Probabilistic Data Structures for Blockchain-Based Internet of Things Applications

Probabilistic Data Structures for Blockchain-Based Internet of Things Applications
PDF, ePUB
  • eBook:
    Probabilistic Data Structures for Blockchain-Based Internet of Things Applications
  • Author:
    Neeraj Kumar, Arzoo Miglani
  • Edition:
    1 edition
  • Categories:
  • Data:
    January 28, 2021
  • ISBN:
    0367529904
  • ISBN-13:
    9780367529901
  • Language:
    English
  • Pages:
    322 pages
  • Format:
    PDF, ePUB

Book Description
This book covers theory and practical knowledge of Probabilistic data structures (PDS) and Blockchain (BC) concepts. It introduces the applicability of PDS in BC to technology practitioners and explains each PDS through code snippets and illustrative examples. Further, it provides references for the applications of PDS to BC along with implementation codes in python language for various PDS so that the readers can gain confidence using hands on experience. Organized into five sections, the book covers IoT technology, fundamental concepts of BC, PDS and algorithms used to estimate membership query, cardinality, similarity and frequency, usage of PDS in BC based IoT and so forth.

Content

I - Background
1. Overview of Internet of Things
2. Smart Applications
3. IoT challenges

II - Blockchain Overview
4. Python Basics
5. Cryptography Primitives
6. Blockchain Technology and Technical Foundations
7. Verication and Validation Methods Used by Blockchain
8. Data Structures for Blockchain

III - Probabilistic Data Structures: An Overview
9. Introduction to Probabilistic Data Structures
10. Membership Query Probabilistic Data Structures
11. Cardinality Estimation Probabilistic Data Structures
12. Frequency Count Query Probabilistic Data Structures
13. Approximate Similarity Search Query Probabilistic Data Structures

IV - Integration of Probabilistic Data Structures with Blockchain
14. Applicability of Membership Query PDS with Blockchain
15. Applicability of Cardinality Estimation PDS with Blockchain
16. Applicability of Frequency Estimation PDS with Blockchain
17. Applicability of Approximate Similarity Search PDS with Blockchain

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