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Machine learning for real-time demand forecasting
(Massachusetts Institute of Technology, 2015)
For a taxi company, the capability to forecast taxi demand distribution in advance provides valuable decision supports. This thesis studies real-time forecasting system of spatiotemporal taxi demand based on machine learning ...
Optimization of yard operations in maritime container terminals
(Massachusetts Institute of Technology, 2015)
With the continuous growth in international container shipping, many container terminals in maritime ports face congestion, particularly during peak hours of service, and when there is limited space in the storage area. ...
Predicting and improving invoice-to-cash collection through machine learning/
(Massachusetts Institute of Technology, 2015)
Delinquent invoice payments can be a source of financial instability if it is poorly managed. Research in supply chain finance shows that effective invoice collection is positively correlated with the overall financial ...