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Envisaging an Intelligent Blockchain Network by Intelligence Sharing

  • Arijit Nayak
  • , Sourav De
  • , Siddhartha Bhattacharyya
  • , Debarka Mukhopadhyay
  • , Khan Muhammad
  • , Sergey Gorbachev
  • Alumnus Software Limited
  • Dept. of Computer Science Engineering
  • Rajnagar Mahavidyalaya
  • Christ University, Bangalore
  • Tomsk State University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Blockchain Technology is gaining popularity throughout various industry verticals due to its data decentralization and tamper-evident nature. Machine Learning (ML) is all about embedding a learning capability to computing machines so that the machine can learn based on historical data in a way how human beings learn things. An important part of ML is the process of learning which needs humongous processing capability and hence it is time-consuming. Significant benefits have been predicted from the integration of these two technologies. Making a complete blockchain network intelligent in a simple and efficient way is a major challenge. In this work, a Multi Layer Perceptron (MLP) model is implanted in every node of the blockchain network. An efficient technique is proposed to make an intelligent blockchain network in minimum possible time and using minimum processing power. During the network formation, every node of the network has knowledge of the model architecture. At some point in time, the model of the randomly selected node gets trained. After completion of the training of that node, the intelligence is replicated to the entire network.

Original languageEnglish
Title of host publication2022 International Conference for Advancement in Technology, ICONAT 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665425773
DOIs
StatePublished - 2022
Event2022 International Conference for Advancement in Technology, ICONAT 2022 - Virtual, Online, India
Duration: 21 Jan 202222 Jan 2022

Publication series

Name2022 International Conference for Advancement in Technology, ICONAT 2022

Conference

Conference2022 International Conference for Advancement in Technology, ICONAT 2022
Country/TerritoryIndia
CityVirtual, Online
Period21/01/2222/01/22

Keywords

  • Blockchain
  • Machine Learning
  • Multi Layer Perceptron
  • Pre-trained Model
  • Weight matrices

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