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Foundations of Vector Retrieval

Foundations of Vector Retrieval

Paperback

General ComputersGeneral MathematicsSystem Administration

ISBN10: 3031551818
ISBN13: 9783031551819
Publisher: Springer
Published: Mar 28 2024
Pages: 185
Weight: 0.66
Height: 0.44 Width: 6.14 Depth: 9.21
Language: English

This book presents the fundamentals of vector retrieval. To this end, it delves into important data structures and algorithms that have been successfully used to solve the vector retrieval problem efficiently and effectively.

This monograph is divided into four parts. The first part introduces the problem of vector retrieval and formalizes the concepts involved. The second part delves into retrieval algorithms that help solve the vector retrieval problem efficiently and effectively. It includes a chapter each on brand-and-bound algorithms, locality sensitive hashing, graph algorithms, clustering, and sampling. Part three is devoted to vector compression and comprises chapters on quantization and sketching. Finally, the fourth part presents a review of background material in a series of appendices, summarizing relevant concepts from probability, concentration inequalities, and linear algebra.

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