Using provenance for personalized quality ranking of scientific datasets

International Journal of Computers and their Applications

Volumn 18, Issue 3, 2011, Pages 180-195

  Simmhan, Yogesh ^a   Plale, Beth ^b  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b INDIANA UNIVERSITY   (United States)

Author keywords

Accessibility; Data quality; E Science; Information retrieval; Missing metadata; Provenance; Scientific data; Social perception

Indexed keywords

EID: 80455123678     PISSN: 10765204     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (57)

1. Serge Abiteboul and Neoklis Polyzotis, "The Data Ring: Community Content Sharing," CIDR, pp. 154-163, 2007.
2. Gediminas Adomavicius and Alexander Tuzhilin, "Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions," IEEE Transactions on Knowledge and Data Engineering, 17(6):734-749, June 2005. (Pubitemid 40860454)
3. Luciano Barbosa and Juliana Freire, "Combining Classifiers to Identify Online Databases," Proceedings of the 16th International Conference on World Wide Web (WWW '07), Banff, Canada, 2007.
4. Ann L. Chervenak, Robert Schuler, Matei Ripeanu, Muhammad Ali Amer, Shishir Bharathi, Ian Foster, Adriana Iamnitchi, and Carl Kesselman, "The Globus Replica Location Service: Design and Experience," IEEE Transactions on Parallel and Distributed Systems, 20(9):1260-1272, Aug. 2009.
5. Daniel Clery, "Bracing for a Maelstrom of Data, CERN Puts Its Faith in the Grid," Science Magazine, 2008:1289-1291
6. Gao Cong, Wenfei Fan, Floris Geerts, Xibei Jia, and Shuai Ma, "Improving Data Quality: Consistency and Accuracy," Proceedings of the 33rd International Conference on Very Large Data Bases (VLDB '07), pp. 315-326, 2007.
7. J. Dawes, "Do Data Characteristics Change According to the Number of Scale Points Used?" An Experiment using 5-Point, 7-Point and 10-Point Scales, International Journal of Market Research, 50(1):61-104, 2007.
8. David De Roure and Carole Goble, "Supporting e- Science Using Semantic Web Technologies - The Semantic Grid," Semantic e-Sciences: Annals of Information Systems, 11:1-28, 2010.
9. Ewa Deelman, Dennis Gannon, Matthew Shields and Ian Taylor, "Workflows and e-Science: An Overview of Workflow System Features and Capabilities," Future Generation Computer Systems, 25(5):528-540, May 2009.
10. Zhicheng Dou, Ruihua Song, and Ji-Rong Wen, "A Large-Scale Evaluation and Analysis of Personalized Search Strategies," Proceedings of the 16th International Conference on the World Wide Web (WWW '07), pp. 581-590, 2007. (Pubitemid 47582287)
11. Federal Geographic Data Committee, "Content Standard for Digital Geospatial Metadata, FGDC Secretariat," Technical Report FGDC-STD-001-1998, 1998.
12. Daniela Florescu, "Managing Semi-Structured Data," Queue, 3(8):18-24, October 2005.
13. I. Foster, "Globus Toolkit Version 4: Software for Service-Oriented Systems," IFIP International Conference on Network and Parallel Computing, Springer-Verlag, LNCS, 3779:2-13, 2006.
14. The Fourth Paradigm: Data-Intensive Scientific Discovery, Tony Hey, Stewart Tansley and Kristin Tolle (eds.), Microsoft Research, 2009.
15. Yolanda Gil, Ewa Deelman, Mark Ellisman, Thomas Fahringer, Geoffrey Fox, Dennis Gannon, Carole Goble, Miron Livny, Luc Moreau, and Jim Myers, "Examining the Challenges of Scientific Workflows," Computer, 40(12):24-32, December 2007.
16. Yolanda Gil, James Cheney, Paul Groth, Olaf Hartig, Simon Miles, Luc Moreau, and Paulo Pinheiro da Silva, "Provenance XG Final Report," W3C, December 2010.
17. Tristan Glatard, Gergely Sipos, Johan Montagnat, Zoltan Farkas and Peter Kacsuk, "Workflow-Level Parametric Study Support by MOTEUR and the P-GRADE Portal," Workflows for e-Science, Part III:279-299, 2007.
18. Carole Goble, "Position Paper: Musing on Provenance, Workflow and (Semantic Web) Annotations for Bioinfomatics," Data Provenance/Derivation Workshop, Chicago, IL, 2002.
