%0 Conference Paper %1 dufour2013multiinstance %A Dufour, Olivier %A Glotin, Hervé %A Artières, Thierry %A Bas, Yves %A Giraudet, Pascale %B Proc. 1st workshop Neural Information Processing Scaled for Bioacoustics -from neurons to Big Data-NIPS4B %D 2013 %E Hervé, Glotin %E al, %I NIPS4B %K acoustic animals automatic birds classification instance label multi sounds %P 164-174 %T Multi-Instance Multi-Label Acoustic Classification of Plurality of Animals : birds, insects & amphibian %U http://sis.univ-tln.fr/~odufour/ %X Nowadays, consulting firms on environment propose to evaluate impacts of transports and/or power production infrastructures on biodiversity using bioacoustic and adapted algorithms of signal processing. We present here our best algorithm (whose AUC score is 0.85\%). This is our contribution to the “Neural Information Processing Scaled for Bioacoustics ” (NIPS4B) workshop technical challenge 1 of NIPS 2013. Our objective was to obtain a bird-sound operational classification machine-learning model that environmental engineers (mostly or nithologists) could use to realise automatic inventories of acoustically active animals.

@inproceedings{dufour2013multiinstance, abstract = {Nowadays, consulting firms on environment propose to evaluate impacts of transports and/or power production infrastructures on biodiversity using bioacoustic and adapted algorithms of signal processing. We present here our best algorithm (whose AUC score is 0.85\%). This is our contribution to the “Neural Information Processing Scaled for Bioacoustics ” (NIPS4B) workshop technical challenge 1 of NIPS 2013. Our objective was to obtain a bird-sound operational classification machine-learning model that environmental engineers (mostly or nithologists) could use to realise automatic inventories of acoustically active animals. }, added-at = {2014-01-16T15:07:16.000+0100}, author = {Dufour, Olivier and Glotin, Hervé and Artières, Thierry and Bas, Yves and Giraudet, Pascale}, biburl = {https://www.bibsonomy.org/bibtex/21ba0456f896d3c717a99a71f3d7d903a/olivierlouis}, booktitle = {Proc. 1st workshop Neural Information Processing Scaled for Bioacoustics -from neurons to Big Data-NIPS4B}, editor = {Hervé, Glotin and al}, interhash = {b1b898f242f6128014f3edf54b4f2e53}, intrahash = {1ba0456f896d3c717a99a71f3d7d903a}, keywords = {acoustic animals automatic birds classification instance label multi sounds}, month = {december}, pages = {164-174}, publisher = {NIPS4B}, timestamp = {2014-01-16T15:07:16.000+0100}, title = {Multi-Instance Multi-Label Acoustic Classification of Plurality of Animals : birds, insects \& amphibian}, url = {http://sis.univ-tln.fr/~odufour/}, year = 2013 }