Provenance and Annotation of Data and Processes: Second International Provenance and Annotation Workshop, Ipaw 2008, Salt Lake City, Ut, Usa, June 17-

ISBN-13: 9783540899648 / Angielski / Miękka / 2008 / 328 str.

Juliana Freire

Opis

Computinghasbeenanenormousacceleratortoscienceandindustryalikeandit has led to an information explosion in many di?erent ?elds. The unprecedented volume of data acquired from sensors, derived by simulations and data analysis processes, accumulated in warehouses, and often shared on the Web, has given risetoanew?eldofresearch: provenancemanagement.Provenance(alsoreferred to as audit trail, lineage, and pedigree) captures information about the steps used to generate a given data product. Such information provides important documentation that is key to preserving data, to determining the data's quality and authorship, to understanding, reproducing, as well as validating results. Provenancemanagement has become an active ?eld of research, as evidenced byrecentspecializedworkshops, surveys, andtutorials.Provenancesolutionsare needed in many di?erent domains and applications, from environmental science and physics simulations, to business processes and data integration in wa- houses. Not surprisingly, di?erent techniques and provenance models have been proposed in many areas such as work?ow systems, visualization, databases, d- ital libraries, and knowledge representation. An important challenge we face - dayishowtointegratethesetechniquesandmodelssothatcompleteprovenance can be derived for complex data products. The InternationalProvenanceand AnnotationWorkshop(IPAW 2008)wasa follow-up to previous workshopsin Chigago (2006, 2002)and Edinburgh (2003). It was held during June 17-18, in Salt Lake City, at the University of Utah campus. IPAW 2008 brought together computer scientists from di?erent areas and provenance users to discuss open problems related to the provenance of computational and non-computational artifacts. A total of 55 people attended the workshop.

Spis treści

Keynotes.- Provenance for Database Transformations.- Enforcing the Scientific Method.- Papers.- Mapping the NRC Dataflow Model to the Open Provenance Model.- Data Lineage Model for Taverna Workflows with Lightweight Annotation Requirements.- A Logic Programming Approach to Scientific Workflow Provenance Querying.- Recording the Context of Action for Process Documentation.- User-Centric Annotation Management for Biological Data.- A Model for Sharing of Confidential Provenance Information in a Query Based System.- Kepler/pPOD: Scientific Workflow and Provenance Support for Assembling the Tree of Life.- Using Visualization Process Graphs to Improve Visualization Exploration.- Implementation and Evaluation of a Protocol for Recording Process Documentation in the Presence of Failures.- Provenance and the Price of Identity.- Towards Provenance-Enabling ParaView.- Application of Provenance for Automated and Research Driven Workflows.- Using Provenance to Improve Workflow Design.- Job Provenance – Insight into Very Large Provenance Datasets.- A Provenance-Based Fault Tolerance Mechanism for Scientific Workflows.- A First Study on Clustering Collections of Workflow Graphs.- Exploiting Provenance to Make Sense of Automated Decisions in Scientific Workflows.- Using Explicit Control Processes in Distributed Workflows to Gather Provenance.- ES3: A Demonstration of Transparent Provenance for Scientific Computation.- Neuroimaging Data Provenance Using the LONI Pipeline Workflow Environment.- Provenance Tracking in an Earth Science Data Processing System.- A Python Library for Provenance Recording and Querying.- Requirements for a Provenance Visualization Component.- Advances and Challenges for Scalable Provenance in Stream Processing Systems.- Using Provenance to Support Real-Time Collaborative Design of Workflows.- Provenance in Sensornet Republishing.- Semantically-Enhanced Model-Experiment-Evaluation Processes (SeMEEPs) within the Atmospheric Chemistry Community.- Oceanographic Data Provenance Tracking with the Shore Side Data System.- Invited Contribution.- The Open Provenance Model: An Overview.

Blurb

This book constitutes the thoroughly refereed post-conference proceedings of the Second International Provenance and Annotation Workshop, IPAW 2008, held in Salt Lake City, UT, USA, in June 2007.

The 14 revised full papers and 15 revised short and demo papers presented together with 2 keynote lectures were carefully reviewed and selected from 40 submissions. The paper are organized in topical sections on provenance: models and querying; provenance: visualization, failures, identity; provenance and workflows; provenance for streams and collaboration; and applications.