeep Ghosh et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

CloudSim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms

(2010) Rodrigo N. Calheiros et al.   SOFTWARE-PRACTICE & EXPERIENCE

The resource pooling principle

(2008) Damon Wischik et al.   ACM SIGCOMM Computer Communication Review

The Grid Workloads Archive

(2008) Alexandru Iosup et al.   Future Generation Computer Systems-The International Journal of eScience