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Ten years ago, the Mathematics Subject Classification MSC 2010 was released, and a corresponding machine-readable Linked Open Data collection was published using the Simple Knowledge Organization System (SKOS). Now, the new MSC 2020 is out.…

Digital Libraries · Computer Science 2021-08-03 Susanne Arndt , Patrick Ion , Mila Runnwerth , Moritz Schubotz , Olaf Teschke

Authors of research papers in the fields of mathematics, and other math-heavy disciplines commonly employ the Mathematics Subject Classification (MSC) scheme to search for relevant literature. The MSC is a hierarchical alphanumerical…

Digital Libraries · Computer Science 2020-11-10 Moritz Schubotz , Philipp Scharpf , Olaf Teschke , Andreas Kuehnemund , Corinna Breitinger , Bela Gipp

The Thesaurus for the Social Sciences (TheSoz) is a Linked Dataset in SKOS format, which serves as a crucial instrument for information retrieval based on e.g. document indexing or search term recommendation. Thesauri and similar controlled…

Digital Libraries · Computer Science 2019-01-15 Benjamin Zapilko , Johann Schaible , Philipp Mayr , Brigitte Mathiak

Document subject classification is essential for structuring (digital) libraries and allowing readers to search within a specific field. Currently, the classification is typically made by human domain experts. Semi-supervised Machine…

Information Retrieval · Computer Science 2021-09-03 Philipp Scharpf , Moritz Schubotz , Bela Gipp

The vision of the Semantic Web (SW) is gradually unfolding and taking shape through a web of linked data, a part of which is built by capturing semantics stored in existing knowledge organization systems (KOS), subject metadata and resource…

Information Retrieval · Computer Science 2017-05-22 Aida Slavic

Today's astronomical projects need computational systems capable to store and analyze large amounts of scientific data, to effectively share data with other research Institutes and to easily implement information services to present data…

Astrophysics · Physics 2007-05-23 G. Calderone , L. Nicastro

In this article we report on an initial exploration to assess the viability of using the general large language models (LLMs), recently made public, to classify mathematical documents. Automated classification would be useful from the…

Information Retrieval · Computer Science 2024-06-18 Patrick D. F. Ion , Stephen M. Watt

A technique for converting Library of Congress Subject Headings MARCXML to Simple Knowledge Organization System (SKOS) RDF is described. Strengths of the SKOS vocabulary are highlighted, as well as possible points for extension, and the…

Digital Libraries · Computer Science 2013-10-09 Ed Summers , Antoine Isaac , Clay Redding , Dan Krech

A classification scheme of a scientific subject gives an overview of its body of knowledge. It can also be used to facilitate access to research articles and other materials related to the subject. For example, the ACM Computing…

The paper discusses issues related to the use of faceted classifications in an online environment. The author argues that knowledge organization systems can be fully utilized in information retrieval only if they are exposed and made…

Information Retrieval · Computer Science 2017-05-22 Aida Slavic

Various data visualization applications such as reverse engineering and interactive authoring require a vocabulary that describes the structure of visualization scenes and the procedure to manipulate them. A few scene abstractions have been…

Human-Computer Interaction · Computer Science 2024-08-12 Zhicheng Liu , Chen Chen , John Hooker

While intuitive for humans, the concept of visual complexity is hard to define and quantify formally. We suggest adopting the multi-scale structural complexity (MSSC) measure, an approach that defines structural complexity of an object as…

Physics and Society · Physics 2024-08-09 Anna Kravchenko , Andrey A. Bagrov , Mikhail I. Katsnelson , Veronica Dudarev

This book is not restricted to semantic web (SW) technologies. An aspiration was to contribute to the awakening of a dialogue between information and documentation concerned with knowledge organization systems (KOSs), and branches in…

Digital Libraries · Computer Science 2022-05-02 Andrea Scharnhorst , Richard P. Smiraglia

Classical model selection seeks to find a single model within a particular class that optimizes some pre-specified criteria, such as maximizing a likelihood or minimizing a risk. More recently, there has been an increased interest in model…

Methodology · Statistics 2025-11-17 Ryan Cecil , Lucas Mentch

Semantic search technology has received more attention in the last years. Compared with the keyword based search, semantic search is used to excavate the latent semantics information and help users find the information items that they want…

Information Retrieval · Computer Science 2014-06-30 Yinglong Ma , Moyi Shi

The Simple Knowledge Organization System (SKOS) is popular for expressing controlled vocabularies, such as taxonomies, classifications, etc., for their use in Semantic Web applications. Using SKOS, concepts can be linked to other concepts…

Artificial Intelligence · Computer Science 2013-10-21 Hong Sun , Jos De Roo , Marc Twagirumukiza , Giovanni Mels , Kristof Depraetere , Boris De Vloed , Dirk Colaert

Sparse coding aims to model data vectors as sparse linear combinations of basis elements, but a majority of related studies are restricted to continuous data without spatial or temporal structure. A new model-based sparse coding (MSC)…

Methodology · Statistics 2021-08-24 Xin Xing , Rui Xie , Wenxuan Zhong

This article presents main results of the pilot study of approaches to the subject information search based on automated semantic processing of mass scientific and technical data. The authors focus on technology of building and…

Information Retrieval · Computer Science 2015-04-10 V. K. Ivanov , B. V. Palyukh , A. N. Sotnikov
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