Modern Algorithms of Cluster Analysis (Springer)
Monday, 17 June 2019

This book provides a basic understanding of the formal concepts of the cluster, clustering, partition, and cluster analysis. Authors Slawomir Wierzchoń and Mieczyslaw Klopotek explain feature-based, graph-based and spectral clustering methods and discuss their formal similarities and differences. They also provide an overview of approaches to handling large collections of objects in a reasonable time, including grid-based methods, sampling methods, parallelization via Map-Reduce, usage of tree-structures, random projections and various heuristic approaches.

<ASIN: 3319887521>

Author: Slawomir Wierzchoń and Mieczyslaw Klopotek
Publisher: Springer
Date: June 2019
Pages: 444
ISBN: 978-3319887524
Print: 3319887521
Kindle: B078Q1YL76
Audience: Data scientists
Level: Intermediate/Advanced
Category: Data Science 

 

For recommendations of data mining books see Reading Your Way Into Big Data in our Programmer's Bookshelf section.

 

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Functional Design (Addison-Wesley)

Author: Robert C. Martin
Publisher: Addison-Wesley
Date: September 2023
Pages: 384
ISBN: 978-0138176396
Print: 0138176396
Kindle: B0CGHQKGYG
Audience: General
Rating: 4.5
Reviewer: Kay Ewbank

This book sets out to explain the principles, patterns and practices of functional design, and why functional prog [ ... ]



Pearls of Algorithm Engineering

Author: Paolo Ferragina
Publisher: ‎Cambridge University Press
Pages: 326
ISBN: ‎978-1009123280
Print:1009123289
Kindle: B0BZJBGTLN
Audience: Admirers of Knuth
Rating: 5
Reviewer: Mike James

Algorithm engineering - sounds interesting.


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