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Algorithms for big data

By: Feldman, Moran
Material type: TextTextLanguage: English Publisher: New Jersey World Scientific Publishing c2020Description: x, 447p.; 23cmISBN: 9789811204739Subject(s): Computer science | Algorithms | Big dataDDC classification: 005.701 FEL/A Online resources: Publisher's URL
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Table of Contents:

Preface
About the Author

Data Stream Algorithms:
Introduction to Data Stream Algorithms
Basic Probability and Tail Bounds
Estimation Algorithms
Reservoir Sampling
Pairwise Independent Hashing
Counting Distinct Tokens
Sketches
Graph Data Stream Algorithms
The Sliding Window Model
Sublinear Time Algorithms:
Introduction to Sublinear Time Algorithms
Property Testing
Algorithms for Bounded Degree Graphs
An Algorithm for Dense Graphs
Algorithms for Boolean Functions
Map-Reduce:
Introduction to Map-Reduce
Algorithms for Lists
Graph Algorithms
Locality-Sensitive Hashing

Index

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