Analyzing Flight Delay Prediction Under Concept Drift
Lucas Giusti,
Leonardo Carvalho,
Antonio Tadeu Gomes
et al.
Abstract:Flight delays impose challenges that impact any flight transportation system. Predicting when they are going to occur is an important way to mitigate this issue. However, the behavior of the flight delay system varies through time. This phenomenon is known in predictive analytics as concept drift. This paper investigates the prediction performance of different drift handling strategies in aviation under different scales (models trained from flights related to a single airport or the entire flight system). Spec… Show more
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