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Related papers: When Provenance Aids and Complicates Reproducibili…

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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

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

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

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

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

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

Science is conducted collaboratively, often requiring the sharing of knowledge about computational experiments. When experiments include only datasets, they can be shared using Uniform Resource Identifiers (URIs) or Digital Object…

Databases · Computer Science 2018-06-19 Zhihao Yuan , Dai Hai Ton That , Siddhant Kothari , Gabriel Fils , Tanu Malik

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

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

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

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

Even though computational reproducibility is widely accepted as necessary for research validation and reuse, it is often not considered during the research process. This is because reproducibility tools are typically stand-alone and require…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-04 Ana Trisovic , Chris R. Jones , Ben Couturier , Marco Clemencic

Provenance is an increasing concern due to the ongoing revolution in sharing and processing scientific data on the Web and in other computer systems. It is proposed that many computer systems will need to become provenance-aware in order to…

Programming Languages · Computer Science 2014-01-06 Umut A. Acar , Amal Ahmed , James Cheney , Roly Perera

Organizations of all kinds, whether public or private, profit-driven or non-profit, and across various industries and sectors, rely on dashboards for effective data visualization. However, the reliability and efficacy of these dashboards…

Human-Computer Interaction · Computer Science 2023-09-19 Johne Jarske , Jorge Rady , Lucia V. L. Filgueiras , Leandro M. Velloso , Tania L. Santos

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

Provenance, or information about the origin or derivation of data, is important for assessing the trustworthiness of data and identifying and correcting mistakes. Most prior implementations of data provenance have involved heavyweight…

Programming Languages · Computer Science 2017-08-23 Stefan Fehrenbach , James Cheney

Given a query result of a big database, why-provenance can be used to calculate the necessary part of this database, consisting of so-called witnesses. If this database consists of personal data, privacy protection has to prevent the…

Databases · Computer Science 2021-01-13 Tanja Auge , Nic Scharlau , Andreas Heuer

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

Prior art has shown it is possible to estimate, through image processing and computer vision techniques, the types and parameters of transformations that have been applied to the content of individual images to obtain new images. Given a…

Computer Vision and Pattern Recognition · Computer Science 2018-01-24 Daniel Moreira , Aparna Bharati , Joel Brogan , Allan Pinto , Michael Parowski , Kevin W. Bowyer , Patrick J. Flynn , Anderson Rocha , Walter J. Scheirer

Why and why-not provenance have been studied extensively in recent years. However, why-not provenance, and to a lesser degree why provenance, can be very large resulting in severe scalability and usability challenges. In this paper, we…

Databases · Computer Science 2020-04-28 Seokki Lee , Bertram Ludaescher , Boris Glavic
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