DataFunTalk

Aug 12, 2018 · Artificial Intelligence

Interpretability of Deep Learning and Low‑Frequency Event Learning in Financial Applications

The article reviews the limitations of mainstream deep‑learning models in finance, proposes hybrid tree‑based and Wide&Deep architectures combined with attention, sensitivity and variance analysis to improve interpretability and low‑frequency event detection, and validates the approach with a large‑scale insurance recommendation case study.