Big Data Analytics Applying the Fusion Approach of Multicriteria Decision Making with Deep Learning Algorithms

Data is evolving with the rapid progress of population and communication for various types of devices such as networks, cloud computing, Internet of Things (IoT), actuators, and sensors. The increment of data and communication content goes with the equivalence of velocity, speed, size, and value to provide the useful and meaningful knowledge that helps to solve the future challenging tasks and latest issues. Besides, multicriteria based decision making is one of the key issues to solve for various issues related to the alternative effects in big data analysis. It tends to find a solution based on the latest machine learning techniques that include algorithms like decision making and deep learning mechanism based on multicriteria in providing insights to big data. On the other hand, the derivations are made for it to go with the approximations to increase the duality of runtime and improve the entire system's potentiality and efficacy. In essence, several fields, including business, agriculture, information technology, and computer science, use deep learning and multicriteria-based decision-making problems. This paper aims to provide various applications that involve the concepts of deep learning techniques and exploiting the multicriteria approaches for issues that are facing in big data analytics by proposing new studies with the fusion approaches of data-driven techniques.

READ FULL TEXT

page 3

page 4

research
11/16/2020

Video Big Data Analytics in the Cloud: A Reference Architecture, Survey, Opportunities, and Open Research Issues

The proliferation of multimedia devices over the Internet of Things (IoT...
research
12/09/2017

Deep Learning for IoT Big Data and Streaming Analytics: A Survey

In the era of the Internet of Things (IoT), an enormous amount of sensin...
research
08/27/2020

Computational Models of Human Decision-Making with Application to the Internet of Everything

The concept of the Internet of Things (IoT) first appeared a few decades...
research
01/24/2019

Thirty Years of Machine Learning:The Road to Pareto-Optimal Next-Generation Wireless Networks

Next-generation wireless networks (NGWN) have a substantial potential in...
research
09/29/2021

Unlocking the potential of deep learning for marine ecology: overview, applications, and outlook

The deep learning revolution is touching all scientific disciplines and ...
research
11/30/2021

Flood Analytics Information System (FAIS) Version 4.00 Manual

This project was the first attempt to use big data analytics approaches ...
research
02/23/2016

Mobile Big Data Analytics Using Deep Learning and Apache Spark

The proliferation of mobile devices, such as smartphones and Internet of...

Please sign up or login with your details

Forgot password? Click here to reset