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Ensemble approaches for regression: A survey
The goal of ensemble regression is to combine several models in order to improve the prediction accuracy in learning problems with a numerical target variable. The process of ensemble learning can beExpand
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Improving Mass Transit Operations by Using AVL-Based Systems: A Survey
Intelligent transportation systems based on automated data collection frameworks are widely used by the major transit companies around the globe. This paper describes the current state of the art onExpand
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Comparing state-of-the-art regression methods for long term travel time prediction
Long-term travel time prediction TTP can be an important planning tool for both freight transport and public transport companies. In both cases it is expected that the use of long-term TTP canExpand
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An online learning approach to eliminate Bus Bunching in real-time
Graphical abstractDisplay Omitted HighlightsWe proposed a data driven method to predict Bus Bunching (BB) in real-time.Firstly, the bus headways are predicted combining Offline and OnlineExpand
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Validation of both number and coverage of bus schedules using AVL data
It is well known that the definition of bus schedules is critical for the service reliability of public transports. Several proposals have been suggested, using data from Automatic Vehicle LocationExpand
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Route Planning for Electric Buses: A Case Study in Oporto
This paper intends to analyze the performance of an electric bus for three different routes in the city of Oporto. The objective is to study the correlation between the type of route a bus travelsExpand
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Ensemble Learning: A Study on Different Variants of the Dynamic Selection Approach
Integration methods for ensemble learning can use two different approaches: combination or selection. The combination approach (also called fusion) consists on the combination of the predictionsExpand
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Environmental Management and Business Strategy: Structuring the Decision-Making Support in a Public Transport Company
The organizations ability to manage corporate environmental performance is emerging as a strategic issue for companies. Environmental decision-making requires an explicit methodology in which it mustExpand
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Computer-based Modelling and Optimization in Transportation
This volume brings together works resulting from research carried out by members of the EURO Working Group on Transportation (EWGT) and presented during meetings and workshops organized by the GroupExpand
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Finding Interesting Contexts for Explaining Deviations in Bus Trip Duration Using Distribution Rules
In this paper we study the deviation of bus trip duration and its causes. Deviations are obtained by comparing scheduled times against actual trip duration and are either delays or early arrivals. WeExpand
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