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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. 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: 17.058836 * Median Longitude: 6.705652 * South-bound Latitude: -89.983000 * West-bound Longitude: -156.607000 * North-bound Latitude: 78.925000 * 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)
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.
Size:
265 datasets

Datasets listed in this bibliography

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  1. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-01). https://doi.org/10.1594/PANGAEA.761297
  2. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-02). https://doi.org/10.1594/PANGAEA.761302
  3. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-03). https://doi.org/10.1594/PANGAEA.761307
  4. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-04). https://doi.org/10.1594/PANGAEA.761312
  5. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-06). https://doi.org/10.1594/PANGAEA.761322
  6. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-07). https://doi.org/10.1594/PANGAEA.761327
  7. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-08). https://doi.org/10.1594/PANGAEA.761333
  8. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-09). https://doi.org/10.1594/PANGAEA.761338
  9. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-10). https://doi.org/10.1594/PANGAEA.761344
  10. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-11). https://doi.org/10.1594/PANGAEA.761349
  11. Behrens, K (2011): Basic measurements of radiation at station Lindenberg (2006-12). https://doi.org/10.1594/PANGAEA.761489
  12. Denn, FM (2009): Basic measurements of radiation at station Chesapeake Light (2006-05). https://doi.org/10.1594/PANGAEA.710984
  13. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-01). https://doi.org/10.1594/PANGAEA.704948
  14. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-02), Version 1. https://doi.org/10.1594/PANGAEA.704949
  15. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-04), Version 1. https://doi.org/10.1594/PANGAEA.704951
  16. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-05), Version 1. https://doi.org/10.1594/PANGAEA.705067
  17. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-06), Version 1. https://doi.org/10.1594/PANGAEA.705068
  18. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-07), Version 1. https://doi.org/10.1594/PANGAEA.705335
  19. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-08), Version 1. https://doi.org/10.1594/PANGAEA.705336
  20. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-09), Version 1. https://doi.org/10.1594/PANGAEA.705337
  21. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-10), Version 1. https://doi.org/10.1594/PANGAEA.705338
  22. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-11), Version 1. https://doi.org/10.1594/PANGAEA.705339
  23. Dutton, EG (2008): Basic and other measurements of radiation at station Barrow (2006-12), Version 1. https://doi.org/10.1594/PANGAEA.705340
  24. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-01). https://doi.org/10.1594/PANGAEA.704939
  25. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-02). https://doi.org/10.1594/PANGAEA.704940
  26. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-03). https://doi.org/10.1594/PANGAEA.704941
  27. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-04). https://doi.org/10.1594/PANGAEA.704942
  28. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-05). https://doi.org/10.1594/PANGAEA.705078
  29. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-06). https://doi.org/10.1594/PANGAEA.705079
  30. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-07). https://doi.org/10.1594/PANGAEA.705322
  31. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-08). https://doi.org/10.1594/PANGAEA.705323
  32. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-09). https://doi.org/10.1594/PANGAEA.705324
  33. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-10). https://doi.org/10.1594/PANGAEA.705325
  34. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-11). https://doi.org/10.1594/PANGAEA.705326
  35. Dutton, EG (2008): Basic and other measurements of radiation at station South Pole (2006-12). https://doi.org/10.1594/PANGAEA.705327
  36. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-01). https://doi.org/10.1594/PANGAEA.704963
  37. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-02). https://doi.org/10.1594/PANGAEA.704964
  38. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-04). https://doi.org/10.1594/PANGAEA.704966
  39. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-05). https://doi.org/10.1594/PANGAEA.705069
  40. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-06). https://doi.org/10.1594/PANGAEA.705070
  41. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-07). https://doi.org/10.1594/PANGAEA.705341
  42. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-08). https://doi.org/10.1594/PANGAEA.705342
  43. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-09). https://doi.org/10.1594/PANGAEA.705343
  44. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-10). https://doi.org/10.1594/PANGAEA.705344
  45. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-11). https://doi.org/10.1594/PANGAEA.705345
  46. Dutton, EG (2008): Basic measurements of radiation at station Bermuda (2006-12). https://doi.org/10.1594/PANGAEA.705346
  47. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-01). https://doi.org/10.1594/PANGAEA.704967
  48. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-02). https://doi.org/10.1594/PANGAEA.704968
