Resource Allocation With Workload-Time Windows for Cloud-Based Software Services: A Deep Reinforcement Learning Approach

Energy-efficient VM scheduling based on deep reinforcement learning

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

Adaptive and Efficient Resource Allocation in Cloud Datacenters Using Actor-Critic Deep Reinforcement Learning

(2021) Zheyi Chen et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Predictive Autoscaling of Microservices Hosted in Fog Microdata Center

(2020) Muhammad Abdullah et al.   IEEE Systems Journal

Cloud Resource Scheduling With Deep Reinforcement Learning and Imitation Learning

(2020) Wenxia Guo et al.   IEEE Internet of Things Journal

QoE Based Revenue Maximizing Dynamic Resource Allocation and Pricing for Fog-Enabled Mission-Critical IoT Applications

(2020) Muhammad Junaid Farooq et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Robust Dynamic CPU Resource Provisioning in Virtualized Servers

(2020) Evagoras Makridis et al.   IEEE Transactions on Services Computing

Towards Accurate Prediction for High-Dimensional and Highly-Variable Cloud Workloads with Deep Learning

(2019) Zheyi Chen et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Self-adaptive resource allocation for cloud-based software services based on iterative QoS prediction model

(2019) Xing Chen et al.   Future Generation Computer Systems-The International Journal of eScience

Self-learning and self-adaptive resource allocation for cloud-based software services

(2018) Xing Chen et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

A Machine Learning Framework for Resource Allocation Assisted by Cloud Computing

(2018) Jun-Bo Wang et al.   IEEE NETWORK

Real-Time and Proactive SLA Renegotiation for a Cloud-Based System

(2018) Irving Vitra Paputungan et al.   IEEE Systems Journal

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

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

Adaptive Resource Allocation and Provisioning in Multi-Service Cloud Environments

(2018) Ayoub Alsarhan et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

New scheduling approach using reinforcement learning for heterogeneous distributed systems

(2018) Alexandru Iulian Orhean et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

Towards Efficient Resource Allocation for Heterogeneous Workloads in IaaS Clouds

(2018) Lei Wei et al.   IEEE Transactions on Cloud Computing

An Adaptive and Fuzzy Resource Management Approach in Cloud Computing

(2018) Parinaz Haratian et al.   IEEE Transactions on Cloud Computing

Feedback-Control & Queueing Theory-Based Resource Management for Streaming Applications

(2017) Rafael Tolosana-Calasanz et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Self-Adaptive and Online QoS Modeling for Cloud-Based Software Services

(2017) Tao Chen et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Heuristic-Based Resource Reservation Strategies for Public Cloud

(2016) Sunirmal Khatua et al.   IEEE Transactions on Cloud Computing

Energy-efficient Adaptive Resource Management for Real-time Vehicular Cloud Services

(2016) Mohammad Shojafar et al.   IEEE Transactions on Cloud Computing

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

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

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

A view of cloud computing

(2010) Michael Armbrust et al.   COMMUNICATIONS OF THE ACM