Pedro Bizarro

Trans. Mach. Learn. Res., 2024

"Show Me What's Wrong!": Combining Charts and Text to Guide Data Analysis.

[BibT_eX]

[DOI]

CoRR, 2024

RIFF: Inducing Rules for Fraud Detection from Decision Trees.

[BibT_eX]

[DOI]

CoRR, 2024

Deep-Graph-Sprints: Accelerated Representation Learning in Continuous-Time Dynamic Graphs.

[BibT_eX]

[DOI]

CoRR, 2024

Aequitas Flow: Streamlining Fair ML Experimentation.

[BibT_eX]

[DOI]

Sérgio M. Jesus

Inês Oliveira e Silva

CoRR, 2024

DiConStruct: Causal Concept-based Explanations through Black-Box Distillation.

[BibT_eX]

[DOI]

CoRR, 2024

AutoVizuA11y: A Tool to Automate Screen Reader Accessibility in Charts.

[BibT_eX]

[DOI]

Comput. Graph. Forum, 2024

RIFF: Inducing Rules for Fraud Detection from Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the Rules and Reasoning, 2024

Lessons Learned while Running ML Models in Harsh Environments.

[BibT_eX]

[DOI]

Ricardo Miguel de Oliveira Moreira

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

Fair-OBNC: Correcting Label Noise for Fairer Datasets.

[BibT_eX]

[DOI]

Inês Oliveira e Silva

Proceedings of the ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, 2024

DiConStruct: Causal Concept-based Explanations through Black-Box Distillation.

[BibT_eX]

[DOI]

Jacopo Bono

Mário Cardoso

Proceedings of the Causal Learning and Reasoning, 2024

On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

FiFAR: A Fraud Detection Dataset for Learning to Defer.

[BibT_eX]

[DOI]

CoRR, 2023

Adversarial training for tabular data with attack propagation.

[BibT_eX]

[DOI]

CoRR, 2023

Fairness-Aware Data Valuation for Supervised Learning.

[BibT_eX]

[DOI]

José Pombal

CoRR, 2023

FairGBM: Gradient Boosting with Fairness Constraints.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

The GANfather: Controllable generation of malicious activity to improve defence systems.

[BibT_eX]

[DOI]

Ricardo Ribeiro Pereira

Proceedings of the 4th ACM International Conference on AI in Finance, 2023

From random-walks to graph-sprints: a low-latency node embedding framework on continuous-time dynamic graphs.

[BibT_eX]

[DOI]

Proceedings of the 4th ACM International Conference on AI in Finance, 2023

2022

Lightweight Automated Feature Monitoring for Data Streams.

[BibT_eX]

[DOI]

CoRR, 2022

Understanding Unfairness in Fraud Detection through Model and Data Bias Interactions.

[BibT_eX]

[DOI]

CoRR, 2022

Human-AI Collaboration in Decision-Making: Beyond Learning to Defer.

[BibT_eX]

[DOI]

Diogo Leitão

CoRR, 2022

Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction.

[BibT_eX]

[DOI]

José Pombal

CoRR, 2022

ConceptDistil: Model-Agnostic Distillation of Concept Explanations.

[BibT_eX]

[DOI]

CoRR, 2022

Data+Shift: Supporting Visual Investigation of Data Distribution Shifts by Data Scientists.

[BibT_eX]

[DOI]

Proceedings of the 24th Eurographics Conference on Visualization, 2022

A Case Study on Implementing Screen Reader Accessibility in Dynamic Visualizations.

[BibT_eX]

[DOI]

Proceedings of the 24th Eurographics Conference on Visualization, 2022

Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering.

[BibT_eX]

[DOI]

Mário Cardoso

Proceedings of the 3rd ACM International Conference on AI in Finance, 2022

2021

Railgun: managing large streaming windows under MAD requirements.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2021

Anti-Money Laundering Alert Optimization Using Machine Learning with Graphs.

[BibT_eX]

[DOI]

CoRR, 2021

GUDIE: a flexible, user-defined method to extract subgraphs of interest from large graphs.

[BibT_eX]

[DOI]

CoRR, 2021

Active learning for online training in imbalanced data streams under cold start.

[BibT_eX]

[DOI]

CoRR, 2021

Weakly Supervised Multi-task Learning for Concept-based Explainability.

[BibT_eX]

[DOI]

CoRR, 2021

GuiltyWalker: Distance to illicit nodes in the Bitcoin network.

[BibT_eX]

[DOI]

CoRR, 2021

Finding NeMo: Fishing in Banking Networks Using Network Motifs.

[BibT_eX]

[DOI]

Proceedings of the 2nd Workshop on Search, 2021

TimeSHAP: Explaining Recurrent Models through Sequence Perturbations.

[BibT_eX]

[DOI]

João Bento

André Ferreira Cruz

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Promoting Fairness through Hyperparameter Optimization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2021

Active learning for imbalanced data under cold start.

[BibT_eX]

[DOI]

Proceedings of the ICAIF'21: 2nd ACM International Conference on AI in Finance, Virtual Event, November 3, 2021

How can I choose an explainer?: An Application-grounded Evaluation of Post-hoc Explanations.

[BibT_eX]

[DOI]

Proceedings of the FAccT '21: 2021 ACM Conference on Fairness, 2021

2020

Teaching the Machine to Explain Itself using Domain Knowledge.

[BibT_eX]

[DOI]

CoRR, 2020

A Bandit-Based Algorithm for Fairness-Aware Hyperparameter Optimization.

