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020 _a9783030809607
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024 7 _a10.1007/978-3-030-80960-7
_2doi
050 4 _aQ334-342
050 4 _aTA347.A78
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072 7 _aCOM004000
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072 7 _aUYQ
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245 1 0 _aProvenance and Annotation of Data and Processes
_h[electronic resource] :
_b8th and 9th International Provenance and Annotation Workshop, IPAW 2020 + IPAW 2021, Virtual Event, July 19-22, 2021, Proceedings /
_cedited by Boris Glavic, Vanessa Braganholo, David Koop.
250 _a1st ed. 2021.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2021.
300 _aXI, 271 p. 95 illus., 77 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aInformation Systems and Applications, incl. Internet/Web, and HCI,
_x2946-1642 ;
_v12839
505 0 _aProvenance Capture and Representation -- A Delayed Instantiation Approach to Template-driven Provenance for Electronic Health Record Phenotyping -- Provenance Supporting Hyperparameter Analysis in Deep Neural Networks -- Evidence Graphs: Supporting Transparent and FAIR Computation, with Defeasible Reasoning on Data, Methods and Results -- The PROV-JSONLD Serialization -- Security -- Proactive Provenance Policies for Automatic Cryptographic Data Centric Security -- Provenance-based Security Audits and its Application to COVID-19 Contact Tracing Apps -- Provenance Types, Inference, Queries and Summarization -- Notebook Archaeology: Inferring Provenance from Computational Notebooks -- Efficient Computation of Provenance for Query Result Exploration -- Incremental Inference of Provenance Types -- Reliability and Trustworthiness -- Non-repudiable Provenance for Clinical Decision Support Systems -- A Model and System for Querying Provenance from Data Cleaning Workflows -- Joint IPAW/TaPP Poster and Demonstration Session -- ReproduceMeGit: A Visualization Tool for Analyzing Reproducibility of Jupyter Notebooks -- Mapping Trusted Paths to VGI -- Querying Data Preparation Modules Using Data Examples -- Privacy Aspects of Provenance Queries -- ISO 23494: Biotechnology - Provenance Information Model for Biological Specimen and Data -- Machine Learning Pipelines: Provenance, Reproducibility and FAIR Data Principles -- ProvViz: An Intuitive Prov Editor and Visualiser -- Curating Covid-19 data in Links -- Towards a provenance management system for astronomical observatories -- Towards Provenance Integration for Field Devices in Industrial IoT systems -- COVID-19 Analytics in Jupyter: Intuitive Provenance Integration using ProvIt -- CPR - A Comprehensible Provenance Record for Verification Workflows in Whole Tale.
520 _aThis book constitutes the proceedings of the 8th and 9th International Provenance and Annotation Workshop, IPAW 2020 and IPAW 2021 which were held as part of ProvenanceWeek in 2020 and 2021. Due to the COVID-19 pandemic, PropvenanceWeek 2020 was held as a 1-day virtual event with brief teaser talks on June 22, 2020. In 2021, the conference was held virtually during July 19-22, 2021. The 11 full papers and 12 posters and system demonstrations included in these proceedings were carefully reviewed and selected from a total of 31 submissions. They were organized in the following topical sections: provenance capture and representation; security; provenance types, inference, queries and summarization; reliability and trustworthiness; joint IPAW/TaPP poster and demonstration session. .
650 0 _aArtificial intelligence.
_93407
650 0 _aComputer engineering.
_910164
650 0 _aComputer networks .
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650 0 _aDatabase management.
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650 0 _aMachine theory.
_997443
650 0 _aSoftware engineering.
_94138
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aComputer Engineering and Networks.
_997446
650 2 4 _aDatabase Management.
_93157
650 2 4 _aFormal Languages and Automata Theory.
_997448
650 2 4 _aSoftware Engineering.
_94138
700 1 _aGlavic, Boris.
_eeditor.
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700 1 _aBraganholo, Vanessa.
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700 1 _aKoop, David.
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710 2 _aSpringerLink (Online service)
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773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
_z9783030809614
830 0 _aInformation Systems and Applications, incl. Internet/Web, and HCI,
_x2946-1642 ;
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_997455
856 4 0 _uhttps://doi.org/10.1007/978-3-030-80960-7
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