An lof-based adaptive anomaly detection scheme for cloud computing

T Huang, Y Zhu, Q Zhang, Y Zhu… - 2013 IEEE 37th …, 2013 - ieeexplore.ieee.org
One of the most attractive things about cloud computing from the perspective of business
people is that it provides an effective means to outsource IT. The behaviors of business …

Anomaly detection in the cloud using data density

SN Shirazi, S Simpson, A Gouglidis… - 2016 IEEE 9th …, 2016 - ieeexplore.ieee.org
Cloud computing is now extremely popular because of its use of elastic resources to provide
optimized, cost-effective and on-demand services. However, clouds may be subject to …

Aad: Adaptive anomaly detection system for cloud computing infrastructures

HS Pannu, J Liu, S Fu - 2012 IEEE 31st Symposium on …, 2012 - ieeexplore.ieee.org
Cloud computing has become increasingly popular by obviating the need for users to own
and maintain complex computing infrastructure. However, due to their inherent complexity …

On the effectiveness of isolation‐based anomaly detection in cloud data centers

RN Calheiros, K Ramamohanarao… - Concurrency and …, 2017 - Wiley Online Library
The high volume of monitoring information generated by large‐scale cloud infrastructures
poses a challenge to the capacity of cloud providers in detecting anomalies in the …

Semantic aware online detection of resource anomalies on the cloud

A Bhattacharyya, SAJ Jandaghi… - … conference on cloud …, 2016 - ieeexplore.ieee.org
As cloud based platforms become more popular, it becomes an essential task for the cloud
administrator to efficiently manage the costly hardware resources in the cloud environment …

Semi-supervised range-based anomaly detection for cloud systems

PK Deka, Y Verma, AB Bhutto… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The inherent characteristics of cloud systems often lead to anomalies, which pose
challenges for high availability, reliability, and high performance. Detecting anomalies in …

Efficient and accurate anomaly identification using reduced metric space in utility clouds

Q Guan, CC Chiu, Z Zhang, S Fu - 2012 IEEE Seventh …, 2012 - ieeexplore.ieee.org
The online detection of anomalies is a vital element of operations in utility clouds. Detection
should function for different levels of abstraction including hardware and software, and for …

A many objective-based feature selection model for anomaly detection in cloud environment

Z Zhang, J Wen, J Zhang, X Cai, L Xie - Ieee Access, 2020 - ieeexplore.ieee.org
With the development of cloud computing technology (CCT), the processing of network traffic
data becomes particularly important. However, the existing intrusion detection systems (IDS) …

Non-intrusive anomaly detection with streaming performance metrics and logs for DevOps in public clouds: a case study in AWS

D Sun, M Fu, L Zhu, G Li, Q Lu - IEEE transactions on Emerging …, 2016 - ieeexplore.ieee.org
Public clouds are a style of computing platforms, where scalable and elastic Information
Technology-enabled capabilities are provided as a service to external customers using …

CauseFormer: interpretable anomaly detection with stepwise attention for cloud service

G Zhong, F Liu, J Jiang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The anomaly detection techniques for cloud service focus on alerting the operation
engineers about the anomalous running state. However, their shortcoming of anomaly …