Keynotes & Media

Public Presentations

Learning from Taxi Data Streams, October 2012 @ IDA - 11th International Symposium on Intelligent Data Analysis, Helsinki, Finland
Real-Time Prediction of Spatiotemporal demand Distribution on Taxi Networks, September 2013 @ EPIA - 16th Portuguese Conference on Artificial Intelligence, Angra do Heroísmo, Açores, Portugal
User Parking Time prediction model for Intelligent Parking Lots, October 2014 @ 17th International IEEE Conference on Intelligent Transportation Systems, Qingdao, China
Machine Learning models to improve Public Transport, PhD Thesis, May 2015 @ University of Porto, Portugal
Tutorial on Basics of Numerical Prediction Methods, September 2015 @ European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Porto, Portugal
Real-Time Learning Model to predict Road Traffic Congestion, September 2015 @ 18th International IEEE Conference on Intelligent Transportation Systems, Las Palmas de Gran Canarias, Spain
GPS-based demand estimation model for Mass Transit Agencies, January 2016 @ Transportation Research Board 95th Annual Meeting, Washington DC, USA
Automated Setting of Bus Schedule Coverage using Unsupervised Machine Learning, April 2016 @ PAKDD 2016, Auckland, New Zealand
Learning from drifting distributions for numerical prediction problems, September 2016 @ ECML/PKDD 2016, Riva del Garda, Italy
Predicting Road Congestion Causes using Supervised Learning, November 2016 @ IEEE ITSC 2016, Rio de Janeiro, Brazil
MetaBags: Bagged Meta-Decision Trees for Regression, September 2018 @ ECML/PKDD 2018, Dublin, Ireland
Shallow Self-Learning for Reject Inference in Credit Scoring, September 2019 @ ECML/PKDD 2019, Wurzburg, Germany

Keynotes

Time-Evolving O-D Matrix Estimation, February 2014 @ DGSIII - 3rd International Conference on Dynamics, Games and Science, Porto, Portugal
Autonomous Learning from Passenger Data Streams: The next generation of demand modelling, May 2015 (Keynote speaker) @ Final Meeting of COST Action TU1004: Modelling Public Transport Passenger Flows in the Era of Intelligent Transport Systems, Paris, France
Real-Time Mobility Data Mining, April 2016 (Keynote speaker) @ Transport and Logistics Seminars in U. Sidney, Australia
Real-Time Mobility Data Mining, July 2016 (Keynote speaker) @ IEEE Spain ITSS Smart Mobility Summer School in Universidad de Verano de Maspalomas, Gran Canaria, Canary Islands, Spain VIDEO
Real-Time Mobility Data Mining, March 2017 (Keynote speaker) @ Seminar on Big Data Analytics at U. Sapienza, Rome, Italy PDF
Optimizing Mass Transportation with Artificial Intelligence & Data Mining, May 2017 (Invited Speaker) UITP 207 at Montreal, Canada PDF
Real-Time Mobility Data Mining, May 2017 (Keynote Speaker) @ SFB876 TU Dortmund Seminars at Dortmund PDF
Data Science NOW! (NEC + Addvolt), March 2018 (Keynote) @ Data Science Portugal Meetup #23 at Porto, Portugal PDF
Data Science NOW! (Kreditech), March 2019 (Keynote) @ #9 Meetup.AI at Hamburg, Germany PDF
How much can you pay? 1-on-1 walkthrough a DS project in real-world (Kreditech) @ LIAAD/INESC TEC Seminars at Porto, Portugal PDF
Data Science NOW! (Kreditech), September 2019 (Keynote) @ IT Arena 2019 (Lviv, Ukraine) PDF

Media

TV Report about Taxi-Passenger Demand Prediction (in Portuguese) @ February 2012, Porto, Portugal
CBInsights featured NEC Labs' AI-oriented research on understanding spatiotemporal patterns! Proud to be part of NEC AI innovation wave!! @ August 2017
Invited Participation in the new TV advertisement spot of IEEE ITSS! @ September 2017
Interview to IEEE Spectrum about BRIGHT - a predictive analytics engine able to learn from non-stationary distributions and their applications to the car-hailing industry @ December 2018
"AI & Big Data in Banking - If Not Now, then When?", Interview to Intellias during IT Arena in Lviv, Ukraine @ September 2019
"Data Science NOW! (...and other not so deep thoughts about AI...)" keynote during IT Arena in Lviv, Ukraine @ September 2019

Alumni

2018 Sourabh Parkala - Software Developper @ SAP, IT, Germany
2017 Amine Tayari - Big Data Engineer @ BNP Paribas, Finance, France
2017 Diego Espinoza - Transportation Consultant @ Ministerio de Transportes y Telecomunicaciones, Government, Chile
2016, Amal Saadallah - Ph.D. Student @ TU Dortmund, Research, Germany .::. Finalist DatSci Awards 2019 - Data Science Student of the Year
2016, Syed Murtasa Hassan - Data Analyst @ Makerist, E-Learning, Germany
2015, Jihed Khiary - Research Scientist @ NEC Labs Europe, IT/Research, Germany
2015, Leonel Araujo - Software Engineer @ Addvolt, IT/Eletronics/Automotive, Portugal
2015, Vitor Cerqueira - Ph.D. Student @ LIAAD - INESC TEC, Research, Portugal .::. Best Student Paper Award ECML/PKDD 2017 Media (in portuguese)
2013, Rafael Nunes - Software Engineer @ Feedzai, Fintech, Portugal

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