1. Implementations of LP-based approach for ADP often require very high computational cost. 2. We consider equivalent reductions for both Affine and Separable Piecewise Linear approximations under choice-based and independent demand models 2.1 Intuitive Interpretations 2.2 Computational Benefits 3. Current/future work 3.1 More general functional approximations 3.2 Error bounds.
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