7 papers · ranked by Valyu relevance
Larissa Mori, Kaleigh O’Hara, Toyya A. Pujol, Mario Ventresca + 1 more
With the goal of understanding if the information contained in node metadata can help in the task of link weight prediction, we investigate herein whether incorporating it as a similarity feature (referred to as metadata similarity) between end nodes of a link improves the prediction accuracy of common supervised…
Aleix Bassolas, Anton Holmgren, Antoine Marot, Martin Rosvall + 1 more
'Vincenzo Nicosia'] Integrating structural information and metadata, such as gender, social status, or interests, enriches networks and enables a better understanding of the large-scale structure of complex systems. However, existing approaches to augment networks with metadata for community detection only consider…
Paul Billing Ross, Jina Song, Philip S. Tsao, Cuiping Pan
Biomedical studies have become larger in size and yielded large quantities of data, yet efficient data processing remains a challenge. Here we present Trellis, a cloud-based data and task management framework that completely automates the process from data ingestion to result presentation, while tracking data lineage…
Josephine Noah Kelly, Bowen Fu, Zhenyu Li, Robert Emmett Kelly Jr. + 1 more
Finally, the word “unique” in the name of the authors’ method requires clarification. The number of possible combinations of edges corresponding to 56 nodes is so large that it seems extremely unlikely that any two individuals would have the exact same adjacency matrix or even the same last column, but technically…
Rita Kukafka, Gunther Eysenbach, Gq Zhang, Xia Jing + 13 more
Background Metadata are created to describe the corresponding data in a detailed and unambiguous way and is used for various applications in different research areas, for example, data identification and classification. However, a clear definition of metadata is crucial for further use. Unfortunately, extensive…
José Villamar, Matthias Kelbling, Heather L. More, Michael Denker + 3 more
'Tom Tetzlaff' 'Johanna Senk' 'Stephan Thober'] Computer simulations are an essential pillar of knowledge generation in science. Exploring, understanding, reproducing, and sharing the results of simulations relies on tracking and organizing the metadata describing the numerical experiments. The models used to…
F. Kirchner, D.C.F. Wieland, S. Irvine, S. Schimek + 11 more
Scientific communities have recognized the importance of well-documented metadata generated during research. However, ensuring that metadata is findable, accessible, interoperable, and reusable (FAIR) remains a significant challenge. To address this, scientific communities are working towards making metadata available…