  49. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-04). https://doi.org/10.1594/PANGAEA.704970
  50. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-05). https://doi.org/10.1594/PANGAEA.705072
  51. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-06). https://doi.org/10.1594/PANGAEA.705073
  52. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-07). https://doi.org/10.1594/PANGAEA.705403
  53. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-08). https://doi.org/10.1594/PANGAEA.705404
  54. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-09). https://doi.org/10.1594/PANGAEA.705405
  55. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-10). https://doi.org/10.1594/PANGAEA.705406
  56. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-11). https://doi.org/10.1594/PANGAEA.705407
  57. Dutton, EG (2008): Basic measurements of radiation at station Boulder (2006-12). https://doi.org/10.1594/PANGAEA.705408
  58. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-01). https://doi.org/10.1594/PANGAEA.704976
  59. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-02). https://doi.org/10.1594/PANGAEA.704977
  60. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-04). https://doi.org/10.1594/PANGAEA.704979
  61. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-05). https://doi.org/10.1594/PANGAEA.705076
  62. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-06). https://doi.org/10.1594/PANGAEA.705077
  63. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-07). https://doi.org/10.1594/PANGAEA.705397
  64. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-08). https://doi.org/10.1594/PANGAEA.705398
  65. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-09). https://doi.org/10.1594/PANGAEA.705399
  66. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-10). https://doi.org/10.1594/PANGAEA.705400
  67. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-11). https://doi.org/10.1594/PANGAEA.705401
  68. Dutton, EG (2008): Basic measurements of radiation at station Kwajalein (2006-12). https://doi.org/10.1594/PANGAEA.705402
  69. Dutton, EG (2011): Basic and other measurements of radiation at station Barrow (2006-03), Version 1. https://doi.org/10.1594/PANGAEA.757939
  70. Dutton, EG (2011): Basic measurements of radiation at station Bermuda (2006-03). https://doi.org/10.1594/PANGAEA.757970
  71. Dutton, EG (2011): Basic measurements of radiation at station Boulder (2006-03). https://doi.org/10.1594/PANGAEA.758154
  72. Dutton, EG (2011): Basic measurements of radiation at station Kwajalein (2006-03). https://doi.org/10.1594/PANGAEA.760279
  73. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-01). https://doi.org/10.1594/PANGAEA.830107
  74. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-02). https://doi.org/10.1594/PANGAEA.830108
  75. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-03). https://doi.org/10.1594/PANGAEA.830109
  76. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-04). https://doi.org/10.1594/PANGAEA.830110
  77. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-05). https://doi.org/10.1594/PANGAEA.830111
  78. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-06). https://doi.org/10.1594/PANGAEA.830112
  79. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-07). https://doi.org/10.1594/PANGAEA.830113
  80. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-08). https://doi.org/10.1594/PANGAEA.830114
  81. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-09). https://doi.org/10.1594/PANGAEA.830115
  82. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-10). https://doi.org/10.1594/PANGAEA.830116
  83. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-11). https://doi.org/10.1594/PANGAEA.830117
  84. Haeffelin, M (2014): Basic measurements of radiation at station Palaiseau (2006-12). https://doi.org/10.1594/PANGAEA.830118
  85. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-01). https://doi.org/10.1594/PANGAEA.711423
  86. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-02). https://doi.org/10.1594/PANGAEA.711424
  87. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-03). https://doi.org/10.1594/PANGAEA.711425
  88. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-04). https://doi.org/10.1594/PANGAEA.711426
  89. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-05). https://doi.org/10.1594/PANGAEA.711427
  90. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-06). https://doi.org/10.1594/PANGAEA.711428
  91. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-07). https://doi.org/10.1594/PANGAEA.711429
  92. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-08). https://doi.org/10.1594/PANGAEA.711430
  93. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-09). https://doi.org/10.1594/PANGAEA.711431
  94. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-10). https://doi.org/10.1594/PANGAEA.711432
  95. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-11). https://doi.org/10.1594/PANGAEA.711433
  96. Halliwell, D (2009): Basic measurements of radiation at station Regina (2006-12). https://doi.org/10.1594/PANGAEA.711434
  97. Herber, A (2007): Basic and other measurements of radiation at station Ny-Ålesund (2006-01). https://doi.org/10.1594/PANGAEA.670770
  98. Herber, A (2007): Basic and other measurements of radiation at station Ny-Ålesund (2006-02). https://doi.org/10.1594/PANGAEA.670771
  99. Herber, A (2007): Basic and other measurements of radiation at station Ny-Ålesund (2006-04). https://doi.org/10.1594/PANGAEA.670773
  100. Herber, A (2011): Basic and other measurements of radiation at station Ny-Ålesund (2006-03). https://doi.org/10.1594/PANGAEA.760852

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