Dino Pedreschi

Research interests

Publications

• Benchmarking and survey of explanation methods for black box models

  Data Mining and Knowledge Discovery · 2023 · 10.1007/s10618-023-00933-9

• Methods and tools for causal discovery and causal inference

  Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 2022 · 10.1002/widm.1449

• A survey of methods for explaining black box models

  ISTI Open Portal · 2019 · https://doi.org/10.1145/3236009

• Meaningful Explanations of Black Box AI Decision Systems

  Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 10.1609/aaai.v33i01.33019780

• A public data set of spatio-temporal match events in soccer competitions

  Scientific Data · 2019 · 10.1038/s41597-019-0247-7

• Factual and Counterfactual Explanations for Black Box Decision Making

  IEEE Intelligent Systems · 2019 · 10.1109/mis.2019.2957223

• Local Rule-Based Explanations of Black Box Decision Systems

  arXiv (Cornell University) · 2018 · 10.48550/arxiv.1805.10820

• A Survey of Methods for Explaining Black Box Models

  ACM Computing Surveys · 2018 · 10.1145/3236009

• Returners and explorers dichotomy in human mobility

  Nature Communications · 2015 · https://doi.org/10.1038/ncomms9166

• A Classification for Community Discovery Methods in Complex Networks

  · 2012 · 10.48550/arxiv.1206.3552

• DEMON

  · 2012 · 10.1145/2339530.2339630

• Unveiling the complexity of human mobility by querying and mining massive trajectory data

  The VLDB Journal · 2011 · 10.1007/s00778-011-0244-8

• Human mobility, social ties, and link prediction

  Journal · 2011 · https://doi.org/10.1145/2020408.2020581

• Data mining for discrimination discovery

  ACM Transactions on Knowledge Discovery from Data · 2010 · 10.1145/1754428.1754432

• Interactive visual clustering of large collections of trajectories

  · 2009 · 10.1109/vast.2009.5332584

• Measuring Discrimination in Socially-Sensitive Decision Records

  · 2009 · 10.1137/1.9781611972795.50

• Visually driven analysis of movement data by progressive clustering

  Information Visualization · 2008 · 10.1057/palgrave.ivs.9500183

• Discrimination-aware data mining

  · 2008 · 10.1145/1401890.1401959

• Mobility, Data Mining and Privacy: Geographic Knowledge Discovery

  Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B)) · 2008 · 10.1007/978-3-540-75177-9

• Trajectory pattern mining

  Journal · 2007 · https://doi.org/10.1145/1281192.1281230

• Time-focused clustering of trajectories of moving objects

  Journal of Intelligent Information Systems · 2006 · https://doi.org/10.1007/s10844-006-9953-7

Current projects

No projects listed.