**Acknowledgements**

This work was supported by IGA/CebiaTech/2021/001, a research project of the Faculty of Applied Informatics, Tomas Bata University in Zlín.

*Autonomous Update of a Dataset for Anomaly Detection Services in Elderly Care Smart House DOI: http://dx.doi.org/10.5772/intechopen.103953*
