## Machine Learning

## Decision Making Supported by Artificial Intelligence

### Congestion Prediction

The dotstream™ congestion prediction engine can generate time-banded predictions of traffic congestion at the road link level.

### Incident Hotspot Prediction

The dotstream™ incident prediction engine can forecast incident hotspot conditions, including likely duration and impact based on real-time and forecasted conditions.

### Parking Demand Prediction

The dotstream™ parking prediction engine relies on a combination of historical and real-time data to provide parking occupancy predictions.

### Transit Crowding Prediction

The dotstream™ transit demand prediction engine uses historical and real-time transit data to predict future transit crowding per stop or route.

#### Don’t get lost in your data

# Put Your Data to Use

dotstreamTM is the ideal platform to deliver custom end-user solutions that require the integration of historical and real-time data to drive intelligent decision support.

[Learn More](/content/machine-learning/#contact ""/index.html)

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