birds: Dataset with sounds produced by birds and the species they...

In mldr.datasets: R Ultimate Multilabel Dataset Repository

Description

Multilabel dataset from the sound domain.

Usage

birds

Format

An mldr object with 645 instances, 260 attributes and 19 labels

Source

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., "Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach", The Journal of the Acoustical Society of America, (6)131, pp. 4640–4650, 2012

Examples

## Not run: 
toBibtex(birds)
birds$measures

## End(Not run)

Example output

[1] "@article{,\n  title=\"Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach\",\n  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.\",\n  journal=\"The Journal of the Acoustical Society of America\",\n  volume=\"131\",\n  number=\"6\",\n  pages=\"4640--4650\",\n  year=\"2012\"\n}"
$num.attributes
[1] 279

$num.instances
[1] 645

$num.inputs
[1] 260

$num.labels
[1] 19

$num.labelsets
[1] 133

$num.single.labelsets
[1] 73

$max.frequency
[1] 294

$cardinality
[1] 1.013953

$density
[1] 0.05336597

$meanIR
[1] 5.406996

$scumble
[1] 0.03302765

$scumble.cv
[1] 2.298296

$tcs
[1] 13.39547

mldr.datasets documentation built on May 2, 2019, 3:43 p.m.