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Books > Computing & IT > Applications of computing > Signal processing

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Small Summaries for Big Data (Hardcover) Loot Price: R1,557
Discovery Miles 15 570
Small Summaries for Big Data (Hardcover): Graham Cormode, Keyi

Small Summaries for Big Data (Hardcover)

Graham Cormode, Keyi

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Loot Price R1,557 Discovery Miles 15 570 | Repayment Terms: R146 pm x 12*

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The massive volume of data generated in modern applications can overwhelm our ability to conveniently transmit, store, and index it. For many scenarios, building a compact summary of a dataset that is vastly smaller enables flexibility and efficiency in a range of queries over the data, in exchange for some approximation. This comprehensive introduction to data summarization, aimed at practitioners and students, showcases the algorithms, their behavior, and the mathematical underpinnings of their operation. The coverage starts with simple sums and approximate counts, building to more advanced probabilistic structures such as the Bloom Filter, distinct value summaries, sketches, and quantile summaries. Summaries are described for specific types of data, such as geometric data, graphs, and vectors and matrices. The authors offer detailed descriptions of and pseudocode for key algorithms that have been incorporated in systems from companies such as Google, Apple, Microsoft, Netflix and Twitter.

General

Imprint: Cambridge UniversityPress
Country of origin: United Kingdom
Release date: November 2020
Authors: Graham Cormode • Keyi
Dimensions: 234 x 157 x 19mm (L x W x T)
Format: Hardcover
Pages: 278
ISBN-13: 978-1-108-47744-4
Categories: Books > Reference & Interdisciplinary > Communication studies > Data analysis
Books > Computing & IT > General theory of computing > Mathematical theory of computation
Books > Computing & IT > General theory of computing > Data structures
Books > Computing & IT > Computer programming > Algorithms & procedures
Books > Computing & IT > Applications of computing > Signal processing
Books > Computing & IT > Applications of computing > Databases > General
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LSN: 1-108-47744-5
Barcode: 9781108477444

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