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Bernard, Jürgen; Ruppert, Tobias; Scherer, Maximilian; Schreck, Tobias; Kohlhammer, Jörn (2012): Reference list of 265 sources used for the discovery of relationships between data clusters and metadata properties [dataset bibliography]. PANGAEA, https://doi.org/10.1594/PANGAEA.785666

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Abstract:
Visual cluster analysis provides valuable tools that help analysts to understand large data sets in terms of representative clusters and relationships thereof. Often, the found clusters are to be understood in context of belonging categorical, numerical or textual metadata which are given for the data elements. While often not part of the clustering process, such metadata play an important role and need to be considered during the interactive cluster exploration process. Traditionally, linked-views allow to relate (or loosely speaking: correlate) clusters with metadata or other properties of the underlying cluster data. Manually inspecting the distribution of metadata for each cluster in a linked-view approach is tedious, specially for large data sets, where a large search problem arises. Fully interactive search for potentially useful or interesting cluster to metadata relationships may constitute a cumbersome and long process. To remedy this problem, we propose a novel approach for guiding users in discovering interesting relationships between clusters and associated metadata. Its goal is to guide the analyst through the potentially huge search space. We focus in our work on metadata of categorical type, which can be summarized for a cluster in form of a histogram. We start from a given visual cluster representation, and compute certain measures of interestingness defined on the distribution of metadata categories for the clusters. These measures are used to automatically score and rank the clusters for potential interestingness regarding the distribution of categorical metadata. Identified interesting relationships are highlighted in the visual cluster representation for easy inspection by the user. We present a system implementing an encompassing, yet extensible, set of interestingness scores for categorical metadata, which can also be extended to numerical metadata. Appropriate visual representations are provided for showing the visual correlations, as well as the calculated ranking scores. Focusing on clusters of time series data, we test our approach on a large real-world data set of time-oriented scientific research data, demonstrating how specific interesting views are automatically identified, supporting the analyst discovering interesting and visually understandable relationships.
Related to:
Bernard, Jürgen; Ruppert, Tobias; Scherer, Maximilian; Schreck, Tobias; Kohlhammer, Jörn (2012): Guided discovery of interesting relationships between time series clusters and metadata properties. Special Track on Theory and Applications of Visual Analytics, i-KNOW 2012 conference proceedings, https://doi.org/10.1145/2362456.2362485
Coverage:
Median Latitude: 17.058452 * Median Longitude: 6.705145 * South-bound Latitude: -89.983000 * West-bound Longitude: -156.607000 * North-bound Latitude: 78.922700 * East-bound Longitude: 167.731000
Date/Time Start: 2006-01-01T00:00:00 * Date/Time End: 2006-12-31T23:59:00
Event(s):
BAR (Barrow) * Latitude: 71.323000 * Longitude: -156.607000 * Date/Time: 1992-01-01T00:00:00 * Elevation: 8.0 m * Location: Alaska, USA * Method/Device: Monitoring station (MONS) * Comment: BSRN station no: 22; Surface type: tundra; Topography type: flat, rural; Station scientist: Laura Riihimaki (laura.riihimaki@noaa.gov)
BER (Bermuda) * Latitude: 32.300800 * Longitude: -64.766000 * Date/Time: 1992-01-01T00:00:00 * Elevation: 8.0 m * Location: Bermuda * Method/Device: Monitoring station (MONS) * Comment: BSRN station no: 24; Surface type: water, ocean; Topography type: flat, rural; Horizon: doi:10.1594/PANGAEA.669510; Station scientist: Laura Riihimaki (laura.riihimaki@noaa.gov). Please note: coordinates were corrected (prior: 32.267,-64.667). Station was moved in 1998, pre 1998 coordinates are: 32.3538, -64.6563.
