Filipe Rodrigues

Filipe Rodrigues

Assistant Professor

DTU MANAGEMENT
DTU Management

Transportmodelling
Transport DTU
Transport

Technical University of Denmark

Bygningstorvet

Building 116, room 121A

2800 Kgs. Lyngby

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2020
 

A Machine Learning Approach to Censored Bike-Sharing Demand Modeling

Gammelli, Daniele ; Rodrigues, Filipe ; Pacino, Dario ; Kurtaran, Haci Ahmet ; Pereira, Francisco Camara
in: Transportation Research Board. Annual Meeting Proceedings

Type: Journal article (Peer reviewed)

Status: Accepted/In press     |    Year: 2020

 

Gaussian Mixture Models Meet Econometric Models

Sfeir, Georges ; Abou-Zeid, Maya ; Rodrigues, Filipe ; Pereira, Francisco Camara
in: Transportation Research Board. Annual Meeting Proceedings

Type: Journal article (Peer reviewed)

Status: Accepted/In press     |    Year: 2020

 

Is Travel Demand Actually Deep? An Application in Event Areas Using Semantic Information

Markou, Ioulia ; Rodrigues, Filipe ; Pereira, Francisco Camara
in: I E E E Transactions on Intelligent Transportation Systems

Type: Journal article (Peer reviewed)

Status: Accepted/In press     |    Year: 2020     |    DOI: https://doi.org/10.1109/TITS.2019.2897341

2019
 

Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation

Rodrigues, Filipe ; Henrickson, Kristian ; Pereira, Francisco C.
in: I E E E Transactions on Intelligent Transportation Systems, vol: 20, issue: 2, pages: 594 - 603

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1109/TITS.2018.2817879

 

A Two-Stage Model for Real-time Taxi Demand Prediction Using Data from the Web

Markou, Ioulia ; Pereira, Francisco Camara ; Rodrigues, Filipe
part of: Proceedings of the Transportation Research Board 98th Annual Meeting, 2019
Presented at:
The Transportation Research Board (TRB) 98th Annual Meeting

Type: Conference abstract in proceedings (Peer reviewed)

Status: Published     |    Year: 2019

 

Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach

Rodrigues, Filipe ; Markou, Ioulia ; Pereira, Francisco Camara
in: Information Fusion, vol: 49, pages: 120-129

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.inffus.2018.07.007

 

Multi-output bus travel time prediction with convolutional LSTM neural network

Petersen, Niklas Christoffer ; Rodrigues, Filipe ; Pereira, Francisco Camara
in: Expert Systems with Applications, vol: 120, pages: 426-435

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.eswa.2018.11.028

  PDF

Multi-output Deep Learning for Bus Arrival Time Predictions

Petersen, Niklas Christoffer ; Rodrigues, Filipe ; Pereira, Francisco Camara
in: Transportation Research Procedia, vol: 41, pages: 138-145
Presented at:
International Scientific Conference on Mobility and Transport Urban Mobility

Type: Conference article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.trpro.2019.09.025

  PDF

Multi-step ahead prediction of taxi demand using time-series and textual data

Markou, Ioulia ; Rodrigues, Filipe ; Pereira, Francisco Camara
in: Transportation Research Procedia, vol: 41, pages: 540-544
Presented at:
International Scientific Conference on Mobility and Transport Urban Mobility

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.trpro.2019.09.094