[BibT_eX]

[DOI]

CoRR, 2020

Railgun: streaming windows for mission critical systems.

[BibT_eX]

[DOI]

CoRR, 2020

ARMS: Automated rules management system for fraud detection.

[BibT_eX]

[DOI]

CoRR, 2020

Interleaved Sequence RNNs for Fraud Detection.

[BibT_eX]

[DOI]

Bernardo Branco

Pedro Abreu

Ana Sofia Gomes

Mariana S. C. Almeida

João Tiago Ascensão

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Machine learning methods to detect money laundering in the bitcoin blockchain in the presence of label scarcity.

[BibT_eX]

[DOI]

Proceedings of the ICAIF '20: The First ACM International Conference on AI in Finance, 2020

2019

Automatic Model Monitoring for Data Streams.

[BibT_eX]

[DOI]

Fábio Pinto

Marco O. P. Sampaio

CoRR, 2019

2017

BreachRadar: Automatic Detection of Points-of-Compromise.

[BibT_eX]

[DOI]

Proceedings of the 2017 SIAM International Conference on Data Mining, 2017

2014

Scalable Proactive Event-Driven Decision Making.

[BibT_eX]

[DOI]

Alexander Artikis

Chris Baber

Carlos Canudas-de-Wit

IEEE Technol. Soc. Mag., 2014

2013

FINCoS: benchmark tools for event processing systems.

[BibT_eX]

[DOI]

Proceedings of the ACM/SPEC International Conference on Performance Engineering, 2013

Overcoming memory limitations in high-throughput event-based applications.

[BibT_eX]

[DOI]

Proceedings of the ACM/SPEC International Conference on Performance Engineering, 2013

Towards a standard event processing benchmark.

[BibT_eX]

[DOI]

Proceedings of the ACM/SPEC International Conference on Performance Engineering, 2013

2011

Event processing grand challenges.

[BibT_eX]

[DOI]

K. Mani Chandy

Nenad Stojanovic

Proceedings of the Fifth ACM International Conference on Distributed Event-Based Systems, 2011

An Integrated Data Management Approach to Manage Health Care Data.

[BibT_eX]

[DOI]

Proceedings of the Datenbanksysteme für Business, 2011

Deadline Queries: Leveraging the Cloud to Produce On-Time Results.

[BibT_eX]

[DOI]

David Alves

Proceedings of the IEEE International Conference on Cloud Computing, 2011

2010

Benchmarking event processing systems: current state and future directions.

[BibT_eX]

[DOI]

Proceedings of the first joint WOSP/SIPEW International Conference on Performance Engineering, 2010

Assessing and Optimizing Microarchitectural Performance of Event Processing Systems.

[BibT_eX]

[DOI]

Proceedings of the Performance Evaluation, Measurement and Characterization of Complex Systems, 2010

Events, Neural Systems and Time Series.

[BibT_eX]

[DOI]

Proceedings of the Towards a Service-Based Internet. ServiceWave 2010 Workshops, 2010

Flood: elastic streaming MapReduce.

[BibT_eX]

[DOI]

David Alves

Proceedings of the Fourth ACM International Conference on Distributed Event-Based Systems, 2010

2009

Progressive Parametric Query Optimization.

[BibT_eX]

[DOI]

Nicolas Bruno

David J. DeWitt

IEEE Trans. Knowl. Data Eng., 2009

A Performance Study of Event Processing Systems.

[BibT_eX]

[DOI]

Proceedings of the Performance Evaluation and Benchmarking, 2009

An integrated data management approach to manage health care data.

[BibT_eX]

[DOI]

Diogo Guerra

Ute Gawlick

Proceedings of the Third ACM International Conference on Distributed Event-Based Systems, 2009

A Training Process for Faculty Members in Collaborative Degree Programs: Design, Implementation and Feedback.

[BibT_eX]

[DOI]

Proceedings of the Proceedings 22nd Conference on Software Engineering Education and Training, 2009

2008

A framework for performance evaluation of complex event processing systems.

[BibT_eX]

[DOI]

Proceedings of the Second International Conference on Distributed Event-Based Systems, 2008

2007

BiCEP - Benchmarking Complex Event Processing Systems.

[BibT_eX]

[DOI]

Proceedings of the Event Processing, 6.5. - 11.5.2007, 2007

2005

Content-Based Routing: Different Plans for Different Data.

[BibT_eX]

[DOI]

Proceedings of the 31st International Conference on Very Large Data Bases, Trondheim, Norway, August 30, 2005

Proactive re-optimization with Rio.

[BibT_eX]

[DOI]

Shivnath Babu

David J. DeWitt

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2005

Proactive Re-optimization.

[BibT_eX]

[DOI]

Shivnath Babu

David J. DeWitt

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2005

Adaptive Query Processing in the Looking Glass.

[BibT_eX]

[DOI]

Shivnath Babu

Proceedings of the Second Biennial Conference on Innovative Data Systems Research, 2005

2002

Adding a Performance-Oriented Perspective to Data Warehouse Design.

[BibT_eX]

[DOI]

Henrique Madeira

Proceedings of the Data Warehousing and Knowledge Discovery, 4th International Conference, 2002

2001

The Dimension-Join: A New Index for Data Warehouses.

[BibT_eX]

Henrique Madeira

Proceedings of the XVI Simpósio Brasileiro de Banco de Dados, 2001

1998

JWarp: A Java Library for Parallel Discrete-Event Simulations.

[BibT_eX]

[DOI]