Publications

`Click on the paper's title to access the pdf`

ADWIN-U: adaptive windowing for unsupervised drift detection on data streams
Daniel Nowak Assis, Vinicius M. A. Souza.
Knowledge and Information Systems
BibTeX
BibTeX
```
 
@inproceedings{BI2025b:NOWAK,
  author = {Assis, Daniel Nowak and Souza, Vinicius M. A.},
  title = {ADWIN-U: adaptive windowing for unsupervised drift detection on data streams},
  booktitle = {Knowledge and Information Systems},
  year = {2025},
}
```

Adaptive Options for Decision Trees in Evolving Data Stream Classification
Daniel Nowak Assis, Jean Paul Barddal and Fabrício Enembreck.
ECML PKDD 2025, Porto, Portugal
BibTeX
BibTeX
```
 
@inproceedings{ECML2025:NOWAK,
author="Nowak Assis, Daniel and Barddal, Jean Paul and Enembreck, Fabrício",
title="Adaptive Options for Decision Trees in Evolving
Data Stream Classification",
booktitle="Machine Learning and Knowledge Discovery in Databases. Research Track. ECML PKDD 2025",
year="2025",
publisher="Springer Nature Switzerland",
address="Cham"
}
```

Behavioral insights of adaptive splitting decision trees in evolving data stream classification
Daniel Nowak Assis, Jean Paul Barddal and Fabrício Enembreck.
Knowledge and Information Systems
BibTeX
BibTeX
```
 
@inproceedings{BI2025:NOWAK,
  author = {Assis, Daniel Nowak and Barddal, Jean Paul and Enembreck, Fabricio},
  title = {Behavioral insights of adaptive splitting decision trees in evolving data stream classification},
  booktitle = {Knowledge and Information Systems},
  year = {2025},
}
```

Just Change on Change : Adaptive Splitting Time for Decision Trees in Data Stream Classification
Daniel Nowak Assis, Jean Paul Barddal and Fabrício Enembreck.
ACM SAC 2024, Avila, Spain.
Code available on River and MOA
BibTeX
BibTeX
```
@inproceedings{SAC2024:NOWAK,
  author = {Assis, Daniel Nowak and Barddal, Jean Paul and Enembreck, Fabricio},
  title = {Just Change on Change: Adaptive Splitting Time for Decision Trees in Data Stream Classification},
  booktitle = {Proceedings of the Annual {ACM} Symposium on Applied Computing,
                 {SAC} 2024},
  year = {2024},
}
```

Learning with Boosting Decision Stumps for Feature Selection in Evolving Data Streams .
Daniel Nowak Assis.
ESANN 2023, Bruges, Belgium.
BibTeX
BibTeX
```
@inproceedings{ESANN2023:NOWAK,
  author = {Assis, Daniel Nowak},
  title = {Learning with Boosting Decision Stumps for Feature Selection in Evolving Data Streams},
  booktitle = {European Symposion in Artificial Neural Networks,
                 {ESANN} 2023},
  year = {2023},
}
```

Mass-Based Short Term Selection of Classifiers in Data Streams .
Daniel Nowak Assis, Fabrício Enembreck, Jean Paul Barddal.
IJCNN 2023, Gold Coast, Australia, 2023.
BibTeX
BibTeX
```
@inproceedings{IJCNN2023:NOWAK,
  author = {Assis, Daniel Nowak and Enembreck, Fabricio and Barddal, Jean Paul},
  title = {Mass-Based Short Term Selection of Classifiers in Data Streams},
  booktitle = {2023 International Joint Conference on Neural Networks, {IJCNN} 2023,
                 Gold Coast, Australia, 2023},
  year = {2023},
}
```