Get Free Shipping on orders over $79
Small Summaries for Big Data - Graham Cormode

Small Summaries for Big Data

By: Graham Cormode, Ke Yi

eText | 12 November 2020

At a Glance

eText


$99.95

or 4 interest-free payments of $24.99 with

 or 

Instant online reading in your Booktopia eTextbook Library *

Why choose an eTextbook?

Instant Access *

Purchase and read your book immediately

Read Aloud

Listen and follow along as Bookshelf reads to you

Study Tools

Built-in study tools like highlights and more

* eTextbooks are not downloadable to your eReader or an app and can be accessed via web browsers only. You must be connected to the internet and have no technical issues with your device or browser that could prevent the eTextbook from operating.

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.

on
Desktop
Tablet
Mobile

More in Databases

China's Megatrends : The 8 Pillars of a New Society - John Naisbitt

eBOOK

AI-Powered Search - Trey Grainger

eBOOK

Conquering the Decision Abyss - Keith Hartley

eBOOK

RRP $15.39

$14.99

Investing for Programmers - Stefan Papp

eBOOK

Transformers in Action - Nicole Koenigstein

eBOOK