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Related papers: Provenance of astronomical data

200 papers

Provenance is a critical ingredient for establishing trust of published scientific content. This is true whether we are considering a data set, a computational workflow, a peer-reviewed publication or a simple scientific claim with…

Digital Libraries · Computer Science 2013-12-10 Paolo Ciccarese , Stian Soiland-Reyes , Khalid Belhajjame , Alasdair J G Gray , Carole Goble , Tim Clark

Machine learning (ML) is an increasingly important scientific tool supporting decision making and knowledge generation in numerous fields. With this, it also becomes more and more important that the results of ML experiments are…

Machine Learning · Computer Science 2020-06-23 Sheeba Samuel , Frank Löffler , Birgitta König-Ries

Open Science, Reproducible Research, Findable, Accessible, Interoperable and Reusable (FAIR) data principles are long term goals for scientific dissemination. However, the implementation of these principles calls for a reinspection of our…

Digital Libraries · Computer Science 2021-03-11 Cristel Chandre , Jonathan Dubois

The emergence of Cloud computing provides a new computing paradigm for scientific workflow execution. It provides dynamic, on-demand and scalable resources that enable the processing of complex workflow-based experiments. With the ever…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-20 Khawar Hasham , Kamran Munir , Richard McClatchey

This paper introduces AI as a Research Object (AI-RO), a paradigm for governing the use of generative AI in scientific research. Instead of debating whether AI is an author or merely a tool, we propose treating AI interactions as…

Artificial Intelligence · Computer Science 2026-04-14 Ruta Binkyte , Sharif Abuaddba , Chamikara Mahawaga , Ming Ding , Natasha Fernandes , Mario Fritz

Despite almost all being acquired as photons, astronomical data from different instruments and at different stages in its life may exist in different formats to serve different purposes. Beyond the data itself, descriptive information is…

Instrumentation and Methods for Astrophysics · Physics 2015-07-15 Jessica D. Mink

Accountability is widely understood as a goal for well governed computer systems, and is a sought-after value in many governance contexts. But how can it be achieved? Recent work on standards for governable artificial intelligence systems…

Computers and Society · Computer Science 2021-08-23 Joshua A. Kroll

With the emerging needs of creating fairness-aware solutions for search and recommendation systems, a daunting challenge exists of evaluating such solutions. While many of the traditional information retrieval (IR) metrics can capture the…

Information Retrieval · Computer Science 2022-03-31 Ruoyuan Gao , Yingqiang Ge , Chirag Shah

This research presents a methodology for trusting the provenance of data on the web. The implication is that data does not change after publication and the source of the data is stable. There are different data that should not change over…

Information Retrieval · Computer Science 2020-04-17 Khalid S. Aloufi , Abdulrahman A. Alsewari

Data - arguably the most important product of worldwide materials research investment - are rarely shared. The small and biased proportion of results published are buried in plots and text licensed by journals. This situation wastes…

Materials Science · Physics 2023-02-27 LC Brinson , LM Bartolo , B Blaiszik , D Elbert , I Foster , A Strachan , PW Voorhees

In order to increase the value of scientific datasets and improve research outcomes, it is important that only trustworthy data is used. This paper presents mechanisms by which scientists and the organisations they represent can certify the…

Cryptography and Security · Computer Science 2020-04-07 Iain Barclay , Swapna Radha , Alun Preece , Ian Taylor , Jarek Nabrzyski

We highlight the connections between data provenance and interactive visualizations. To do so, we first incrementally add interactions to a visualization and show how these interactions are readily expressible in terms of provenance. We…

Databases · Computer Science 2018-05-08 Fotis Psallidas , Eugene Wu

The FAIR Guiding Principles aim to improve the findability, accessibility, interoperability, and reusability of digital content by making them both human and machine actionable. However, these principles have not yet been broadly adopted in…

Machine Learning · Computer Science 2022-11-07 Pei-Hung Lin , Chunhua Liao , Winson Chen , Tristan Vanderbruggen , Murali Emani , Hailu Xu

One of the most important goals of digital humanities is to provide researchers with data and tools for new research questions, either by increasing the scale of scholarly studies, linking existing databases, or improving the accessibility…

Artificial Intelligence · Computer Science 2020-08-03 Albert Meroño-Peñuela , Victor de Boer , Marieke van Erp , Richard Zijdeman , Rick Mourits , Willem Melder , Auke Rijpma , Ruben Schalk

This specification defines a simple query protocol for retrieving records from a catalog of astronomical sources. The query describes sky position and an angular distance, defining a cone on the sky. The response returns a list of…

Instrumentation and Methods for Astrophysics · Physics 2019-06-05 Roy Williams , Robert Hanisch , Alex Szalay , Raymond Plante

Astronomical software is now a fact of daily life for all hands-on members of our community. Purpose-built software for data reduction and modeling tasks becomes ever more critical as we handle larger amounts of data and simulations.…

Data provenance consists in bookkeeping meta information during query evaluation, in order to enrich query results with their trust level, likelihood, evaluation cost, and more. The framework of semiring provenance abstracts from the…

Databases · Computer Science 2022-05-09 Camille Bourgaux , Pierre Bourhis , Liat Peterfreund , Michael Thomazo

In the last couple of years, the role of Open Access (OA) publishing has become central in science management and research policy. In the UK and the Netherlands, national OA mandates require the scientific community to seriously consider…

Digital Libraries · Computer Science 2018-02-09 Thed van Leeuwen , Ingeborg Meijer , Alfredo Yegros-Yegros , Rodrigo Costas

We present ten simple rules that support converting a legacy vocabulary -- a list of terms available in a print-based glossary or table not accessible using web standards -- into a FAIR vocabulary. Various pathways may be followed to…

Digital Libraries · Computer Science 2021-10-13 Simon J D Cox , Alejandra N Gonzalez-Beltran , Barbara Magagna , Maria-Cristina Marinescu