Foundations of Vector Retrieval

This book presents the fundamentals of vector retrieval. To this end, it delves into important data structures...
CHF 237.27
CHF 237.27
SKU: 9783031551819
Product Type: Books
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Author: Sebastian Bruch
Format: Paperback
Language: English
Subtotal: CHF 237.27
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Foundations of Vector Retrieval by Bruch, Sebastian

Foundations of Vector Retrieval

CHF 237.27

Foundations of Vector Retrieval

CHF 237.27
Author: Sebastian Bruch
Format: Paperback
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.

The book emphasizes the theoretical aspects of algorithms and presents related theorems and proofs. It is thus mainly written for researchers and graduate students in theoretical computer science and database and information systems who want to learn about the theoretical foundations of vector retrieval.



Author: Sebastian Bruch
Publisher: Springer
Published: 03/28/2024
Pages: 185
Binding Type: Paperback
Weight: 0.66lbs
Size: 9.21h x 6.14w x 0.44d
ISBN: 9783031551819

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