Toward the Geoscience Paper of the Future: Best practices for documenting and sharing research from data to software to provenance

Y Gil, CH David, I Demir, BT Essawy… - Earth and Space …, 2016 - Wiley Online Library
Geoscientists now live in a world rich with digital data and methods, and their computational
research cannot be fully captured in traditional publications. The Geoscience Paper of the …

Provenance documentation to enable explainable and trustworthy AI: A literature review

A Kale, T Nguyen, FC Harris Jr, C Li, J Zhang… - Data Intelligence, 2023 - direct.mit.edu
Recently artificial intelligence (AI) and machine learning (ML) models have demonstrated
remarkable progress with applications developed in various domains. It is also increasingly …

The brain imaging data structure, a format for organizing and describing outputs of neuroimaging experiments

KJ Gorgolewski, T Auer, VD Calhoun, RC Craddock… - Scientific data, 2016 - nature.com
The development of magnetic resonance imaging (MRI) techniques has defined modern
neuroimaging. Since its inception, tens of thousands of studies using techniques such as …

The open provenance model core specification (v1. 1)

L Moreau, B Clifford, J Freire, J Futrelle, Y Gil… - Future generation …, 2011 - Elsevier
The Open Provenance Model is a model of provenance that is designed to meet the
following requirements:(1) Allow provenance information to be exchanged between …

A survey of trust in computer science and the semantic web

D Artz, Y Gil - Journal of Web Semantics, 2007 - Elsevier
Trust is an integral component in many kinds of human interaction, allowing people to act
under uncertainty and with the risk of negative consequences. For example, exchanging …

Large-scale semantic integration of linked data: A survey

M Mountantonakis, Y Tzitzikas - ACM Computing Surveys (CSUR), 2019 - dl.acm.org
A large number of published datasets (or sources) that follow Linked Data principles is
currently available and this number grows rapidly. However, the major target of Linked Data …

Why not?

A Chapman, HV Jagadish - Proceedings of the 2009 ACM SIGMOD …, 2009 - dl.acm.org
As humans, we have expectations for the results of any action, eg we expect at least one
student to be returned when we query a university database for student records. When these …

The foundations for provenance on the web

L Moreau - Foundations and Trends® in Web Science, 2010 - nowpublishers.com
Provenance, ie, the origin or source of something, is becoming an important concern, since it
offers the means to verify data products, to infer their quality, to analyse the processes that …

The open provenance model: An overview

L Moreau, J Freire, J Futrelle, RE McGrath… - International …, 2008 - Springer
Provenance is well understood in the context of art or digital libaries, where it respectively
refers to the documented history of an art object, or the documentation of processes in a …

Securing big data provenance for auditors: The big data provenance black box as reliable evidence

D Appelbaum - Journal of emerging technologies in …, 2016 - publications.aaahq.org
The purpose of this article is to highlight a main issue regarding reliable audit evidence
derived from Big Data—that of secure data provenance. Traditionally, audit evidence …