Francisco Camara Pereira

Francisco Camara Pereira

Professor

DTU MANAGEMENT
DTU Management

Transportmodelling
Transport DTU
Transport

Technical University of Denmark

Bygningstorvet

Building 116, room 123A

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

 

Online Framework for Demand-Responsive Stochastic Route Optimization

Peled, Inon ; Lee, Kelvin ; Jiang, Yu ; Dauwels, Justin ; Pereira, Francisco Camara
in: ArXiv

Type: Journal article (Peer reviewed)

Status: Accepted/In press     |    Year: 2020

 

Scalable Population Synthesis with Deep Generative Modeling

Borysov, Stanislav S. ; Rich, Jeppe ; Pereira, Francisco Camara
in: ArXiv

Type: Journal article (Peer reviewed)

Status: Accepted/In press     |    Year: 2020

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

 

Active learning metamodeling for policy analysis: Application to an emergency medical service simulator

Antunes, Francisco ; Amorim, M. ; Pereira, Francisco Camara ; Ribeiro, Bernardete
in: Simulation Notes Europe, vol: 97, pages: 101947

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.simpat.2019.101947

 

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

  PDF

Comparison of Four Types of Artificial Neural Network and a Multinomial Logit Model for Travel Mode Choice Modeling

Lee, Dongwoo ; Derrible, Sybil ; Pereira, Francisco Camara
in: Transportation Research Record, vol: 2672, issue: 49

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1177/0361198118796971

  PDF

Factors driving the adoption of mobility-management travel app: a bayesian structural equation modelling analysis

Mehdizadeh Dastjerdi, Aliasghar ; Kaplan, Sigal ; de Abreu e Silva, João ; Nielsen, Otto Anker ; Pereira, Francisco Camara
part of: Proceedings of the 98th Annual Meeting of the Transportation Research Board, 2019
Presented at:
The Transportation Research Board (TRB) 98th Annual Meeting

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2019

 

How to generate micro-agents? A deep generative modeling approach to population synthesis

Borysov, Stanislav ; Rich, Jeppe ; Pereira, Francisco Camara
in: Transportation Research. Part C: Emerging Technologies, vol: 106, pages: 73-97

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.trc.2019.07.006

 

Mobility patterns, big data and transport analytics : tools and applications for modeling

Antoniou, Constantinos (Editor) ; Dimitriou, Loukas (Editor) ; Pereira, Francisco

Type: Book (Peer reviewed)

Status: Published     |    Year: 2019

 

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

 

Participating in environmental loyalty program with a real-time multimodal travel app: User needs, environmental and privacy motivators

Mehdizadeh Dastjerdi, Aliasghar ; Kaplan, Sigal ; de Abreu e Silva, Joao ; Nielsen, Otto Anker ; Pereira, Francisco Camara
in: Transportation Research. Part D: Transport & Environment, vol: 67, pages: 223-243

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.trd.2018.11.013

 

Predicting taxi demand hotspots using automated Internet Search Queries

Markou, Ioulia ; Kaiser, Kevin ; Pereira, Francisco Camara
in: Transportation Research. Part C: Emerging Technologies, vol: 102, pages: 73-86

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.trc.2019.03.001

 

Preserving Uncertainty in Demand Prediction for Autonomous Mobility Services

Peled, Inon ; Lee, Kelvin ; Jiang, Yu ; Dauwels, Justin ; Pereira, Francisco Camara
part of: Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC) 2019, pages: 3043-3048, 2019
Presented at:
ITSC 2019

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1109/ITSC.2019.8916878

  PDF

Smart mobility

Borysov, Stanislav ; Lima Azevedo, Carlos M. ; Pereira, Francisco Camara
Publisher: Technical University of Denmark, Report name: Smart mobility, pages: 50-60

Type: Report chapter

Status: Published     |    Year: 2019

 

Use intention of mobility-management travel apps

Dastjerdi, Aliasghar Mehdizadeh ; Kaplan, Sigal ; de Abreu e Silva, Joao ; Anker Nielsen, Otto ; Camara Pereira, Francisco
in: Transportation Research Part A: Policy and Practice, vol: 126, pages: 114-135

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2019     |    DOI: https://doi.org/10.1016/j.tra.2019.06.001

2018
 

Active Learning for Input Space Exploration in Traffic Simulators

Antunes, Francisco ; Ribeiro, Bernardete ; Pereira, Francisco Camara
part of: 2018 International Joint Conference on Neural Networks (IJCNN), 2018, IEEE

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1109/IJCNN.2018.8489302

 

Activity Recognition for a Smartphone and Web-based Human Mobility Sensing System

Kim, Youngsung ; Ghorpade, Ajinkya ; Zhao, Fang ; Pereira, Francisco Camara ; Zegras, P. Christopher ; Ben-Akiva, Moshe
in: IEEE Intelligent Systems, vol: 33, issue: 4, pages: 5-23

