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 …

A hybrid anomaly detection framework in cloud computing using one-class and two-class support vector machines

S Fu, J Liu, H Pannu - Advanced Data Mining and Applications: 8th …, 2012 - Springer
Modern production utility clouds contain thousands of computing and storage servers. Such
a scale combined with ever-growing system complexity of their components and …

Performance troubleshooting in data centers: an annotated bibliography?

C Wang, SP Kavulya, J Tan, L Hu, M Kutare… - ACM SIGOPS …, 2013 - dl.acm.org
In the emerging cloud computing era, enterprise data centers host a plethora of web
services and applications, including those for e-Commerce, distributed multimedia, and …

Practical compute capacity management for virtualized datacenters

M Kesavan, I Ahmad, O Krieger… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
We present CCM (Cloud Capacity Manager)-a prototype system and its methods for
dynamically multiplexing the compute capacity of virtualized datacenters at scales of …

A self-evolving anomaly detection framework for developing highly dependable utility clouds

HS Pannu, J Liu, S Fu - 2012 IEEE Global Communications …, 2012 - ieeexplore.ieee.org
Utility clouds continue to grow in scale and in the complexity of their components and
interactions, which introduces a key challenge to failure and resource management for …

A lightweight tool for anomaly detection in cloud data centres

S Barbhuiya, Z Papazachos, P Kilpatrick… - … Conference on Cloud …, 2015 - scitepress.org
Cloud data centres are critical business infrastructures and the fastest growing service
providers. Detecting anomalies in Cloud data centre operation is vital. Given the vast …

AFD: Adaptive failure detection system for cloud computing infrastructures

HS Pannu, J Liu, Q Guan, S Fu - 2012 IEEE 31st International …, 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 …

A state-space approach to SLA based management

V Kumar, K Schwan, S Iyer, Y Chen… - NOMS 2008-2008 IEEE …, 2008 - ieeexplore.ieee.org
Large complex systems (such as Enterprise systems) are often composed of several
interacting, independent components. In many such systems, although the behavior of the …

Domain-specific deep web sources discovery

Y Wang, W Zuo, T Peng, F He - 2008 Fourth International …, 2008 - ieeexplore.ieee.org
The Web has been rapidly deepened with myriad searchable databases online, where data
are hidden behind query interfaces. However, users often have difficulties in finding the right …

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 …