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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: 17.058452 * 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.
Size:
265 datasets

Datasets listed in this bibliography

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  1. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-01). https://doi.org/10.1594/PANGAEA.695958
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  3. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-04). https://doi.org/10.1594/PANGAEA.695961
  4. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-05). https://doi.org/10.1594/PANGAEA.695962
  5. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-06). https://doi.org/10.1594/PANGAEA.695963
  6. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-07). https://doi.org/10.1594/PANGAEA.695964
  7. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-08). https://doi.org/10.1594/PANGAEA.695965
  8. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-09). https://doi.org/10.1594/PANGAEA.695966
  9. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-10). https://doi.org/10.1594/PANGAEA.695967
  10. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-11). https://doi.org/10.1594/PANGAEA.695968
  11. Knap, W (2008): Basic measurements of radiation at station Cabauw (2006-12). https://doi.org/10.1594/PANGAEA.695969
  12. Knap, W (2011): Basic measurements of radiation at station Cabauw (2006-03). https://doi.org/10.1594/PANGAEA.758379
  13. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-01). https://doi.org/10.1594/PANGAEA.615393
  14. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-02). https://doi.org/10.1594/PANGAEA.670321
  15. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-04). https://doi.org/10.1594/PANGAEA.670323
  16. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-05). https://doi.org/10.1594/PANGAEA.670324
  17. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-06). https://doi.org/10.1594/PANGAEA.670325
  18. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-07). https://doi.org/10.1594/PANGAEA.670326
  19. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-08). https://doi.org/10.1594/PANGAEA.670327
  20. König-Langlo, G (2007): Basic and other measurements of radiation at Neumayer Station (2006-10). https://doi.org/10.1594/PANGAEA.670328
  21. König-Langlo, G (2008): Basic and other measurements of radiation at Neumayer Station (2006-09). https://doi.org/10.1594/PANGAEA.676820
  22. König-Langlo, G (2008): Basic and other measurements of radiation at Neumayer Station (2006-11). https://doi.org/10.1594/PANGAEA.676690
  23. König-Langlo, G (2008): Basic and other measurements of radiation at Neumayer Station (2006-12). https://doi.org/10.1594/PANGAEA.676692
  24. König-Langlo, G (2011): Basic and other measurements of radiation at Neumayer Station (2006-03). https://doi.org/10.1594/PANGAEA.759352
  25. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-01). https://doi.org/10.1594/PANGAEA.724220
  26. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-02). https://doi.org/10.1594/PANGAEA.724222
  27. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-03). https://doi.org/10.1594/PANGAEA.724224
  28. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-04). https://doi.org/10.1594/PANGAEA.724226
  29. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-05). https://doi.org/10.1594/PANGAEA.724228
  30. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-06). https://doi.org/10.1594/PANGAEA.724230
  31. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-07). https://doi.org/10.1594/PANGAEA.724232
  32. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-08). https://doi.org/10.1594/PANGAEA.724235
  33. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-09). https://doi.org/10.1594/PANGAEA.724237
  34. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-10). https://doi.org/10.1594/PANGAEA.724239
  35. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-11). https://doi.org/10.1594/PANGAEA.724241
  36. Long, C (2009): Basic measurements of radiation at station Southern Great Plains (2006-12). https://doi.org/10.1594/PANGAEA.724243
  37. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-01). https://doi.org/10.1594/PANGAEA.810776
  38. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-02). https://doi.org/10.1594/PANGAEA.810779
  39. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-03). https://doi.org/10.1594/PANGAEA.810781
  40. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-04). https://doi.org/10.1594/PANGAEA.810783
  41. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-05). https://doi.org/10.1594/PANGAEA.810785
  42. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-06). https://doi.org/10.1594/PANGAEA.810956
  43. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-07). https://doi.org/10.1594/PANGAEA.810959
  44. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-08). https://doi.org/10.1594/PANGAEA.810961
  45. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-09). https://doi.org/10.1594/PANGAEA.810964
  46. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-10). https://doi.org/10.1594/PANGAEA.810968
  47. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-11). https://doi.org/10.1594/PANGAEA.810970
  48. Long, C (2013): Basic measurements of radiation at station Nauru Island (2006-12). https://doi.org/10.1594/PANGAEA.810973
  49. Long, C (2015): Basic measurements of radiation at station Darwin (2006-01). https://doi.org/10.1594/PANGAEA.842894
  50. Long, C (2015): Basic measurements of radiation at station Darwin (2006-02). https://doi.org/10.1594/PANGAEA.842895
