Statistical Learning for Anomaly Detection in Cloud Server Systems: A Multi-Order Markov Chain Framework - 2018


As a significant strategy to make sure the protection of IT infrastructure, anomaly detection plays a additional necessary role in cloud computing platform which hosts the whole applications and knowledge. On high of the classic Markov chain model, we proposed in this Project a possible multi-order Markov chain based framework for anomaly detection. In this approach, each the high-order Markov chain and multivariate time series are adopted to compose a scheme described in algorithms along with the coaching procedure in the form of statistical learning framework. To curb time and house complexity, the algorithms are designed and implemented with non-zero worth table and logarithm values in initial and transition matrices. For validation, the series of system calls and the corresponding come back values are extracted from classic Defense Advanced Analysis Projects Agency (DARPA) intrusion detection analysis knowledge set to form a two-dimensional test input set. The testing results show that the multi-order approach is in a position to produce additional effective indicators: additionally to absolutely the values given by a private single-order model, the changes in ranking positions of outputs from completely different-order ones additionally correlate closely with abnormal behaviours.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Statistical Nearest Neighbors for Image Denoising ABSTRACT: Non-local-means image denoising is based on processing a reference patch's neighbours. The algorithm's processing overhead can be reduced by using a small
PROJECT TITLE :Statistical Admission Control in Multi-Hop Cognitive Radio Networks - 2018ABSTRACT:We tend to address the matter of online admission management in multi-hop, multi-transceiver cognitive radio networks where the
PROJECT TITLE : Towards Accurate Statistical Analysis of Security Margins: New Searching Strategies for Differential Attacks - 2017 ABSTRACT: In nowadays's world of the web, billions of pc systems are connected to 1 another
PROJECT TITLE : A Statistical Exploration of Protocol Adoption - 2017 ABSTRACT: The development and adoption of recent protocols (or of extensions to existing protocols) is arguably central to the Internet's evolution. However,
PROJECT TITLE : Constrained statistical modelling of knee flexion From multi-pose magnetic resonance imaging - 2016 ABSTRACT: Reconstruction of the anterior cruciate ligament (ACL) through arthroscopy is one amongst the most

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry