Algorithms and data structures for large datasets Compass Algorithms
Ürün #: 87939395

Algorithms and data structures for large datasets Compass Algorithms

Ürün #: 87939395

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  • Understand the basic algorithms of large-scale data systems with rich illustrations! A guidebook for understanding the algorithmic elements underlying large-scale data systems and building scaleable applications. We will explain it in an easy-to-understand manner with a wealth of illustrations! How to use stochastic data structures to save space for data storage, processing streaming data, manipulating data on disk, understanding performance trade-offs in database systems, and more in building large-scale applications. It covers various algorithmic aspects. [target audience] It is aimed at readers who understand basic data structures and algorithms. After each chapter presents a traditional solution, it explains why it doesn't work in large-scale data situations. Those who have knowledge of programming and the basics of probability theory ・Those who have knowledge of understanding Python and pseudocode. [configuration] This book has 11 chapters and consists of three parts. The first part is about probabilistic and concise data structures, the second part is about streaming data structures and algorithms, and the third part is about external storage data structures and algorithms. Chapter 1 Introduction Part 1 Hash-based sketch Chapter 2 Overview of hash tables and modern hashing Chapter 3 Determining the existence of approximate data: Bloom filter and quotient filter Chapter 4 Frequency Estimation and Counting Min Sketch Chapter 5 Cardinality estimation and hyperloglog Part 2 Real-time analysis Chapter 6 Streaming Data Integration and Applications Chapter 7 Sampling from data streams Chapter 8 Approximate quantiles on a data stream Part 3 Data structures for databases and external storage algorithms Chapter 9 Introduction to external memory models Chapter 10 Data structure for database: B-tree, B-e-tree, LSM-tree Chapter 11 Sorting by external memory
Publisher マイナビ出版
Publication date July 26, 2024
Language Japanese
Print length 328 pages
ISBN-10 4839984166
ISBN-13 978-4839984168
Item Weight 630 g
Dimensions 0.91 x 7.17 x 9.21 inches (2.3 x 18.2 x 23.4 cm)

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