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Trade-Offs in Automatic Provenance Capture [chapter]

Manolis Stamatogiannakis, Hasanat Kazmi, Hashim Sharif, Remco Vermeulen, Ashish Gehani, Herbert Bos, Paul Groth
2016 Lecture Notes in Computer Science  
Each of these approaches offers different trade-offs in terms of the granularity of captured provenance, integration requirements, and runtime overhead.  ...  To fill this gap, we begin to explore these trade-offs for representative examples of these approaches for automatic provenance capture by means of evaluation and measurement.  ...  Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation.  ... 
doi:10.1007/978-3-319-40593-3_3 fatcat:xto2tmxgt5ftxa7yr5imkoikeu

Adaptive RDF Query Processing Based on Provenance [chapter]

Marcin Wylot, Philippe Cudré-Mauroux, Paul Groth
2015 Lecture Notes in Computer Science  
In [8] , we presented TripleProv, a database system supporting the transparent and automatic capture of detailed provenance information for arbitrary queries.  ...  An interesting area of work would be to study the trade off between runtime query adaptation based on provenance and post hoc provenance queries.  ...  This work was funded in part by the Swiss National Science Foundation under grant number PP00P2 128459 and by the Data2Semantics project in the Dutch national program COMMIT.  ... 
doi:10.1007/978-3-319-16462-5_29 fatcat:wdavr5zhijev3au5tp6akz5zoa

A primer on provenance

Lucian Carata, Sherif Akoush, Nikilesh Balakrishnan, Thomas Bytheway, Ripduman Sohan, Margo Selter, Andy Hopper
2014 Communications of the ACM  
ASSESSING THE QUALITY or validity of a piece of data is not usually done in isolation.  ...  You typically examine the context in which the data appears and try to determine its original sources or review the process through which it was created.  ...  Overhead trade-offs. Generally speaking, there is a direct trade-off between capture granularity and provenance overhead.  ... 
doi:10.1145/2596628 fatcat:votcaprhhfe25laiohnm7tc7de

Trade-offs in monitoring social interactions

A. Matic, V. Osmani, O. Mayora
2013 IEEE Communications Magazine  
In this article we discuss the challenges of automatic monitoring of social interactions; then we provide an overview of the current automatic monitoring concepts and the associated trade-offs.  ...  These trade-offs are discussed below.  ... 
doi:10.1109/mcom.2013.6553687 fatcat:rd2qf276crfd5i26n2tz5elin4

Provenance for Computational Tasks: A Survey

Juliana Freire, David Koop, Emanuele Santos, Cl Silva
2008 Computing in science & engineering (Print)  
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 domains and applications.  ...  The authors give an overview of important concepts related to provenance management, so that potential users can make informed decisions when selecting or designing a provenance solution.  ...  In this section, we examine different classes of solutions for each of these components and discuss the trade-offs among them.  ... 
doi:10.1109/mcse.2008.79 fatcat:kf65oh7svjhd3cifkkdmmml6ga

A Knowledge Representation and Data Provenance Model to Self-Tuning Database Systems

Ana Carolina Almeida, Sergio Lifschitz, Karin Breitman
2009 2009 33rd Annual IEEE Software Engineering Workshop  
Consequently, users may not trust some of the automatic tuning decisions.  ...  This model provides users with the rationale behind system decisions, adds semantics to the database self-tuning actions, and provides useful provenance information about the whole process.  ...  ., deliberating, reasoning, trade-off and decision-making in the design process of an artifact [5] .  ... 
doi:10.1109/sew.2009.25 dblp:conf/sew/AlmeidaLB09 fatcat:oqvmli5sibckxejmmitliahhkm

CloudTracker: Using Execution Provenance to Optimize the Cost of Cloud Use [chapter]

Geoffrey Douglas, Brian Drawert, Chandra Krintz, Rich Wolski
2014 Lecture Notes in Computer Science  
Using the automated CLOUDTRACKER provenance and replay facilities, scientists can choose either to store the results of a simulation or to reproduce it on-demand -whichever is more cost efficient in terms  ...  In this work, we investigate tools that enable dollar cost optimization of scientific simulations using commercial clouds.  ...  Related Work Although we are unaware of any work that employs execution provenance tracking to enable automatic and non-intrusive job replay and analysis of cloud cost trade-offs, other researchers have  ... 
doi:10.1007/978-3-319-14609-6_7 fatcat:eaghhykhtzcl7fdvis2mpmruru

Data model as agile basis for evolving calibration software [article]