BOU (Boulder) * Latitude: 40.050000 * Longitude: -105.007000 * Date/Time Start: 1992-01-01T00:00:00 * Date/Time End: 2016-06-30T00:00:00 * Elevation: 1577.0 m * Location: Colorado, United States of America * Method/Device: Monitoring station (MONS) * Comment: BSRN station no: 23; Surface type: grass; Topography type: flat, rural; Station scientist: David Longenecker (David.U.Longenecker@noaa.gov) ** Station closed in July 2016 **
Comment:
The dataset contains 265 links (childs) to any of the BSRN datasets. Any user who accepts the BSRN data release guidelines (http://bsrn.awi.de/data/conditions-of-data-release) may ask Gert König-Langlo (Gert.Koenig-Langlo@awi.de) to obtain an account to download these datasets.
Change history:
2022-02-09T18:39:57 – Dataset was converted to collection (bibliography); references to deleted datasets were replaced by newer versions.
License:
Creative Commons Attribution 3.0 Unported (CC-BY-3.0)
Size:
265 datasets

Datasets listed in this bibliography

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  1. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-11). https://doi.org/10.1594/PANGAEA.756359
  2. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-12). https://doi.org/10.1594/PANGAEA.756360
  3. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-02). https://doi.org/10.1594/PANGAEA.695869
  4. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-04). https://doi.org/10.1594/PANGAEA.695870
  5. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-05). https://doi.org/10.1594/PANGAEA.695871
  6. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-07). https://doi.org/10.1594/PANGAEA.695872
  7. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-08). https://doi.org/10.1594/PANGAEA.695873
  8. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-09). https://doi.org/10.1594/PANGAEA.695874
  9. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-11). https://doi.org/10.1594/PANGAEA.695875
  10. Pereira, EB (2008): Basic measurements of radiation at station Brasilia (2006-12). https://doi.org/10.1594/PANGAEA.695876
  11. Pereira, EB (2008): Basic measurements of radiation at station Petrolina (2006-12). https://doi.org/10.1594/PANGAEA.695914
  12. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-04). https://doi.org/10.1594/PANGAEA.693873
  13. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-05). https://doi.org/10.1594/PANGAEA.693874
  14. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-06). https://doi.org/10.1594/PANGAEA.693875
  15. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-07). https://doi.org/10.1594/PANGAEA.693876
  16. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-08). https://doi.org/10.1594/PANGAEA.693877
  17. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-09). https://doi.org/10.1594/PANGAEA.693878
  18. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-10). https://doi.org/10.1594/PANGAEA.693879
  19. Pereira, EB (2008): Basic measurements of radiation at station São Martinho da Serra (2006-11). https://doi.org/10.1594/PANGAEA.693880
  20. Schuster, GL (2007): Basic measurements of radiation at station Chesapeake Light (2006-01). https://doi.org/10.1594/PANGAEA.668940
  21. Schuster, GL (2007): Basic measurements of radiation at station Chesapeake Light (2006-04). https://doi.org/10.1594/PANGAEA.668943
  22. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-06). https://doi.org/10.1594/PANGAEA.701589
  23. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-07). https://doi.org/10.1594/PANGAEA.701592
  24. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-08). https://doi.org/10.1594/PANGAEA.701593
  25. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-09). https://doi.org/10.1594/PANGAEA.701595
  26. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-10). https://doi.org/10.1594/PANGAEA.701596
  27. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-11). https://doi.org/10.1594/PANGAEA.701597
  28. Schuster, GL (2008): Basic measurements of radiation at station Chesapeake Light (2006-12). https://doi.org/10.1594/PANGAEA.701600
  29. Schuster, GL (2010): Basic measurements of radiation at station Chesapeake Light (2006-02). https://doi.org/10.1594/PANGAEA.737686
