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

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

Casey, Hannah Laureen  
•
Adamou, Alessandro
•
Rodighiero, Dario
Antonacopoulos, Apostolos
•
Hinze, Annika
Show more
2024
Linking Theory and Practice of Digital Libraries - 28th International Conference on Theory and Practice of Digital Libraries, TPDL 2024, Proceedings
28th International Conference on Theory and Practice of Digital Libraries

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.

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Type
conference paper
DOI
10.1007/978-3-031-72437-4_8
Scopus ID

2-s2.0-85206114551

Author(s)
Casey, Hannah Laureen  

École Polytechnique Fédérale de Lausanne

Adamou, Alessandro

Bibliotheca Hertziana – Max Planck Institute for Art History

Rodighiero, Dario

Rijksuniversiteit Groningen

Editors
Antonacopoulos, Apostolos
•
Hinze, Annika
•
Vanderschantz, Nicholas
•
Piwowarski, Benjamin
•
Coustaty, Mickaël
•
Di Nunzio, Giorgio Maria
•
Gelati, Francesco
Date Issued

2024

Publisher

Springer Science and Business Media Deutschland GmbH

Published in
Linking Theory and Practice of Digital Libraries - 28th International Conference on Theory and Practice of Digital Libraries, TPDL 2024, Proceedings
Series title/Series vol.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 15177 LNCS

ISSN (of the series)

1611-3349

0302-9743

Start page

127

End page

143

Subjects

Data Visualisation

•

Deep Mapping

•

Digital Humanities

•

Knowledge Organisation

•

Large Language Models

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
SDSC-GE  
Event nameEvent acronymEvent placeEvent date
28th International Conference on Theory and Practice of Digital Libraries

Ljubljana, Slovenia

2024-09-24 - 2024-09-27

FunderFunding(s)Grant NumberGrant URL

Bibliotheca Hertziana Max Planck Institute for Art History

BH-P-23-40

Available on Infoscience
January 26, 2025
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/245072
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