The Procrustean Bed of Time Series: The Optimization Bias in Point-wise Loss Functions

Rongyao Cai, Yuxi Wan, Kexin Zhang +6

Intuitively, a more deterministic time series should be easier to forecast. However, point-wise loss functions (e.g., MSE and MAE), serving as differentiable surrogates for the ide…