Anomaly detection as-a-service

M Mobilio, M Orrù, O Riganelli… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
Cloud systems are complex, large, and dynamic systems whose behavior must be
continuously analyzed to timely detect misbehaviors and failures. Although there are …

Unsupervised anomaly event detection for cloud monitoring using online arima

F Schmidt, F Suri-Payer, A Gulenko… - 2018 IEEE/ACM …, 2018 - ieeexplore.ieee.org
Virtualization offers cost efficient usage of digital resources. Thus, dedicated hardware
solutions are transferred into virtualized services running in the cloud. Such softwarization of …

Anomaly detection and diagnosis for cloud services: Practical experiments and lessons learned

C Sauvanaud, M Kaâniche, K Kanoun, K Lazri… - Journal of Systems and …, 2018 - Elsevier
The dependability of cloud computing services is a major concern of cloud providers. In
particular, anomaly detection techniques are crucial to detect anomalous service behaviors …

Online detection of utility cloud anomalies using metric distributions

C Wang, V Talwar, K Schwan… - 2010 IEEE Network …, 2010 - ieeexplore.ieee.org
The online detection of anomalies is a vital element of operations in data centers and in
utility clouds like Amazon EC2. Given ever-increasing data center sizes coupled with the …

Self-similarity based lightweight intrusion detection method for cloud computing

H Kwon, T Kim, SJ Yu, HK Kim - … , ACIIDS 2011, Daegu, Korea, April 20-22 …, 2011 - Springer
Abstract Information security is the key success factor to provide safe cloud computing
services. Despite its usefulness and cost-effectiveness, public cloud computing service is …

Ebat: online methods for detecting utility cloud anomalies

C Wang - Proceedings of the 6th Middleware Doctoral …, 2009 - dl.acm.org
The online detection of anomalies is a vital element of operations in datacenters and in utility
clouds like Amazon EC2. Given ever-increasing data center sizes coupled with the …

Malware detection in cloud computing infrastructures

MR Watson, AK Marnerides, A Mauthe… - … on Dependable and …, 2015 - ieeexplore.ieee.org
Cloud services are prominent within the private, public and commercial domains. Many of
these services are expected to be always on and have a critical nature; therefore, security …

Reconstruction-based anomaly detection for the cloud: A comparison on the yahoo! webscope s5 dataset

T Hagemann, K Katsarou - Proceedings of the 2020 4th International …, 2020 - dl.acm.org
The detection of anomalies in cloud metrics is an important way to identify suspicious data
instances that indicate a system problem such as hardware failures, performance …

An anomaly detection framework for detecting anomalous virtual machines under cloud computing environment

GP Wang, JW Wang - International Journal of Security and Its …, 2016 - earticle.net
A variety of faults may cause performance degradation or even downtime of virtual machines
(VMs) under Cloud environment, thus lowering the dependability of Cloud platform …

Self-adaptive cloud monitoring with online anomaly detection

T Wang, J Xu, W Zhang, Z Gu, H Zhong - Future Generation Computer …, 2018 - Elsevier
Monitoring is the key to guarantee the reliability of cloud computing systems. By analyzing
monitoring data, administrators can understand systems' statuses to detect, diagnose and …