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Related papers: Towards Understanding Provenance in Industry

200 papers

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 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

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

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

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

Analytic software tools and workflows are increasing in capability, complexity, number, and scale, and the integrity of our workflows is as important as ever. Specifically, we must be able to inspect the process of analytic workflows to…

Artificial Intelligence · Computer Science 2020-11-10 Scott Friedman , Jeff Rye , David LaVergne , Dan Thomsen , Matthew Allen , Kyle Tunis

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

Provenance systems are used to capture history metadata, applications include ownership attribution and determining the quality of a particular data set. Provenance systems are also used for debugging, process improvement, understanding…

Cryptography and Security · Computer Science 2017-05-19 Oluwakemi Hambolu , Lu Yu , Jon Oakley , Richard R. Brooks , Ujan Mukhopadhyay , Anthony Skjellum

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

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

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

Context: Software testability is the degree to which a software system or a unit under test supports its own testing. To predict and improve software testability, a large number of techniques and metrics have been proposed by both…

Software Engineering · Computer Science 2018-12-07 Vahid Garousi , Michael Felderer , Feyza Nur Kilicaslan

Data volumes and rates of research infrastructures will continue to increase in the upcoming years and impact how we interact with their final data products. Little of the processed data can be directly investigated and most of it will be…

Instrumentation and Methods for Astrophysics · Physics 2024-04-23 Michael A. C. Johnson , Hans-Rainer Klöckner , Albina Muzafarova , Kristen Lackeos , David J. Champion , Marta Dembska , Sirko Schindler , Marcus Paradies

Data provenance collects comprehensive information about the events and operations in a computer system at both application and system levels. It provides a detailed and accurate history of transactions that help delineate the data flow…

Cryptography and Security · Computer Science 2021-07-06 Md Morshed Alam , Weichao Wang

Security is likely becoming a critical factor in the future adoption of provenance technology, because of the risk of inadvertent disclosure of sensitive information. In this survey paper we review the state of the art in secure provenance,…

Databases · Computer Science 2014-05-23 James Cheney , Roly Perera

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

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

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
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