Heart rate algorithm
Heart rate data cleaning algorithm for wearables
My PhD advisor and I developed and evaluated a novel algorithm for cleaning heart rate data captured by wearable devices.
Our algorithm improves data quality (concordance correlation coefficient) by 14.4% outperforming Microsoft's solution. One unique feature of the algorithm is its ability to remove motion artifacts without accessing any motion data.
Technologies used:
- R
- Tableau
Information about the algorithm was presented at the following conferences:
- The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’17)
- American Medical Informatics Association Annual Symposium 2017