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Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys

2020-11-25 13:18:28
Girmaw Abebe Tadesse, Celia Cintas, Skyler Speakman, Komminist Weldemariam

Abstract

Existing datasets available to address crucial problems, such as child mortality and family planning discontinuation in developing countries, are not ample for data-driven approaches. This is partly due to disjoint data collection efforts employed across locations, times, and variations of modalities. On the other hand, state-of-the-art methods for small data problem are confined to image modalities. In this work, we proposed a data-level linkage of disjoint surveys across Sub-Saharan African countries to improve prediction performance of neonatal death and provide cross-domain explainability.

Abstract (translated)

URL

https://arxiv.org/abs/2011.12707

PDF

https://arxiv.org/pdf/2011.12707.pdf


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