Briggs, F.; Lakshminarayanan, B.; Neal, L.; Fern, X. Z.; Raich, R.; Hadley, S. J. K.; Hadley, A. S.; Betts, M. G. (2012). Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach. In The Journal of the Acoustical Society of America, 131(6), 4640--4650.
birds
mldr.datasets::get.mldr("birds")
Summary
| Instances | 645 |
|---|---|
| Attributes | 279 |
| Inputs | 260 |
| Labels | 19 |
| Labelsets | 133 |
| Single labelsets | 73 |
| Max frequency | 294 |
| Cardinality | 1.014 |
| Density | 0.0534 |
| Mean IR | 5.407 |
| SCUMBLE | 0.033 |
| TCS | 13.3955 |
Citation
@article{,
title="Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach",
author="Briggs, F. and Lakshminarayanan, B. and Neal, L. and Fern, X. Z. and Raich, R. and Hadley, S. J. K. and Hadley, A. S. and Betts, M. G.",
journal="The Journal of the Acoustical Society of America",
volume="131",
number="6",
pages="4640--4650",
year="2012"
}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.