List of publications and contributions to the research community.
ResearchGate | Google Scholar | DBLP | Scopus
Nuno Moniz, Vítor Cerqueira Automated Imbalanced Classification via Meta-learning
Expert Systems with Applications, Elsevier, 2021. GitHub
Mariana Oliveira, Nuno Moniz, Luís Torgo, Vítor Santos Costa. Biased Resampling Strategies for Imbalanced Spatio-Temporal Forecasting
International Journal of Data Science and Analytics, Springer, 2021. GitHub
Vítor Cerqueira, Nuno Moniz and Carlos Soares. VEST: Automatic Feature Engineering for Forecasting
Machine Learning Journal, Springer, 2021. arXiv | GitHub
Rita P. Ribeiro, Nuno Moniz. Imbalanced Regression and Extreme Value Prediction
Machine Learning Journal, Springer, 2020. R Package
Nuno Moniz, Luís Torgo. A review on web content popularity prediction: Issues and open challenges
Online Social Networks and Media, Elsevier, 2019.
Nuno Moniz, Luís Torgo, Magdalini Eirinaki, Paula Branco. A Framework for Recommendation of Highly Popular News Lacking Social Feedback
New Generation Computing Journal (EPIA’2017 Journal Track), Springer, 2017. GitHub
Nuno Moniz, Paula Branco, Luís Torgo. Resampling Strategies for Imbalanced Time Series Forecasting
International Journal of Data Science and Analytics, Springer, 2017. GitHub | R Package
Nuno Moniz, Francisco Louçã, Márcia Oliveira, Renato Soeiro. Empirical Analysis of the Portuguese Governments Social Network
Social Networks Analysis and Mining, 6(1), 1-19, Springer, 2016.
Nuno Moniz, Adriano Campos. Relational Data on Members of Portuguese Governments (1976-2014)
Data, MDPI, 2015.
Nuno Moniz, Susana Barbosa. Prediction of Dansgaaard-Oeschger events using machine learning
European Geosciences Union 2021 General Assembly (EGU 2021), Session “Tipping Points in the Earth System”. Online. 2021
Tânia Carvalho, Nuno Moniz. The Compromise of Data Privacy in Predictive Performance
International Symposium on Intelligent Data Analysis (IDA 2021). Porto, Portugal. 2021. GitHub
Alberto Oliveira, Ricardo Freitas, Alípio Jorge, Vítor Amorim, Nuno Moniz, Ana C. R. Paiva, Paulo J. Azevedo. Sequence Mining for Automatic Generation of Software Tests from GUI event traces
21st International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2020). Guimarães, Portugal, 2020.
Yassine Baghoussi, João Mendes-Moreira, Nuno Moniz, Carlos Soares. Underground Train Tracking using Mobile Phone Accelerometer Data
23rd Intelligent Transportation Systems Conference (IEEE ITSC 2020). Online, 2020.
Nuno Moniz, Rita P. Ribeiro, Vítor Cerqueira, Nitesh Chawla. SMOTEBoost for Regression: Improving the Prediction of Extreme Values
5th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2018). Turin, Italy, 2018. GitHub | R Package | Slides
Vítor Cerqueira, Fábio Pinto, Luís Torgo, Carlos Soares, Nuno Moniz. Constructive Aggregation and its Application to Forecasting with Dynamic Ensembles
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2018 (ECML/PKDD 2018). Dublin, Ireland, 2018.
Nuno Moniz, Luís Torgo. The Utility Problem of Web Content Popularity Prediction 29th ACM Conference on Hypertext and Social Media 2018 (HT 2018). Baltimore, USA, 2018. GitHub | Presentation
Nuno Moniz, Paula Branco, Luís Torgo. Evaluation of Ensemble Methods in Imbalanced Regression Tasks
1st International Workshop on Learning with Imbalanced Domains: Theory and Applications (@ ECML/PKDD 2017). Sköpje, Macedonia, 2017. GitHub
Nuno Moniz, Luís Torgo, Magdalini Eirinaki Time-Based Ensembles for Prediction of Rare Events In News Streams
2nd International Workshop on Data Science for Social Media and Risk (@ ICDM 2016). Barcelona, Spain, 2016.
