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We introduce the RIKEN Microstructural Imaging Metadatabase, a semantic web-based imaging database in which image metadata are described using the Resource Description Framework (RDF) and detailed biological properties observed in the…

Quantitative Methods · Quantitative Biology 2021-11-23 Satoshi Kume , Hiroshi Masuya , Mitsuyo Maeda , Mitsuo Suga , Yosky Kataoka , Norio Kobayashi

Ondex is a data integration and visualization platform developed to support Systems Biology Research. At its core is a data model based on two main principles: first, all information can be represented as a graph and, second, all elements…

Artificial Intelligence · Computer Science 2010-12-09 Catherine Canevet , Artem Lysenko , Andrea Splendiani , Matthew Pocock , Christopher Rawlings

The application of microscopy in biomedical research has come a long way since Antonie van Leeuwenhoek discovered unicellular organisms. Countless innovations have positioned light microscopy as a cornerstone of modern biology and a method…

The application of machine learning on healthcare data is often hindered by the lack of standardized and semantically explicit representation, leading to limited interoperability and reproducibility across datasets and experiments. The…

Machine Learning · Computer Science 2026-02-03 Alberto Marfoglia , Jong Ho Jhee , Adrien Coulet

The Metadata Object Description Schema (MODS) was developed to describe bibliographic concepts and metadata and is maintained by the Library of Congress. Its authoritative version is given as an XML schema based on an XML mindset which…

Computation and Language · Computer Science 2023-08-02 Rushrukh Rayan , Cogan Shimizu , Heidi Sieverding , Pascal Hitzler

Data quality assessment and data cleaning are context-dependent activities. Motivated by this observation, we propose the Ontological Multidimensional Data Model (OMD model), which can be used to model and represent contexts as logic-based…

Databases · Computer Science 2017-08-15 Leopoldo Bertossi , Mostafa Milani

Despite the large number of patients in Electronic Health Records (EHRs), the subset of usable data for modeling outcomes of specific phenotypes are often imbalanced and of modest size. This can be attributed to the uneven coverage of…

Machine Learning · Computer Science 2021-03-25 Mohamed Ghalwash , Zijun Yao , Prithwish Chakraborty , James Codella , Daby Sow

Describing cultural heritage objects from the perspective of Linked Open Data (LOD) is not a trivial task. The process often requires not only choosing pertinent ontologies, but also developing new models that preserve the most information…

Digital Libraries · Computer Science 2019-02-08 Marilena Daquino , Francesca Mambelli , Silvio Peroni , Francesca Tomasi , Fabio Vitali

Ontology Matching (OM) plays an important role in many domains such as bioinformatics and the Semantic Web, and its research is becoming increasingly popular, especially with the application of machine learning (ML) techniques. Although the…

Artificial Intelligence · Computer Science 2023-07-25 Yuan He , Jiaoyan Chen , Hang Dong , Ernesto Jiménez-Ruiz , Ali Hadian , Ian Horrocks

The Big Data landscape poses challenges in managing diverse data formats, requiring efficient storage and processing for high-quality analysis. Effective metadata management is crucial for organizing, accessing, and reusing data within…

Databases · Computer Science 2025-03-21 Claudia Diamantini , Alessandro Mele , Domenico Potena , Cristina Rossetti , Emanuele Storti

Ontologies are a standard for semantic schemata in many knowledge-intensive domains of human interest. They are now becoming increasingly important also in areas until very recently dominated by subsymbolic representations and…

Cryptography and Security · Computer Science 2023-01-03 Peter Švec , Štefan Balogh , Martin Homola , Ján Kľuka

The semantic description of music metadata is a key requirement for the creation of music datasets that can be aligned, integrated, and accessed for information retrieval and knowledge discovery. It is nonetheless an open challenge due to…

Advanced bioimaging technologies have enabled the large-scale acquisition of multidimensional data, yet effective metadata management and interoperability remain significant challenges. To address these issues, we propose a new…

Digital Libraries · Computer Science 2025-08-05 Yuki Yamagata , Koji Kyoda , Hiroya Itoga , Emi Fujisawa , Shuichi Onami

Recently, there has been a growing interest in Multimodal Large Language Models (MLLMs) due to their remarkable potential in various tasks integrating different modalities, such as image and text, as well as applications such as image…

Computer Vision and Pattern Recognition · Computer Science 2024-09-30 Jihen Amara , Birgitta König-Ries , Sheeba Samuel

Exponential growth in heterogeneous healthcare data arising from electronic health records (EHRs), medical imaging, wearable sensors, and biomedical research has accelerated the adoption of data lakes and centralized architectures capable…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-08 Ritesh Chandra , Sonali Agarwal , Navjot Singh , Sadhana Tiwari

Ontology interoperability is one of the complicated issues that restricts the use of ontologies in knowledge graphs (KGs). Different ontologies with conflicting and overlapping concepts make it difficult to design, develop, and deploy an…

Information Retrieval · Computer Science 2026-03-23 Zhangcheng Qiang

Considering the evolution of the semantic wiki engine based platforms, two main approaches could be distinguished: Ontologies for Wikis (OfW) and Wikis for Ontologies (WfO). OfW vision requires existing ontologies to be imported. Most of…

Artificial Intelligence · Computer Science 2019-04-12 Guidedi Kaladzavi , Papa Fary Diallo , Cedric Béré , Olivier Corby , Isabelle Mirbel , Moussa Lo , Dina Taiwe Kolyang

A variety of schemas and ontologies are currently used for the machine-readable description of bibliographic entities and citations. This diversity, and the reuse of the same ontology terms with different nuances, generates inconsistencies…

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