**$\mathsf{A} \mathcal{R} \forall$ Group 🦜 Apprendimento e Ragionamento Automatico** **ARA Research Group** / [LACAM](http://lacam.di.uniba.it) • *Dipartimento di Informatica* • Universit√† di Bari Aldo Moro # The Group | [team 1](t1/) | [team 2](t2/) | [team 3](t3/) | |:----------------:|:----------:|:-------------:| | Stefano [Ferilli](http://lacam.di.uniba.it:8000/~ferilli/ufficiale/ferilli.html), Nicola [Di Mauro](http://www.di.uniba.it/~ndm/),
Domenico [Redavid](http://www.di.uniba.it/~redavid/)| Francesca A. [Lisi](http://www.di.uniba.it/~lisi/) & collabs. | Claudia [d'Amato](http://www.di.uniba.it/~cdamato), Nicola [Fanizzi](http://www.di.uniba.it/~fanizzi) | # Mission Investigation on **Machine Learning** & **Knowledge Reasoning** models and methods for complex representations Our research covers several topics in the fields of _Machine Learning_ and _Automated Reasoning_ applied to logical and ontological knowledge bases.
We are also interested in reasoning under uncertainty and on sequential information.
We investigate supervised or unsupervised learning, with methods working online (incremental) or batch modes. ## Research Topics
- Relational Learning: Concept Learning + Inductive Logic Programming + Multistrategy Learning for *Logic Theories* / *Programs* - Process Mining - Representation Learning - Deep Learning - ML & the _Semantic Web_ + Ontology learning: class definition, rule mining, prediction * classification and regression + Linked Open Data + Models and methods for *Knowledge Graphs* - Fuzzy Ontologies - Multistrategy Reasoning - Uncertainty Reasoning + Probabilistic Circuits - AI Ethics & Legal Reasoning - eXplainable AI
### Applications - Document Processing - Ambient Intelligence - Cultural Heritage & Tourism - Digital Forensics # News & Initiatives ## Upcoming Events - [CILC 2021](https://www.ailab.unipr.it/cilc21/) - [RW 2021](https://declarativeai2021.net/reasoning-web/) Reasoning Web Summer School # Projects & Collaborations ## Projects * to * be * completed ## Collaborations Most of the members also participate in the [CILA](https://www.uniba.it/ricerca/dipartimenti/informatica/ricerca/cila-1/cila title="Centro Interdipartimentale di Ricerca su 'Logica e Applicazioni' [in Italian]") # Publications * CINECA [IRIS](https://ricerca.uniba.it) Institutional Research Information System * [Selected](publications.html) publications # About This group stemmed from the [LACAM](https://lacam.di.uniba.it) research lab
located at the CS Dept. of the University of Bari (4th floor), Via Orabona 4 • 70125 BARI, Italy