ANALYTIC WEBS SUPPORT THE SYNTHESIS OF ECOLOGICAL DATA SETS.
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| Title: | ANALYTIC WEBS SUPPORT THE SYNTHESIS OF ECOLOGICAL DATA SETS. |
|---|---|
| Authors: | Ellision, Aaron M.1 aellison@fas.harvard.edu, Osterweil, Leon J.2, Clarke, Lori2, Hadley, Julian L.1, Wise, Alexander2, Boose, Emery1, Foster, David R.1, Hanson, Allen2, Jensen, David2, Kuzeja, Paul1, Riseman, Edward2, Schultz, Howard2 |
| Source: | Ecology. Jun2006, Vol. 87 Issue 6, p1345-1358. 14p. 1 Black and White Photograph, 3 Diagrams, 1 Chart, 1 Graph. |
| Subject Terms: | Metadata, Semantic integration (Computer systems), Semantic networks (Information theory), Software engineering, Extended ML (Computer program language), Computer systems, Electronic systems, Information organization, Software reengineering |
| Abstract: | A wide variety of data sets produced by individual investigators are now synthesized to address ecological questions that span a range of spatial and temporal scales. It is important to facilitate such syntheses so that ‘consumers’ of data sets can be confident that both input data sets and synthetic products are reliable. Necessary documentation to ensure the reliability and validation of data sets includes both familiar descriptive metadata and formal documentation of the scientific processes used (i.e., process metadata) to produce usable data sets from collections of raw data. Such documentation is complex and difficult to construct, so it is important to help ‘producers’ create reliable data sets and to facilitate their creation of required metadata. We describe a formal representation, an ‘analytic web,’ that aids both producers and consumers of data sets by providing complete and precise definitions of scientific processes used to process raw and derived data sets. The formalisms used to define analytic webs are adaptations of those used in software engineering, and they provide a novel and effective support system for both the synthesis and the validation of ecological data sets. We illustrate the utility of an analytic web as an aid to producing synthetic data sets through a worked example: the synthesis of long-term measurements of whole-ecosystem carbon exchange. Analytic webs are also useful validation aids for consumers because they support the concurrent construction of a complete, Internet-accessible audit trail of the analytic processes used in the synthesis of the data sets. Finally we describe our early efforts to evaluate these ideas through the use of a prototype software tool, SciWalker. We indicate how this tool has been used to create analytic webs tailored to specific data-set synthesis and validation activities, and suggest extensions to it that will support additional forms of validation. The process metadata created by SciWalker is readily adapted for inclusion in Ecological Metadata Language (EML) files. [ABSTRACT FROM AUTHOR] |
| Copyright of Ecology is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
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| Header | DbId: 8gh DbLabel: GreenFILE An: 21400217 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: ANALYTIC WEBS SUPPORT THE SYNTHESIS OF ECOLOGICAL DATA SETS. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Ellision%2C+Aaron+M%2E%22">Ellision, Aaron M.</searchLink><relatesTo>1</relatesTo><i> aellison@fas.harvard.edu</i><br /><searchLink fieldCode="AR" term="%22Osterweil%2C+Leon+J%2E%22">Osterweil, Leon J.</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Clarke%2C+Lori%22">Clarke, Lori</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Hadley%2C+Julian+L%2E%22">Hadley, Julian L.</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Wise%2C+Alexander%22">Wise, Alexander</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Boose%2C+Emery%22">Boose, Emery</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Foster%2C+David+R%2E%22">Foster, David R.</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Hanson%2C+Allen%22">Hanson, Allen</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Jensen%2C+David%22">Jensen, David</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Kuzeja%2C+Paul%22">Kuzeja, Paul</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Riseman%2C+Edward%22">Riseman, Edward</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Schultz%2C+Howard%22">Schultz, Howard</searchLink><relatesTo>2</relatesTo> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Ecology%22">Ecology</searchLink>. Jun2006, Vol. 87 Issue 6, p1345-1358. 