A Deep Learning Approach to Estimate SpO2 from PPG Signals

Author:

Koteska Bojana1ORCID,Bodanova Ana Madevska1ORCID,Mitrova Hristina1ORCID,Sidorenko Marija1ORCID,Lehocki Fedor2ORCID

Affiliation:

1. Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, North Macedonia

2. Faculty of Informatics and Information Technologies, STU, Slovakia and Institute of Measurement Science, Slovak Academy of Sciences, Slovakia

Funder

The North Atlantic Treaty Organization

Publisher

ACM

Reference15 articles.

1. Early management of trauma: The golden hour

2. Learning about reflective PPG for SpO2 determination using Machine Learning

3. Arnaud De Myttenaere , Boris Golden , Bénédicte Le Grand , and Fabrice Rossi . 2015 . Using the mean absolute percentage error for regression models . In Proceedings. Presses universitaires de Louvain, 113 . Arnaud De Myttenaere, Boris Golden, Bénédicte Le Grand, and Fabrice Rossi. 2015. Using the mean absolute percentage error for regression models. In Proceedings. Presses universitaires de Louvain, 113.

4. K Gayathri Devi , Kishore Balasubramanian , 2022. Machine Learning and Deep Learning Techniques for Medical Science . CRC Press . K Gayathri Devi, Kishore Balasubramanian, 2022. Machine Learning and Deep Learning Techniques for Medical Science. CRC Press.

5. Using machine learning models to predict oxygen saturation following ventilator support adjustment in critically ill children: A single center pilot study

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