Natural language explanations of classifier behavior

Rodrigo Monteiro De Aquino, Fabio Cozman

Resultado de la investigación: Contribución a una conferenciaArtículo de conferencia

Resumen

© 2019 IEEE. Tools that enhance interpretability of classifiers tend to focus on the knowledgeable data scientist. Here we propose techniques that generate textual explanations of the internal behavior of a given classifier, aiming at less technically proficient users of machine learning resources. Our approach has been positively evaluated by a group of users who received its textual output.
Idioma originalInglés estadounidense
Páginas239-242
Número de páginas4
DOI
EstadoPublicada - 1 jun 2019
Publicado de forma externa
EventoProceedings - IEEE 2nd International Conference on Artificial Intelligence and Knowledge Engineering, AIKE 2019 -
Duración: 1 jun 2019 → …

Conferencia

ConferenciaProceedings - IEEE 2nd International Conference on Artificial Intelligence and Knowledge Engineering, AIKE 2019
Período1/06/19 → …

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    Monteiro De Aquino, R., & Cozman, F. (2019). Natural language explanations of classifier behavior. 239-242. Papel presentado en Proceedings - IEEE 2nd International Conference on Artificial Intelligence and Knowledge Engineering, AIKE 2019, . https://doi.org/10.1109/AIKE.2019.00048