Provenance and Annotation of Data and Processes: 8th and 9th International Provenance and Annotation Workshop, IPAW 2020 + IPAW 2021, Virtual Event, July 19–22, 2021, Proceedings: Lecture Notes in Computer Science, cartea 12839
Editat de Boris Glavic, Vanessa Braganholo, David Koopen Limba Engleză Paperback – 9 iul 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.
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Specificații
ISBN-13: 9783030809591
ISBN-10: 3030809595
Pagini: 271
Ilustrații: XI, 271 p. 95 illus., 77 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.41 kg
Ediția:1st ed. 2021
Editura: Springer International Publishing
Colecția Springer
Seriile Lecture Notes in Computer Science, Information Systems and Applications, incl. Internet/Web, and HCI
Locul publicării:Cham, Switzerland
ISBN-10: 3030809595
Pagini: 271
Ilustrații: XI, 271 p. 95 illus., 77 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.41 kg
Ediția:1st ed. 2021
Editura: Springer International Publishing
Colecția Springer
Seriile Lecture Notes in Computer Science, Information Systems and Applications, incl. Internet/Web, and HCI
Locul publicării:Cham, Switzerland
Cuprins
Provenance 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.