论文标题
使用多个调查的数据级链接预测撒哈拉以南非洲国家的新生儿死亡率
Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys
论文作者
论文摘要
现有用于解决关键问题的数据集，例如在发展中国家的儿童死亡率和计划生育中断，对于数据驱动的方法并不足够。这部分是由于跨地点，时间和方式的差异数据收集工作。另一方面，用于小型数据问题的最新方法仅限于图像模式。在这项工作中，我们提出了整个撒哈拉以南非洲国家的脱节调查的数据级链接，以改善新生儿死亡的预测性能并提供跨域的解释性。
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.