  30. Schuster, GL (2011): Basic measurements of radiation at station Chesapeake Light (2006-03). https://doi.org/10.1594/PANGAEA.759308
  31. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-01). https://doi.org/10.1594/PANGAEA.671773
  32. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-02). https://doi.org/10.1594/PANGAEA.671774
  33. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-03). https://doi.org/10.1594/PANGAEA.762025
  34. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-04). https://doi.org/10.1594/PANGAEA.671776
  35. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-05). https://doi.org/10.1594/PANGAEA.671777
  36. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-06). https://doi.org/10.1594/PANGAEA.671778
  37. Vuilleumier, L (2007): Basic and other measurements of radiation at station Payerne (2006-07). https://doi.org/10.1594/PANGAEA.671779
  38. Vuilleumier, L (2008): Basic and other measurements of radiation at station Payerne (2006-08). https://doi.org/10.1594/PANGAEA.676629
  39. Vuilleumier, L (2008): Basic and other measurements of radiation at station Payerne (2006-09). https://doi.org/10.1594/PANGAEA.676631
  40. Vuilleumier, L (2008): Basic and other measurements of radiation at station Payerne (2006-10). https://doi.org/10.1594/PANGAEA.676633
  41. Vuilleumier, L (2008): Basic and other measurements of radiation at station Payerne (2006-11). https://doi.org/10.1594/PANGAEA.676635
  42. Vuilleumier, L (2008): Basic and other measurements of radiation at station Payerne (2006-12). https://doi.org/10.1594/PANGAEA.676832
  43. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-01). https://doi.org/10.1594/PANGAEA.738151
  44. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-02). https://doi.org/10.1594/PANGAEA.738154
  45. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-03). https://doi.org/10.1594/PANGAEA.738157
  46. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-04). https://doi.org/10.1594/PANGAEA.738160
  47. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-05). https://doi.org/10.1594/PANGAEA.738163
  48. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-06). https://doi.org/10.1594/PANGAEA.738166
  49. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-07). https://doi.org/10.1594/PANGAEA.738169
  50. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-08). https://doi.org/10.1594/PANGAEA.738172
  51. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-09). https://doi.org/10.1594/PANGAEA.738175
  52. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-10). https://doi.org/10.1594/PANGAEA.738178
  53. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-11). https://doi.org/10.1594/PANGAEA.738181
  54. Yamanouchi, T (2010): Basic and other measurements of radiation at station Syowa (2006-12). https://doi.org/10.1594/PANGAEA.738184
  55. Zangvil, A (2007): Basic measurements of radiation at station Sede Boqer (2006-02). https://doi.org/10.1594/PANGAEA.671362
  56. Zangvil, A (2007): Basic measurements of radiation at station Sede Boqer (2006-03). https://doi.org/10.1594/PANGAEA.671363
  57. Zangvil, A (2007): Basic measurements of radiation at station Sede Boqer (2006-04). https://doi.org/10.1594/PANGAEA.671364
  58. Zangvil, A (2007): Basic measurements of radiation at station Sede Boqer (2006-05). https://doi.org/10.1594/PANGAEA.671365
  59. Zangvil, A (2007): Basic measurements of radiation at station Sede Boqer (2006-06). https://doi.org/10.1594/PANGAEA.671366
  60. Zangvil, A (2008): Basic measurements of radiation at station Sede Boqer (2006-07). https://doi.org/10.1594/PANGAEA.695608
  61. Zangvil, A (2008): Basic measurements of radiation at station Sede Boqer (2006-08). https://doi.org/10.1594/PANGAEA.695609
  62. Zangvil, A (2008): Basic measurements of radiation at station Sede Boqer (2006-09). https://doi.org/10.1594/PANGAEA.695610
  63. Zangvil, A (2008): Basic measurements of radiation at station Sede Boqer (2006-10). https://doi.org/10.1594/PANGAEA.695611
  64. Zangvil, A (2008): Basic measurements of radiation at station Sede Boqer (2006-11). https://doi.org/10.1594/PANGAEA.695612
  65. Zangvil, A (2008): Basic measurements of radiation at station Sede Boqer (2006-12). https://doi.org/10.1594/PANGAEA.695613

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