An Effective Classification Approach for Big Data Security Based on GMPLS/MPLS Networks

Abstract

The need for effective approaches to handle big data that is characterized by its large volume, different types, and high velocity is vital and hence has recently attracted the attention of several research groups. This is especially the case when traditional data processing techniques and capabilities proved to be insufficient in that regard. Another aspect that is equally important while processing big data is its security, as emphasized in this paper. Accordingly, we propose to process big data in two different tiers. The first tier classifies the data based on its structure and on whether security is required or not. In contrast, the second tier analyzes and processes the data based on volume, variety, and velocity factors. Simulation results demonstrated that using classification feedback from a MPLS/GMPLS core network proved to be key in reducing the data evaluation and processing time.

Verification and validation techniques for streaming big data analytics in internet of things environment

“…Aljawarneh et al [47] 2017 exploited the cloud security ✓ X ✓ ✓ X ✓ ✓ highlighted the various prevents on the security threats on clouds complete cloud security architecture and design consideration were not considered Alouneh et al [44] 2018 classification approach was used to avoid the complex structure of BD ✓ ✓ ✓ X ✓ X ✓ resolved the unstructured data into the classification approach problems such as unstructured characteristics types, unstructured text, video were not highlighted Yu et al [48] 2018 to protect the private key on cloud ✓ ✓ ✓ ✓ X X ✓ demonstrated significant performance improvement as compared with software implementations advance security planning 1: access control and monitoring; 2: classification approach; 3: security consideration; 4: policy compliance; 5: governance; 6: smart security practice; 7: risk and threat assessment; notations ✓, considered; X, not considered. (b) High-end device: This security involves complete devices to lift off the attacks on IoT system.…”

“…Alouneh et al . [44] proposed an effective classification approach for BD security, where security to BD is provided based on different BD classes such as structured, semi‐structured, and unstructured data. Moreover, other security factors such as an access control list and DoS protection also need security attention.…”

“…Nawir et al [10] 2016 to benefit the IoT developer a taxonomy of security attacks was considered ✓ X ✓ ✓ ✓ X ✓ better awareness of the risk of security flaws impact of sensitive-online data which creates huge security flaw within IoT was not considered Shameli et al [33] 2016 to protect the information ✓ ✓ ✓ ✓ ✓ ✓ ✓ provides an organisation with an overview of the various techniques used to evaluate risks attention of the user was not considered Kalaiprasath et al [46] 2017 focused on potential threats faced by cloud consumers and have determined the compliance models & security controls required to manage the risk ✓ ✓ ✓ ✓ ✓ ✓ ✓ explored security policies and its recommendation over threats to the consumer effect of increasing data which makes the security threats more complicated and was not considered Aljawarneh et al [47] 2017 exploited the cloud security ✓ X ✓ ✓ X ✓ ✓ highlighted the various prevents on the security threats on clouds complete cloud security architecture and design consideration were not considered Alouneh et al [44] 2018 classification approach was used to avoid the complex structure of BD ✓ ✓ ✓ X ✓ X ✓ resolved the unstructured data into the classification approach problems such as unstructured characteristics types, unstructured text, video were not highlighted Yu et al [48] 2018 to protect the private key on cloud ✓ ✓ ✓ ✓ X X ✓ demonstrated significant performance improvement as compared with software implementations advance security planning 1: access control and monitoring; 2: classification approach; 3: security consideration; 4: policy compliance; 5: governance; 6: smart security practice; 7: risk and threat assessment; notations ✓, considered; X, not considered. (b) High-end device: This security involves complete devices to lift off the attacks on IoT system.…”

Trust and energy aware routing algorithm for Internet of Things networks

“…Some of the investigators are mostly attentive in detecting risk concerns by determining and assimilating big data within IoT 10 . The widespread usage of big data poses many issues, which involves searching, data analysis 11 , visualization, storage, privacy, security, and treatment 12,13 . The trust model is an important metric to evaluate security 14 …”

Novel Software-Defined Network Approach of Flexible Network Adaptive for VPN MPLS Traffic Engineering

“…This technology brings more flexibility, speed, and security compared to the Internet Protocol "IP". The MPLS technology provides advantageous applications, among them we quote virtual private network "VPN" [3][4] [5], quality of service "QoS" [6] [7], security [8], all transport on MPLS "AToM".…”