Nuno Moniz, Paula Branco, Luís Torgo. Resampling Strategies for Imbalanced Time Series
3rd IEEE International Conference on Data Science and Advanced Analytics (DSAA 2016). Montreal, Canada, 2016. GitHub | R Package
Magdalini Eirinaki, Nuno Moniz, Katerina Potika. Threshold-Bounded Influence Dominating Sets for Recommendations in Social Networks
9th IEEE International Conference on Social Computing and Networking (SOCIALCOM 2016). Atlanta, United States of America, 2016.
Nuno Moniz, Luís Torgo. Combining Social and Official Media in News Recommender Systems
ECML PKDD 2015 - Doctoral Consortium, Porto, Portugal, 2015.
Nuno Moniz, Luís Torgo, Fátima Rodrigues. Resampling approaches to improve news importance prediction
13th International Symposium on Intelligent Data Analysis (IDA 2014). Leuven, Belgium, 2014.
Nuno Moniz, Luís Torgo. Improvement of News Ranking through Importance Prediction
KDD2014 - 20th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, NewsKDD Workshop - Data Science for News Publishing. New York, United States of America, 2014.
Nuno Moniz, Fátima Rodrigues. Extracting structure, text and entities from PDF documents of the Portuguese legislation
KDIR 2012 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval. Barcelona, Spain, 2012.
Nuno Moniz. Real-time 2019 Portuguese Parliament Election Results Dataset
ArXiv preprint arXiv:1912.08922, 2019. UCI
Nuno Moniz, Luís Torgo. Multi-Source Social Feedback of Online News Feeds
ArXiv preprint arXiv:1801.07055, 2018. UCI
Nuno Moniz, Luís Torgo, João Vinagre. Data-Driven Relevance Judgments for Ranking Evaluation
ArXiv preprint arXiv:1612.06136, 2016
Nuno Moniz, Luís Torgo, Magdalini Eirinaki. Socially Driven News Recommendation
ArXiv preprint arXiv:1506.01743, 2015
Nuno Moniz. Prediction and Ranking of Highly Popular Web Content
University of Porto, Sciences College. Portugal. 2017. (Ph.D.)
Nuno Moniz. Bridging the gap between closed and open data. System proposal for the Portuguese Legislation
Polytechnic Institute of Porto. Superior Institute of Engineering of Porto. Portugal. 2012. (M.Sc.)
Nuno Moniz. Estimating the Number of Nodes in Wireless Sensor Networks
Polytechnic Institute of Porto. Superior Institute of Engineering of Porto. Portugal. 2009. (B.Sc.)
IRon (2020). An R Package for solving Imbalanced Regression tasks Nuno Moniz, Rita P. Ribeiro
ReBoost (2018). An R Package with Boosting and SMOTEBoost implementations for Regression Tasks
Nuno Moniz, Vítor Cerqueira, Rita P. Ribeiro, Nitesh Chawla
rewind (2018). An R Package with Biased Resampling Strategies for Time Series
Nuno Moniz, Paula Branco, Luís Torgo
San Jose State University (California, USA) with Magdalini Eirinaki (Oct-Dec 2015)
Brunel University (London, UK) with Allan Tucker (Jul 2015
Winner, World Summit Awards (WSA) 2019 – for meuParlamento.pt. January 2020
Winner, Arquivo.pt Award 2019 – for meuParlamento.pt. July 2019
Finalist, 1st Runner-up in Fraunhofer Portugal Challenge 2017. Porto, Portugal, 2017
Full Scholarship, FCT (Portuguese Foundation for Science and Technology). 2013–2017
Winner, Merit diploma for outstanding academic performance. Polytechnic Institute of Porto. 2012
Scholarship, Research Integration Scholarship. FCT (Portuguese Foundation for Science and Technology). 2008–2009