19. Jim Gray, Alexander S. Szalay, Ani R. Thakar, Christopher Stoughton, Jan vandenBerg, "Online Scientific Data Curation, Publication, and Archiving," Proceedings of the SPIE, 4846:103-107, 2002.
20. Paul Groth, A Distributed Algorithm for Determining the Provenance of Data, Proceedings of the Fourth IEEE International Conference on e-Science (e-Science'08), Indianapolis, IN, 2008.
21. Olaf Hartig and Jun Zhao, "Using Web Data Provenance for Quality Assessment," The Role of the Semantic Web in Provenance Management Workshop, Washington, DC, 2009.
22. Bin He, Mitesh Patel, Zhen Zhang, and Kevin Chen- Chuan Chang, "Accessing the Deep Web," Communications of the ACM, 2007.
23. M. Humphrey, D. Agarwal, and C. van Ingen, "Fluxdata.org: Publication and Curation of Shared Scientific Climate and Earth Sciences Data," Proceedings of the 5th IEEE International Conference on e-Science (e-science 2009), Oxford, UK, Dec 7-9, 2009.
24. Information Technology - North American Profile of ISO 19115:2003 - Geographic Information - Metadata, International Committee for Information Technology Standards, 2009.
25. Gjergji Kasneci, Fabian M. Suchanek, Georgiana Ifrim, Shady Elbassuoni, Maya Ramanath, and Gerhard Weikum, "NAGA: Harvesting, Searching and Ranking Knowledge." Proceedings of the 2008 ACM SIGMOD International Conference on Management of data (SIGMOD '08), pp. 1285-1288, 2008.
26. Alberto H. F. Laender, Berthier A. Ribeiro-Neto, Altigran S. da Silva, and Juliana S. Teixeira, "A Brief Survey of Web Data Extraction Tools," SIGMOD Rec., 31(2):84-93, June 2002.
27. Fang Liu, Clement Yu, and Weiyi Meng, "Personalized Web Search For Improving Retrieval Effectiveness," IEEE Trans. on Knowl. and Data Eng. 16(1):28-40, January 2004.
28. Craig Mattocks, K. K. Droegemeier and R. B. Wilhelmson, Integration of LEAD and WRF Portal Technologies to Enable Advanced Research, Operations and Education in Mesoscale Meteorology," AMS Conference on Weather Analysis and Forecasting, 2009.
29. L. Moreau, S. Chapman, A. Schreiber, R. Hempel, O. Rana, L. Varga, U. Cortes, and S. Willmott, "Provenance-Based Trust for Grid Computing: Position Paper," Provenance-Based Trust for Grid Computing - Position Paper, University of Southampton, Technical Report 12571, 2004.
30. Luc Moreau, Bertram Ludaescher, Ilkay Altintas, Roger S. Barga, Shawn Bowers, Steven Callahan, George Chin Jr., Ben Clifford, Shirley Cohen, Sarah Cohen-Boulakia, Susan Davidson, Ewa Deelman, Luciano Digiampietri, Ian Foster, Juliana Freire, James Frew, Joe Futrelle, Tara Gibson, Yolanda Gil, Carole Goble, Jennifer Golbeck, Paul Groth, David A. Holland, Sheng Jiang, Jihie Kim, David Koop, Ales Krenek, Timothy McPhillips, Gaurang Mehta, Simon Miles, Dominic Metzger, Steve Munroe, Jim Myers, Beth Plale, Norbert Podhorszki, Varun Ratnakar, Emanuele Santos, Carlos Scheidegger, Karen Schuchardt, Margo Seltzer, Yogesh L. Simmhan, Claudio Silva, Peter Slaughter, Eric Stephan, Robert Stevens, Daniele Turi, Huy Vo, Mike Wilde, Jun Zhao, and Yong Zhao, The First Provenance Challenge, in Concurrency and Computation: Practice and Experience, John Wiley & Sons Ltd., 20(5):409-418 , April 2008.
31. ® in Web Science, 2(2- 3):99-241, 2010.
32. Luc Moreau, Ben Clifford, Juliana Freire, Joe Futrelle, Yolanda Gil, Paul Groth, Natalia Kwasnikowska, Simon Miles, Paolo Missier, Jim Myers, Beth Plale, Yogesh Simmhan, Eric Stephan and Jan Van den Bussche, "The Open Provenance Model Core Specification," Future Generation Computer Systems, (v1.1), Article in Press.
33. National Research Council, Bits of Power: Issues in Global Access to Scientific Data, Committee on Issues in the Transborder Flow of Scientific Data, National Academy of Science, 1997.
34. Maria Nieto-Santisteban, Yogesh Simmhan, Roger Barga, Laszlo Dobos, Jim Heasley, Conrad Holmberg, Nolan Li, Michael Shipway, Alexander S. Szalay, Catharine van Ingen, and Sue Werner, Pan-STARRS: "Learning to Ride the Data Tsunami," Microsoft eScience Workshop, December 2008.