  51. Long, C (2015): Basic measurements of radiation at station Darwin (2006-03). https://doi.org/10.1594/PANGAEA.842896
  52. Long, C (2015): Basic measurements of radiation at station Darwin (2006-04). https://doi.org/10.1594/PANGAEA.842897
  53. Long, C (2015): Basic measurements of radiation at station Darwin (2006-05). https://doi.org/10.1594/PANGAEA.842898
  54. Long, C (2015): Basic measurements of radiation at station Darwin (2006-06). https://doi.org/10.1594/PANGAEA.842899
  55. Long, C (2015): Basic measurements of radiation at station Darwin (2006-07). https://doi.org/10.1594/PANGAEA.842900
  56. Long, C (2015): Basic measurements of radiation at station Darwin (2006-08). https://doi.org/10.1594/PANGAEA.842901
  57. Long, C (2015): Basic measurements of radiation at station Darwin (2006-09). https://doi.org/10.1594/PANGAEA.842902
  58. Long, C (2015): Basic measurements of radiation at station Darwin (2006-10). https://doi.org/10.1594/PANGAEA.842903
  59. Long, C (2015): Basic measurements of radiation at station Darwin (2006-11). https://doi.org/10.1594/PANGAEA.842904
  60. Long, C (2015): Basic measurements of radiation at station Darwin (2006-12). https://doi.org/10.1594/PANGAEA.842905
  61. Long, C (2015): Basic measurements of radiation at station Momote (2006-01). https://doi.org/10.1594/PANGAEA.841321
  62. Long, C (2015): Basic measurements of radiation at station Momote (2006-02). https://doi.org/10.1594/PANGAEA.841322
  63. Long, C (2015): Basic measurements of radiation at station Momote (2006-03). https://doi.org/10.1594/PANGAEA.841323
  64. Long, C (2015): Basic measurements of radiation at station Momote (2006-04). https://doi.org/10.1594/PANGAEA.841324
  65. Long, C (2015): Basic measurements of radiation at station Momote (2006-05). https://doi.org/10.1594/PANGAEA.841325
  66. Long, C (2015): Basic measurements of radiation at station Momote (2006-06). https://doi.org/10.1594/PANGAEA.841326
  67. Long, C (2015): Basic measurements of radiation at station Momote (2006-07). https://doi.org/10.1594/PANGAEA.841327
  68. Long, C (2015): Basic measurements of radiation at station Momote (2006-08). https://doi.org/10.1594/PANGAEA.841328
  69. Long, C (2015): Basic measurements of radiation at station Momote (2006-09). https://doi.org/10.1594/PANGAEA.841329
  70. Long, C (2015): Basic measurements of radiation at station Momote (2006-10). https://doi.org/10.1594/PANGAEA.841330
  71. Long, C (2015): Basic measurements of radiation at station Momote (2006-11). https://doi.org/10.1594/PANGAEA.841331
  72. Long, C (2015): Basic measurements of radiation at station Momote (2006-12). https://doi.org/10.1594/PANGAEA.841332
  73. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-05). https://doi.org/10.1594/PANGAEA.676823
  74. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-06). https://doi.org/10.1594/PANGAEA.676824
  75. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-07). https://doi.org/10.1594/PANGAEA.676825
  76. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-08). https://doi.org/10.1594/PANGAEA.676826
  77. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-09). https://doi.org/10.1594/PANGAEA.676827
  78. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-10). https://doi.org/10.1594/PANGAEA.676828
  79. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-11). https://doi.org/10.1594/PANGAEA.676829
  80. Maturilli, M (2008): Basic and other measurements of radiation at station Ny-Ålesund (2006-12). https://doi.org/10.1594/PANGAEA.676830
  81. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-01). https://doi.org/10.1594/PANGAEA.708144
  82. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-02). https://doi.org/10.1594/PANGAEA.708145
  83. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-04). https://doi.org/10.1594/PANGAEA.708147
  84. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-05). https://doi.org/10.1594/PANGAEA.708189
  85. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-06). https://doi.org/10.1594/PANGAEA.708190
  86. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-07). https://doi.org/10.1594/PANGAEA.708191
  87. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-08). https://doi.org/10.1594/PANGAEA.708192
  88. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-09). https://doi.org/10.1594/PANGAEA.708245
  89. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-10). https://doi.org/10.1594/PANGAEA.708246
  90. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-11). https://doi.org/10.1594/PANGAEA.708247
  91. Morel, J-P (2008): Basic measurements of radiation at station Carpentras (2006-12). https://doi.org/10.1594/PANGAEA.708248
  92. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-01). https://doi.org/10.1594/PANGAEA.756349
  93. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-02). https://doi.org/10.1594/PANGAEA.756350
  94. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-03). https://doi.org/10.1594/PANGAEA.756351
  95. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-04). https://doi.org/10.1594/PANGAEA.756352
  96. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-05). https://doi.org/10.1594/PANGAEA.756353
  97. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-06). https://doi.org/10.1594/PANGAEA.756354
  98. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-08). https://doi.org/10.1594/PANGAEA.756356
  99. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-09). https://doi.org/10.1594/PANGAEA.756357
  100. Naganuma, H (2011): Basic and other measurements of radiation at station Tateno (2006-10). https://doi.org/10.1594/PANGAEA.756358

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