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From OD Flows to Decision Systems

A short technical outline for connecting spatial flow modeling with downstream allocation, pricing, and intervention decisions.

OD flowsdecision systemsspatio-temporal modeling

The Bridge

Origin-destination models are often evaluated as prediction systems, but many real applications need them as decision inputs. The modeling target should therefore preserve the quantities that downstream optimizers actually consume.

Minimal Pipeline

spatio-temporal logs
  -> flow representation
  -> response model
  -> constrained decision layer
  -> monitored deployment

Evaluation

The evaluation should include prediction error, stability under shifted contexts, and the quality of the induced decision. This blog category will collect implementation notes around those interfaces.