Hugo Buddelmeijer, Gijs A. Verdoes Kleijn, Kieran Leschinski
2020 arXiv   pre-print
To support such trade-offs, more software needs to be developed in the early phases of the project: simulators, archives, prototype recipes and pipelines.  ...  In this process we have hit the limit of what can be achieved with a detailed software design that is primarily captured in pdf/word documents.  ...  design and to trade-off between challenging manufacturing specs on hardware versus extensive calibration procedures using the data. • Software design digestible for hardware team: the coupling between  ... 
arXiv:2011.04516v1 fatcat:j4466afzlrfpdovsw4yzztnley


Julia Stoyanovich, Bill Howe, Serge Abiteboul, Gerome Miklau, Arnaud Sahuguet, Gerhard Weikum
2017 Proceedings of the 29th International Conference on Scientific and Statistical Database Management - SSDBM '17  
Although these issues are most apparent in the social sciences where fairness is interpreted in terms of the distribution of resources across protected groups, management of bias in source data affects  ...  In this vision paper, we argue that FAT properties must be considered as database system issues, further upstream in the data science lifecycle: *  ...  Provenance annotations that are captured during the data acquisition and curation phase should be propagated automatically thorough data analysis.  ... 
doi:10.1145/3085504.3085530 dblp:conf/ssdbm/StoyanovichHAMS17 fatcat:arrmplc7e5fojhfsvulitwhnly

Fecundity compromises attractiveness when pigments are scarce

Judith Morales, Alberto Velando, Roxana Torres
2008 Behavioral Ecology  
Theory predicts that the trade-off between ornamentation and fecundity limits female attractiveness. However, there is little evidence on this theoretical trade-off and its proximate background.  ...  Results suggest that carotenoid availability may mediate the theoretical trade-off between ornamentation and fecundity.  ...  For instance, life-history theory predicts that increased investment in reproduction may trade off against self-maintenance (Stearns 1992) , whereas increased investment in sexual signaling may trade  ... 
doi:10.1093/beheco/arn122 fatcat:im63nb2vwnbu5fu5xunmo567je

Practical whole-system provenance capture

Thomas Pasquier, Xueyuan Han, Mark Goldstein, Thomas Moyer, David Eyers, Margo Seltzer, Jean Bacon
2017 Proceedings of the 2017 Symposium on Cloud Computing - SoCC '17  
Data provenance describes how data came to be in its present form. It includes data sources and the transformations that have been applied to them.  ...  The provenance we capture is streamed and consumed by tenant-built auditor applications.  ...  This trade-off needs to be viewed in relation to the provenance application; we discuss a concrete example in § 7.3.  ... 
doi:10.1145/3127479.3129249 dblp:conf/cloud/PasquierHGMESB17 fatcat:eoc4jzslo5cyzap3e2namvlley

Provenance-based Intrusion Detection: Opportunities and Challenges [article]

Xueyuan Han, Thomas Pasquier, Margo Seltzer
2018 arXiv   pre-print
As such, provenance graph analysis fundamentally strengthens detection robustness.  ...  Provenance provides a detailed, structured history of the interactions of digital objects within a system.  ...  With whole-system provenance capture, this trade-off becomes even clearer as a large number of underlying system dependencies are captured. For example, Liu et al.  ... 
arXiv:1806.00934v1 fatcat:okh6xipnpzei7nsx3oug6l3zkm

The rise of social bots

Emilio Ferrara, Onur Varol, Clayton Davis, Filippo Menczer, Alessandro Flammini
2016 Communications of the ACM  
These social bots interact, often unnoticed, with real people in social media ecosystems, but their abundance is uncertain.  ...  Such challenge is more relevant than ever in today's social media context, where limited attention and technology constrain the expressive power of humans, while incentives abound to develop software agents  ...  Automatic trading algorithms picked up this conversation and started trading heavily in the company's stocks.  ... 
doi:10.1145/2818717 fatcat:mmucjrnaivh7xjfxk2v4fj66hq

Using Patterns to Capture Architectural Decisions

Neil B. Harrison, Paris Avgeriou, Uwe Zdun
2007 IEEE Software  
Thus, architects can easily learn which further trade-offs they must consider.  ...  Trade-offs are particularly rich and complex among a system's nonfunctional attributes.  ... 
doi:10.1109/ms.2007.124 fatcat:xi2dxbhhxbeodokprlrtc4z2ru

Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Estimators for Reinforcement Learning [article]

Gregory Farquhar, Shimon Whiteson, Jakob Foerster
2019 arXiv   pre-print
Furthermore, we propose a method to trade off bias and variance of higher order derivatives by discounting the impact of more distant causal dependencies.  ...  We derive an objective that, under automatic differentiation, produces low-variance unbiased estimators of derivatives at any order.  ...  This work was supported by the UK EPSRC CDT in Autonomous Intelligent Machines and Systems.  ... 
arXiv:1909.10549v1 fatcat:rjpxweizevh4vnfei3cfjmrvxa
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