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Algorithms and Data Structures for Massive Datasets
book

Algorithms and Data Structures for Massive Datasets

by Dzejla Medjedovic, Emin Tahirovic, Ines Schweigert
July 2022
Intermediate to advanced
304 pages
9h 15m
English
Manning Publications
Content preview from Algorithms and Data Structures for Massive Datasets

2 Review of hash tables and modern hashing

This chapter covers

  • Reviewing dictionaries and why hashing is ubiquitous in modern systems
  • Refreshing the basic collision-resolution techniques
  • Exploring cache efficiency in hash tables
  • Using hash tables for distributed systems and consistent hashing
  • Learning how consistent hashing works in P2P networks

We begin with the topic of hashing for a number of reasons. First, classical hash tables have proved irreplaceable in modern systems, making it harder to find a system that does not use them than one that does. Second, recently there has been a lot of innovative work addressing algorithmic issues that arise as hash tables grow to fit massive data, such as efficient resizing, compact representation, ...

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Publisher Resources

ISBN: 9781617298035Publisher SupportPublisher WebsiteErrata Page