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Foundations of Vector Retrieval by Sebastian Bruch at Abbey's Bookshop,
Foundations of Vector Retrieval
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Sebastian Bruch

Foundations of Vector Retrieval

Sebastian Bruch

$266.95   $213.50

Paperback

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English
Springer International Publishing AG
28 March 2024
Data warehousing; Information retrieval; Mathematical theory of computation; Maths for computer scientists
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.
By:  
Imprint:   Springer International Publishing AG
Country of Publication:   Switzerland
Edition:   1st ed. 2024
Dimensions:   Height: 235mm,  Width: 155mm, 
ISBN:   9783031551819
ISBN 10:   3031551818
Pages:   185
Publication Date:  
Audience:   College/higher education ,  Further / Higher Education
Format:   Paperback
Publisher's Status:   Active
Preface.- Part I Introduction.- Part II Retrieval Algorithms.- Part III Compression.- Part IV Appendices. 

Sebastian Bruch works at Pinecone in the United States as a research scientist. His research is centered around probabilistic data structures and approximate algorithms for retrieval, and efficient inference algorithms for learnt ranking functions. He is presently serving as an Associate Editor with the ACM TOIS journal.

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