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1109/MIS.2018.043741317

  PDF

Deep Learning from Crowds

Rodrigues, Filipe ; Pereira, Francisco Camara
part of: Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18), pages: 1611-1618, 2018, AAAI Press
Presented at:
The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), 2018

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2018

 

Efficient Transport Simulation With Restricted Batch-Mode Active Learning

Antunes, Francisco ; Ribeiro, Bernardete ; Pereira, Francisco C. ; Gomes, Rui
in: I E E E Transactions on Intelligent Transportation Systems, vol: 19, issue: 11, pages: 3642-3651

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1109/TITS.2018.2842695

 

Heteroscedastic Gaussian processes for uncertainty modeling in large-scale crowdsourced traffic data

Rodrigues, Filipe ; Pereira, Francisco Camara
in: Transportation Research. Part C: Emerging Technologies, vol: 95, pages: 636-651

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1016/j.trc.2018.08.007

 

Improving Scalability of Generic Online Calibration for Real-Time Dynamic Traffic Assignment Systems

Prakash, A. Arun ; Seshadri, Ravi ; Antoniou, Constantinos ; Pereira, Francisco C. ; Ben-Akiva, Moshe
in: Transportation Research Record, vol: 2672, issue: 48, pages: 79-92

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1177/0361198118791360

  PDF

Just-in-Time Traffic Model Adaptation to Non-Recurrent Incidents

Peled, Inon ; Pereira, Francisco C.
Presented at:
ICCS 2018: The 9th International Conference on Complex Systems

Type: Conference abstract for conference (Peer reviewed)

Status: Published     |    Year: 2018

 

Opening Up the Conversation: Topic Modeling for Automated Text Analysis in Travel Surveys

Baburajan, Vishnu ; De Abreu e Silva, Joao ; Pereira, Francisco Camara
part of: 2018 21st International Conference on Intelligent Transportation Systems (ITSC), pages: 3657-3661, 2018, IEEE
Presented at:
ITSC 2018: 21st International IEEE Conference on Intelligent Transportation Systems

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1109/ITSC.2018.8569380

  PDF

Overview of traffic incident duration analysis and prediction

Li, Ruimin ; Pereira, Francisco Camara ; Ben-Akiva, Moshe E.
in: European Transport Research Review, vol: 10, issue: 2

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1186/s12544-018-0300-1

 

Population Synthesis Meets Deep Generative Modelling

Borysov, Stanislav ; Rich, Jeppe ; Pereira, Francisco C.
Presented at:
hEART 2018: 7th Symposium of the European Association for Research in Transportation

Type: Paper (Peer reviewed)

Status: Published     |    Year: 2018

 

Real-Time Taxi Demand Prediction using data from the web

Markou, Ioulia ; Rodrigues, Filipe ; Pereira, Francisco Camara
part of: 2018 21st International Conference on Intelligent Transportation Systems (ITSC), pages: 1664-1671, 2018, IEEE
Presented at:
ITSC 2018: 21st International IEEE Conference on Intelligent Transportation Systems

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1109/ITSC.2018.8569015

 

Social network analysis in future transportation systems: Contributions on observability, behaviour and structure

Pereira, Francisco Camara ; Antoniou, Constantinos ; Dimitriou, Loukas
in: Transportation Research. Part C: Emerging Technologies, vol: 91, pages: 369-370

Type: Editorial (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1016/j.trc.2018.04.002

 

Towards Dynamic Bayesian Networks: State Augmentation for Online Calibration of DTA Systems

Zhang, Haizheng ; Seshadri, Ravi ; Prakash, A. Arun ; Antoniou, Constantinos ; Pereira, Francisco Camara ; Ben-Akiva, Moshe
part of: 2018 21st International Conference on Intelligent Transportation Systems (ITSC), pages: 1745-1750, 2018, IEEE
Presented at:
ITSC 2018: 21st International IEEE Conference on Intelligent Transportation Systems

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2018     |    DOI: https://doi.org/10.1109/ITSC.2018.8569926

  PDF

Traffic Prediction with Convolutional Long Short-Term Memory

Peled, Inon ; Pereira, Francisco C. ; Winther, Ole
Presented at:
hEART 2018: 7th Symposium of the European Association for Research in Transportation

Type: Poster (Peer reviewed)

Status: Published     |    Year: 2018

2017
  PDF

A Bayesian Additive Model for Understanding Public Transport Usage in Special Events

Rodrigues, Filipe ; Borysov, Stanislav S. ; Ribeiro, Bernardete ; Pereira, Francisco Camara
in: I E E E Transactions on Pattern Analysis and Machine Intelligence, vol: 39, issue: 11, pages: 2113-2126

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: https://doi.org/10.1109/TPAMI.2016.2635136

  PDF

Demand pattern analysis of taxi trip data for anomalies detection and explanation