14p. 1 Black and White Photograph, 3 Diagrams, 1 Chart, 1 Graph. – Name: Subject Label: Subject Terms Group: Su Data: <searchLink fieldCode="DE" term="%22Metadata%22">Metadata</searchLink><br /><searchLink fieldCode="DE" term="%22Semantic+integration+%28Computer+systems%29%22">Semantic integration (Computer systems)</searchLink><br /><searchLink fieldCode="DE" term="%22Semantic+networks+%28Information+theory%29%22">Semantic networks (Information theory)</searchLink><br /><searchLink fieldCode="DE" term="%22Software+engineering%22">Software engineering</searchLink><br /><searchLink fieldCode="DE" term="%22Extended+ML+%28Computer+program+language%29%22">Extended ML (Computer program language)</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+systems%22">Computer systems</searchLink><br /><searchLink fieldCode="DE" term="%22Electronic+systems%22">Electronic systems</searchLink><br /><searchLink fieldCode="DE" term="%22Information+organization%22">Information organization</searchLink><br /><searchLink fieldCode="DE" term="%22Software+reengineering%22">Software reengineering</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: A wide variety of data sets produced by individual investigators are now synthesized to address ecological questions that span a range of spatial and temporal scales. It is important to facilitate such syntheses so that ‘consumers’ of data sets can be confident that both input data sets and synthetic products are reliable. Necessary documentation to ensure the reliability and validation of data sets includes both familiar descriptive metadata and formal documentation of the scientific processes used (i.e., process metadata) to produce usable data sets from collections of raw data. Such documentation is complex and difficult to construct, so it is important to help ‘producers’ create reliable data sets and to facilitate their creation of required metadata. We describe a formal representation, an ‘analytic web,’ that aids both producers and consumers of data sets by providing complete and precise definitions of scientific processes used to process raw and derived data sets. The formalisms used to define analytic webs are adaptations of those used in software engineering, and they provide a novel and effective support system for both the synthesis and the validation of ecological data sets. We illustrate the utility of an analytic web as an aid to producing synthetic data sets through a worked example: the synthesis of long-term measurements of whole-ecosystem carbon exchange. Analytic webs are also useful validation aids for consumers because they support the concurrent construction of a complete, Internet-accessible audit trail of the analytic processes used in the synthesis of the data sets. Finally we describe our early efforts to evaluate these ideas through the use of a prototype software tool, SciWalker. We indicate how this tool has been used to create analytic webs tailored to specific data-set synthesis and validation activities, and suggest extensions to it that will support additional forms of validation. The process metadata created by SciWalker is readily adapted for inclusion in Ecological Metadata Language (EML) files. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Ecology is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1890/0012-9658(2006)87[1345:AWSTSO]2.0.CO;2 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 14 StartPage: 1345 Subjects: – SubjectFull: Metadata Type: general – SubjectFull: Semantic integration (Computer systems) Type: general – SubjectFull: Semantic networks (Information theory) Type: general – SubjectFull: Software engineering Type: general – SubjectFull: Extended ML (Computer program language) Type: general – SubjectFull: Computer systems Type: general – SubjectFull: Electronic systems Type: general – SubjectFull: Information organization Type: general – SubjectFull: Software reengineering Type: general Titles: – TitleFull: ANALYTIC WEBS SUPPORT THE SYNTHESIS OF ECOLOGICAL DATA SETS. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Ellision, Aaron M. – PersonEntity: Name: NameFull: Osterweil, Leon J. – PersonEntity: Name: NameFull: Clarke, Lori – PersonEntity: Name: NameFull: Hadley, Julian L. – PersonEntity: Name: NameFull: Wise, Alexander – PersonEntity: Name: NameFull: Boose, Emery – PersonEntity: Name: NameFull: Foster, David R. – PersonEntity: Name: NameFull: Hanson, Allen – PersonEntity: Name: NameFull: Jensen, David – PersonEntity: Name: NameFull: Kuzeja, Paul – PersonEntity: Name: NameFull: Riseman, Edward – PersonEntity: Name: NameFull: Schultz, Howard IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: Jun2006 Type: published Y: 2006 Identifiers: – Type: issn-print Value: 00129658 Numbering: – Type: volume Value: 87 – Type: issue Value: 6 Titles: – TitleFull: Ecology Type: main |
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