Mapping Techniques for an Automated Library Classification: The Case Study of Library Loans at Bibliotheca Hertziana

Hannah Laureen Casey*, Alessandro Adamou, Dario Rodighiero

*Corresponding author voor dit werk

OnderzoeksoutputAcademicpeer review

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Samenvatting

This paper introduces an innovative analytical method for visualising research libraries, overcoming the limitations of the assumptions made by their classification systems. The approach combines user loan data with deep mapping techniques to graphically display usage patterns and thematic clusters. Dimensionality reduction is used to visualise the catalogue by book loans, and prompt engineering with large language models is used to describe loan clusters with detailed summaries and titles. This approach was applied to the library collection owned by Bibliotheca Hertziana, a renowned research institute for art history based in Rome. The final output was assessed by a group of experts through interviews supported by an atlas providing statistical information on clusters. This yielded promising results towards a more general framework for visually mapping textual collections and capturing their transformation and usage from an interdisciplinary perspective.
Originele taal-2English
TitelLinking Theory and Practice of Digital Libraries
RedacteurenApostolos Antonacopoulos, Annika Hinze, Benjamin Piwowarski, Mickaël Coustaty, Giorgio Maria Di Nunzio, Francesco Gelati, Nicholas Vanderschantz
Plaats van productieCham
UitgeverijSpringer
Pagina's127-143
Aantal pagina's17
ISBN van elektronische versie978-3-031-72437-4
ISBN van geprinte versie978-3-031-72436-7
DOI's
StatusPublished - 2024

Publicatie series

NaamLecture Notes in Computer Science
UitgeverijSpringer
Volume15177
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

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