35. Raymond Plante, Kevin Benson, Matthew Graham, Gretchen Greene, Paul Harrison, Gerard Lemson, Tony Linde, Guy Rixon, Aurelien Stebe, and the IVOA Registry Working Group, "VOResource: An XML Encoding Schema for Resource Metadata," Version 1.03, IVOA Recommendation, 22 February 2008.
36. Sriram Raghavan AND Hector Garcia-Molina, "Crawling the Hidden Web," VLDB, pp. 129-138, 2001.
37. Raghu Ramakrishnan and Andrew Tomkins, "Toward a PeopleWeb," Computer, 40(8):63-72, August 2007.
38. B. G. Richter, D. P. Sexton, "Managing and Analyzing Next-Generation Sequence Data," PLoS Comput Biol, 5(6):e1000369, (2009).
39. Benjamin L. Ruddell, "Scientific Metadata: Back to Basics," International Conference on Hydroscience and Engineering, Philadelphia, PA, 2006.
40. Yogesh Simmhan, Beth Plale, and Dennis Gannon, "A Survey of Data Provenance in e-Science," SIGMOD Record, 34(3):31-36, 2005. (Pubitemid 43152529)
41. Yogesh L. Simmhan, Beth Plale, and Dennis Gannon, "Towards a Quality Model for Effective Data Selection in Collaboratories," International Conference on Data Engineering Workshops (ICDEW) Scientific Workflows and Dataflows (SciFlow), Atlanta, Ga, 2006.
42. Yogesh L. Simmhan, Sangmi Lee Pallickara, Nithya N. Vijayakumar, and Beth Plale, "Data Management in Dynamic Environment-driven Computational Science," Grid-Based Problem Solving Environments (WoCo9), Springer, Boston, MA, USA, July 2007.
43. Yogesh Simmhan, "Quality Model," Provenance Framework in Support of Data Quality Estimation, Indiana University Doctoral Dissertation, Chapter 3, 2007.
44. Yogesh L. Simmhan, Beth Plale, and Dennis Gannon, "Karma2: Provenance Management for Data-Driven Workflows," International Journal of Web Services Research (JWSR), IGI Publishing, 5(2):380-403, April 2008.
45. Yogesh Simmhan and Karthik Gomadam, "Social Webscale Provenance in the Cloud," International Provenance and Annotation Workshop (IPAW), Troy, NY, 2 June 2010.
46. B. Stvilia, L. Gasser, M. B. Twidale, and L. C. Smith, "A Framework for Information Quality Assessment," JASIST, 58(12):1720-1733, 2007. (Pubitemid 47573429)
47. Yiming Sun, Scott Jensen, Sangmi Pallickara, and Beth Plale, "Personal Workspace for Large-Scale Data-Driven Computational Experiment" Proceedings of the 7th IEEE/ACM International Conference on Grid Computing (GRID '06), Barcelona, Spain, 2006.
48. "Survey Rating Scale Best Practices," Technical Report, Vovici Corp., 2009.
49. Unidata, THREDDS Dataset Inventory Catalog Primer, Technical Report, 2004.
50. Richard Y. Wang, Mostapha Ziad, Yang W. Lee, "Data Quality," Advances in Database Systems, Springer, vol. 23, http://searach.barnesandnoble. com/Data-Quality/YRichard- Wang/e/9780792372158, 2001.
51. B. Watterson, The Essential Calvin and Hobbes, Andrews McMeel Publishing, pp. 229, March 23, 1987.
52. Amanda J. Wilson, "Toward Releasing the Metadata Bottleneck," Library Resources Technical Services, 51(1):16-28, 2007.
53. Ian H. Witten and Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques, Morgan Kaufmann Publishers, Burlington, MA, June 2005.
54. Rich Wolski, Neil T Spring and Jim Hayes, "The Network Weather Service: A Distributed Resource Performance Forecasting Service for Metacomputing," Future Generation Computer Systems, 15(5-6):757-768, October 1999.
55. Jia Yu and Rajkumar Buyya, "A Taxonomy of Scientific Workflow Systems for Grid Computing," SIGMOD Rec. 34:3, September 2005.
56. Jing Zhao, Yogesh Simmhan, Karthik Gomadam, Viktor Prasanna, "Integration of Distributed, Semantic Provenance Information for Energy Informatics Workflows," 18(3):196-215, 2010.
57. Xiaolan Zhu and Susan Gauch, "Incorporating Quality Metrics in Centralized/Distributed Information Retrieval on the World Wide Web," ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '00), Athens, Greece, 2000.