Provenance and scientific workflows: challenges and opportunities

SB Davidson, J Freire - Proceedings of the 2008 ACM SIGMOD …, 2008 - dl.acm.org
Provenance in the context of workflows, both for the data they derive and for their
specification, is an essential component to allow for result reproducibility, sharing, and …

Trustworthy data: A survey, taxonomy and future trends of secure provenance schemes

F Zafar, A Khan, S Suhail, I Ahmed, K Hameed… - Journal of network and …, 2017 - Elsevier
Data is a valuable asset for the success of business and organizations these days, as it is
effectively utilized for decision making, risk assessment, prioritizing the goals and …

A survey on provenance: What for? What form? What from?

M Herschel, R Diestelkämper, H Ben Lahmar - The VLDB Journal, 2017 - Springer
Provenance refers to any information describing the production process of an end product,
which can be anything from a piece of digital data to a physical object. While this survey …

SPLATT: Efficient and parallel sparse tensor-matrix multiplication

S Smith, N Ravindran, ND Sidiropoulos… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
Multi-dimensional arrays, or tensors, are increasingly found in fields such as signal
processing and recommender systems. Real-world tensors can be enormous in size and …

Provenance for computational tasks: A survey

J Freire, D Koop, E Santos… - Computing in science & …, 2008 - ieeexplore.ieee.org
The problem of systematically capturing and managing provenance for computational tasks
has recently received significant attention because of its relevance to a wide range of …

[HTML][HTML] The rationale of PROV

L Moreau, P Groth, J Cheney, T Lebo, S Miles - Journal of Web Semantics, 2015 - Elsevier
The prov family of documents are the final output of the World Wide Web Consortium
Provenance Working Group, chartered to specify a representation of provenance to facilitate …

Putting lipstick on pig: Enabling database-style workflow provenance

Y Amsterdamer, SB Davidson, D Deutch, T Milo… - arxiv preprint arxiv …, 2011 - arxiv.org
Workflow provenance typically assumes that each module is a" black-box", so that each
output depends on all inputs (coarse-grained dependencies). Furthermore, it does not …

Towards a data‐driven IoT software architecture for smart city utilities

Y Simmhan, P Ravindra, S Chaturvedi… - Software: Practice …, 2018 - Wiley Online Library
Summary The Internet of things (IoT) is emerging as the next big wave of digital presence for
billions of devices on the Internet. Smart cities are a practical manifestation of IoT, with the …

A systematic review of provenance systems

B Pérez, J Rubio, C Sáenz-Adán - Knowledge and Information Systems, 2018 - Springer
Provenance refers to the entire amount of information, comprising all the elements and their
relationships, that contribute to the existence of a piece of data. The knowledge of …

Neuroimaging study designs, computational analyses and data provenance using the LONI pipeline

I Dinov, K Lozev, P Petrosyan, Z Liu, P Eggert, J Pierce… - PloS one, 2010 - journals.plos.org
Modern computational neuroscience employs diverse software tools and multidisciplinary
expertise to analyze heterogeneous brain data. The classical problems of gathering …