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Image Credit: Arxiv

Timing is important: Risk-aware Fund Allocation based on Time-Series Forecasting

  • Fund allocation in the financial domain is a crucial issue, with traditional methods facing challenges such as goal mismatch and uncertainty in time series forecasting.
  • To address these challenges, a Risk-aware Time-Series Predict-and-Allocate (RTS-PnO) framework is introduced, offering features like end-to-end training, forecasting uncertainty calibration, and model agnosticism.
  • RTS-PnO is evaluated on offline experiments using financial datasets and an online experiment in Cross-Border Payment business, showcasing superior performance over competitive baselines.
  • The code for the offline experiment is accessible at https://github.com/fuyuanlyu/RTS-PnO for further reference.

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