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Related papers: Modeling the Dashboard Provenance

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Context: Trustworthiness of software has become a first-class concern of users (e.g., to understand software-made decisions). Also, there is increasing demand to demonstrate regulatory compliance of software and end users want to understand…

Software Engineering · Computer Science 2023-02-14 Matthias Galster , Jens Dietrich

Provenance is information recording the source, derivation, or history of some information. Provenance tracking has been studied in a variety of settings; however, although many design points have been explored, the mathematical or semantic…

Databases · Computer Science 2009-12-22 James Cheney , Amal Ahmed , Umut Acar

In an organization specifically as virtual as cloud there is need for access control systems to constrain users direct or backhanded action that could lead to breach of security. In cloud, apart from owner access to confidential data the…

Cryptography and Security · Computer Science 2014-11-10 Muralikrishnan Ramane , Balaji Vasudevan , Sathappan Allaphan

It is well-established that the provenance of a scientific result is important, sometimes more important than the actual result. For computational analyses that involve visualization, this provenance information may contain the steps…

Human-Computer Interaction · Computer Science 2023-08-15 David Koop

Many real-world planning domains involve diverse information sources, external entities, and variable-reliability agents, all of which may impact the confidence, risk, and sensitivity of plans. Humans reviewing a plan may lack context about…

Artificial Intelligence · Computer Science 2020-11-04 Scott E. Friedman , Robert P. Goldman , Richard G. Freedman , Ugur Kuter , Christopher Geib , Jeffrey Rye

Demand is growing for more accountability regarding the technological systems that increasingly occupy our world. However, the complexity of many of these systems - often systems-of-systems - poses accountability challenges. A key reason…

Computers and Society · Computer Science 2019-11-18 Jatinder Singh , Jennifer Cobbe , Chris Norval

Scientists today collect, analyze, and generate TeraBytes and PetaBytes of data. These data are often shared and further processed and analyzed among collaborators. In order to facilitate sharing and data interpretations, data need to carry…

Instrumentation and Methods for Astrophysics · Physics 2010-05-18 Ewa Deelman , Bruce Berriman , Ann Chervenak , Oscar Corcho , Paul Groth , Luc Moreau

Analytic provenance can be visually encoded to help users track their ongoing analysis trajectories, recall past interactions, and inform new analytic directions. Despite its significance, provenance is often hardwired into analytics…

Human-Computer Interaction · Computer Science 2025-05-20 Arpit Narechania , Shunan Guo , Eunyee Koh , Alex Endert , Jane Hoffswell

For data-centric systems, provenance tracking is particularly important when the system is open and decentralised, such as the Web of Linked Data. In this paper, a concise but expressive calculus which models data updates is presented. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-08-24 Gabriel Ciobanu , Ross Horne

With the ubiquity of computer vision in industry, the importance of image provenance is becoming more apparent. Provenance provides information about the origin and derivation of some resource, e.g., an image dataset, enabling users to…

Machine Learning · Computer Science 2026-03-31 Lynn Vonderhaar , Timothy Elvira , Tyler Thomas Procko , Omar Ochoa

Conducting data analysis tasks rarely occur in isolation. Especially in intelligence analysis scenarios where different experts contribute knowledge to a shared understanding, members must communicate how insights develop to establish…

Human-Computer Interaction · Computer Science 2022-11-10 Jeremy E. Block , Shaghayegh Esmaeili , Eric D. Ragan , John R. Goodall , G. David Richardson

Visualisation facilitates the understanding of scientific data both through exploration and explanation of visualised data. Provenance contributes to the understanding of data by containing the contributing factors behind a result. With the…

Databases · Computer Science 2015-02-06 Bilal Arshad , Kamran Munir , Richard McClatchey , Saad Liaquat

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

Provenance is information about the origin, derivation, ownership, or history of an object. It has recently been studied extensively in scientific databases and other settings due to its importance in helping scientists judge data validity,…

Programming Languages · Computer Science 2008-12-03 James Cheney , Umut Acar , Amal Ahmed

In the world of science new technology have opened up the possibility to rely on advanced computational methods and models to conduct and produce scientific research. An important aspect of scientific and business workflows is provenance -…

Software Engineering · Computer Science 2025-04-01 Ludwig Stage , Julia Dahlberg , Dimka Karastoyanova

Provenance is a record that describes how entities, activities, and agents have influenced a piece of data; it is commonly represented as graphs with relevant labels on both their nodes and edges. With the growing adoption of provenance in…

Machine Learning · Computer Science 2021-09-16 David Kohan Marzagão , Trung Dong Huynh , Ayah Helal , Sean Baccas , Luc Moreau

Provenance refers to the documentation of an object's lifecycle. This documentation (often represented as a graph) should include all the information necessary to reproduce a certain piece of data or the process that led to it. In a dynamic…

Databases · Computer Science 2012-11-22 Seyed-Mehdi-Reza Beheshti , Hamid Reza Motahari-Nezhad , Boualem Benatallah

In recent years, industry leaders and researchers have proposed to use technical provenance standards to address visual misinformation spread through digitally altered media. By adding immutable and secure provenance information such as…

Human-Computer Interaction · Computer Science 2023-09-12 K. J. Kevin Feng , Nick Ritchie , Pia Blumenthal , Andy Parsons , Amy X. Zhang

A standard model for exposing structured provenance metadata of scientific assertions on the Semantic Web would increase interoperability, discoverability, reliability, as well as reproducibility for scientific discourse and evidence-based…

Successful data-driven science requires complex data engineering pipelines to clean, transform, and alter data in preparation for machine learning, and robust results can only be achieved when each step in the pipeline can be justified, and…

Databases · Computer Science 2024-04-08 Adriane Chapman , Luca Lauro , Paolo Missier , Riccardo Torlone
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