Katakis, I.; Tsoumakas, G.; Vlahavas, I. (2008). Multilabel Text Classification for Automated Tag Suggestion. In Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium, 75-83.
bookmarks
mldr.datasets::get.mldr("bookmarks")
Summary
Instances | 87856 |
---|---|
Attributes | 2358 |
Inputs | 2150 |
Labels | 208 |
Labelsets | 18716 |
Single labelsets | 14971 |
Max frequency | 6087 |
Cardinality | 2.0281 |
Density | 0.0098 |
Mean IR | 12.308 |
SCUMBLE | 0.0597 |
TCS | 22.8479 |
Citation
Katakis, I.; Tsoumakas, G.; Vlahavas, I. (2008). Multilabel Text Classification for Automated Tag Suggestion. In Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium, 75-83.
@inproceedings{,
author = "Katakis, I. and Tsoumakas, G. and Vlahavas, I.",
title = "Multilabel Text Classification for Automated Tag Suggestion",
booktitle = "Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium",
pages = "75-83",
year = "2008"
}
Concurrence plot
In this concurrence plot, sectors represent labels and links between them depict label co-occurrences. SCUMBLE is a measure designed to assess the concurrence among imbalanced labels.