# A Randomized Bag-of-Birds Approach to Study Robustness of Automated Audio Based Bird Species Classification

> Research article (Applied Sciences, 2021) · cited 19× · AI/ML

**Wikidata**: [openalex:W3206140115](https://www.wikidata.org/wiki/openalex:W3206140115)  
**Source**: https://4ort.xyz/entity/a-randomized-bag-of-birds-approach-to-study-robustness-of-automated-audio-based-bird-species-classification