Cloud Big Data Mining and Analytics: Bringing Greenness and Acceleration in the Cloud

04/12/2021
by   Hrishav Bakul Barua, et al.
0

Big data is gaining overwhelming attention since the last decade. Almost all the fields of science and technology have experienced a considerable impact from it. The cloud computing paradigm has been targeted for big data processing and mining in a more efficient manner using the plethora of resources available from computing nodes to efficient storage. Cloud data mining introduces the concept of performing data mining and analytics of huge data in the cloud availing the cloud resources. But can we do better? Yes, of course! The main contribution of this chapter is the identification of four game-changing technologies for the acceleration of computing and analysis of data mining tasks in the cloud. Graphics Processing Units can be used to further accelerate the mining or analytic process, which is called GPU accelerated analytics. Further, Approximate Computing can also be introduced in big data analytics for bringing efficacy in the process by reducing time and energy and hence facilitating greenness in the entire computing process. Quantum Computing is a paradigm that is gaining pace in recent times which can also facilitate efficient and fast big data analytics in very little time. We have surveyed these three technologies and established their importance in big data mining with a holistic architecture by combining these three game-changers with the perspective of big data. We have also talked about another future technology, i.e., Neural Processing Units or Neural accelerators for researchers to explore the possibilities. A brief explanation of big data and cloud data mining concepts are also presented here.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/04/2017

On Designing a Generic Framework for Cloud-based Big Data Analytics

Big data analytics has gathered immense research attention lately becaus...
research
02/05/2018

A Data as a Service (DaaS) Model for GPU-based Data Analytics

Cloud-based services with resources to be provisioned for consumers are ...
research
01/19/2022

Data-to-Value: An Evaluation-First Methodology for Natural Language Projects

Big data, i.e. collecting, storing and processing of data at scale, has ...
research
09/21/2022

Benchmarking Apache Spark and Hadoop MapReduce on Big Data Classification

Most of the popular Big Data analytics tools evolved to adapt their work...
research
09/10/2021

How Can Subgroup Discovery Help AIOps?

The genuine supervision of modern IT systems brings new challenges as it...
research
07/26/2018

CloudMe Forensics: A Case of Big-Data Investigation

The issue of increasing volume, variety and velocity of has been an area...
research
02/02/2019

Big Data and Geospatial Analysis

Perhaps one of the mostly hotly debated topics in recent years has been ...

Please sign up or login with your details

Forgot password? Click here to reset