Markou, Ioulia ; Rodrigues, Filipe ; Pereira, Francisco Camara
part of: Proceedings of the 96th Annual Meeting of the Transportation Research Board, 2017
Presented at:
96th Annual Meeting of the Transportation Research Board

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2017

  PDF

Enabling Bus Transit Service Quality Co-Monitoring Through Smartphone-Based Platform

Li, Corinna ; Zegras, P. Christopher ; Zhao, Fang ; Qin, Zhengquan ; Shahid, Ayesha ; Ben-Akiva, Moshe ; Pereira, Francisco Camara ; Zhao, Jinhua
in: Transportation Research Record, vol: 2649, issue: 1, pages: 42-51

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: https://doi.org/10.3141/2649-05

 

Enhancing Resilience to Disasters using Social Media

Chaniotakis, Emmanouil ; Antoniou, Constantinos ; Pereira, Francisco Camara
part of: Proceedings of the 2017 5th Ieee International Conference on Models and Technologies for Intelligent Transportation Systems (mt-its), pages: 699-703, 2018, IEEE
Presented at:
5th Ieee International Conference on Models and Technologies for Intelligent Transportation Systems (mt-its)

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: https://doi.org/10.1109/MTITS.2017.8005602

 

Event characteristics that disrupt transport system’s balance

Markou, Ioulia ; Rodrigues, Filipe ; Pereira, Francisco Camara
Presented at:
International Conference on Intelligent Transport Systems in Theory and Practice, mobil. TUM 2017

Type: Paper (Peer reviewed)

Status: Published     |    Year: 2017

  PDF

Learning Supervised Topic Models for Classification and Regression from Crowds

Rodrigues, Filipe ; Lourenco, Mariana ; Ribeiro, Bernardete ; Pereira, Francisco Camara
in: I E E E Transactions on Pattern Analysis and Machine Intelligence, vol: 39, issue: 12, pages: 2409-2422

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: https://doi.org/10.1109/TPAMI.2017.2648786

  PDF

Probabilistic Modeling and Visualization for Bankruptcy Prediction

Antunes, Francisco ; Ribeiro, Bernardete ; Pereira, Francisco Camara
in: Applied Soft Computing, vol: 60, pages: 831-843

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: https://doi.org/10.1016/j.asoc.2017.06.043

  PDF

Use of Taxi-Trip Data in Analysis of Demand Patterns for Detection and Explanation of Anomalies

Markou, Ioulia ; Rodrigues, Filipe ; Pereira, Francisco Camara
in: Transportation Research Record, vol: 2643, pages: 129-138

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: https://doi.org/10.3141/2643-15

2016
 

Mapping Social Media for Transportation Studies

Chaniotakis, Emmanouil ; Antoniou, Constantinos ; Pereira, Francisco Camara
in: I E E E Intelligent Systems, vol: 31, issue: 6, pages: 64-70

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2016     |    DOI: https://doi.org/10.1109/MIS.2016.98

  PDF

Uncertainty in Bus Arrival Time Predictions: Treating Heteroscedasticity With a Metamodel Approach

O'Sullivan, Aidan ; Pereira, Francisco Camara ; Zhao, Jinhua ; Koutsopoulos, Harilaos N.
in: I E E E Transactions on Intelligent Transportation Systems, vol: 17, issue: 11, pages: 3286-3296

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2016     |    DOI: https://doi.org/10.1109/TITS.2016.2547184

 

Using internet search queries to predict human mobility in social events

Borysov, Stanislav ; Lourenco, Mariana ; Rodrigues, Filipe ; Balatsky, Alexander ; Pereira, Francisco Camara
part of: Proceedings of 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC), pages: 1342-1347, 2016, IEEE
Presented at:
19th International IEEE Conference on Intelligent Transportation Systems

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2016     |    DOI: https://doi.org/10.1109/ITSC.2016.7795731

2015
 

DynaMIT2.0: architecture design and preliminary results on real-time data fusion for traffic prediction and crisis management

Lu, Yang ; Pereira, Francisco Camara ; Seshadri, Ravi ; O'Sullivan, Aidan ; Antoniou, Constantinos ; Ben-Akiva, Moshe
part of: Proceedings of the 2015 IEEE 18th International Conference on Intelligent Transportation Systems (ITSC), pages: 2250-2255, 2015, IEEE
Presented at:
18th International IEEE Conference on Intelligent Transportation Systems

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2015     |    DOI: https://doi.org/10.1109/ITSC.2015.363

  PDF

Intelligent Transport Systems in the Smart City

Pereira, Francisco Camara
part of: Book of Abstracts. DTU's Sustain Conference 2015, 2015, Technical University of Denmark, Lyngby
Presented at:
DTU Sustain Conference 2015

Type: Conference abstract in proceedings (Peer reviewed)

Status: Published     |    Year: 2015