Per Year

@inproceedings{vicinity-ximl2023,
   address = {Krakov, Poland},
   author = {Sabbatini, Federico and Calegari, Roberta},
   booktitle = {Proceedings of the 3rd International Workshop on Explainable and Interpretable Machine Learning (XI-ML 2023)},
   title = {Achieving Complete Coverage with Hypercube-Based Symbolic Knowledge-Extraction Techniques},
   year = 2023
}

@inproceedings{exact-kodis2023,
   address = {Rhodes, Greece},
   author = {Sabbatini, Federico and Calegari, Roberta},
   booktitle = {Proceedings of the 2nd International Workshop on Knowledge Diversity (KoDis 2023)},
   title = {{ExACT} Explainable Clustering: Unravelling the Intricacies of Cluster Formation},
   year = 2023
}

@article{hypercubeske-ia17,
   author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
   dblp = {journals/ia/SabbatiniCCO23},
   doi = {10.3233/IA-230001},
   editor = {Ferrando, Angelo and Mascardi, Viviana},
   iris = {11585/941033},
   journal = {Intelligenza Artificiale},
   keywords = {explainable AI, knowledge extraction, interpretable prediction, PSyKE},
   month = jun,
   note = {Special issue: Selected papers from the 23rd Workshop ``From Objects to Agents'' (WOA 2022)},
   number = 1,
   numpages = 13,
   pages = {63--75},
   publisher = {IOS Press},
   scholar = {14669296704428238758},
   scopus = {2-s2.0-85168332389},
   title = {Towards a Unified Model for Symbolic Knowledge Extraction with Hypercube-Based Methods},
   url = {https://content.iospress.com/articles/intelligenza-artificiale/ia230001},
   volume = 17,
   year = 2023
}

@incollection{clustering-extraamas2023,
   address = {London, UK},
   author = {Sabbatini, Federico and Calegari, Roberta},
   doi = {10.1007/978-3-031-40877-9},
   editor = {Calvaresi, Davide and Najjar, Amro and Omicini, Andrea and Aydoǧan, Reyhan and Carli, Rachele and Ciatto, Giovanni and Mualla, Yazan and Främling, Kary},
   isbn = {978-3-031-40877-9},
   issn = {0302-9743},
   keywords = {Explainable artificial intelligence; Symbolic knowledge extraction; Clustering},
   publisher = {Springer},
   series = {Lecture Notes in Computer Science},
   subseries = {Lecture Notes in Artificial Intelligence},
   title = {Bottom-Up and Top-Down Workflows for Hypercube- and Clustering-based Knowledge Extractors},
   url = {http://link.springer.com/10.1007/978-3-031-40877-9},
   volume = 14127,
   year = 2023
}

@inproceedings{cream-kr2023,
   address = {Rhodes, Greece},
   author = {Sabbatini, Federico and Calegari, Roberta},
   booktitle = {20th International Conference on Principles of Knowledge Representation and Reasoning},
   doi = {10.24963/kr.2023/58},
   editor = {Pierre Marquis and Tran Cao Son and Gabriele Kern-Isberner},
   iris = {11585/893144},
   isbn = {978-1-956792-02-7},
   issn = {2334-1033},
   keywords = {Explainable AI, Applications that combine KR with machine learning, Integrating knowledge representation and machine learning, KR and machine learning, inductive logic programming, knowledge acquisition},
   month = aug,
   pages = {593--603},
   publisher = {IJCAI Organization},
   scopus = {2-s2.0-85176733868},
   title = {Explainable Clustering with CREAM},
   url = {https://proceedings.kr.org/2023/58/},
   urlpdf = {https://proceedings.kr.org/2023/58/kr2023-0058-sabbatini-et-al.pdf},
   year = 2023
}

@inproceedings{creepy-beware2023,
   address = {Rome, Italy},
   author = {Sabbatini, Federico and Calegari, Roberta},
   booktitle = {Proceedings of the 2nd Workshop on Bias, Ethical AI, Explainability and the Role of Logic and Logic Programming (BEWARE 2023)},
   title = {Unveiling Opaque Predictors via Explainable Clustering: The {CReEPy} Algorithm},
   year = 2023
}

@article{psyketrust-aixia2022,
   address = {Cham, Switzerland},
   author = {Calegari, Roberta and Federico, Sabbatini},
   booktitle = {AIxIA 2022},
   doi = {10.1007/978-3-031-27181-6_1},
   editor = {Dovier, Agostino and Montanari, Angelo and Orlandini, Andrea},
   eisbn = {978-3-031-27181-6},
   institution = {University of Udine},
   isbn = {978-3-031-27180-9},
   issn = {0302-9743},
   location = {Udine, Italy},
   month = mar,
   note = {XXI International Conference of the Italian Association for Artificial Intelligence, AIxIA 2022, Udine, Italy, November 28 -- December 2, 2022, Proceedings},
   numpages = 14,
   pages = {3--16},
   publisher = {Springer},
   series = {Lecture Notes in Computer Science},
   subseries = {Lecture Notes in Artificial Intelligence},
   title = {The {PSyKE} Technology for Trustworthy Artificial Intelligence},
   url = {https://doi.org/10.1007/978-3-031-27181-6_1},
   volume = 13796,
   year = 2023
}

@inproceedings{explainableclustering-woa2023,
   author = {Sabbatini, Federico and Calegari, Roberta},
   booktitle = {WOA 2023 -- 24th Workshop ``From Objects to Agents''},
   editor = {Rino Falcone and Cristiano Castelfranchi and Alessandro Sapienza and Filippo Cantucci},
   iris = {11585/952626},
   issn = {1613-0073},
   keywords = {Explainable clustering, Explainable artificial intelligence, Symbolic knowledge extraction, PSyKE},
   month = nov,
   numpages = 14,
   pages = {232--245},
   publisher = {Sun SITE Central Europe, RWTH Aachen University},
   scopus = {2-s2.0-85179624285},
   series = {CEUR Workshop Proceedings},
   subseries = {AIxIA Series},
   title = {Unlocking Insights and Trust: The Value of Explainable Clustering Algorithms for Cognitive Agents},
   url = {https://ceur-ws.org/Vol-3579/paper18.pdf},
   urlopenaccess = {https://ceur-ws.org/Vol-3579/paper18.pdf},
   urlpdf = {https://ceur-ws.org/Vol-3579/paper18.pdf},
   volume = 3579,
   year = 2023
}

@inproceedings{fire-ecai2023,
   address = {Krakov, Poland},
   author = {Sabbatini, Federico and Calegari, Roberta},
   booktitle = {Proceedings of the 26th European Conference on Artificial Intelligence (ECAI 2023)},
   doi = {10.3233/FAIA230496},
   eissn = {978-1-64368-437-6 },
   iris = {11585/952617},
   pages = {2033--2040},
   editor = {Kobi Gal and Ann Nowé and Grzegorz J. Nalepa and Roy Fairstein and Roxana Rădulescu},
   scopus = {2-s2.0-85175827763},
   series = {Frontiers in Artificial Intelligence and Applications},
   subseries = {ECAI 2023},
   title = {Symbolic Knowledge-Extraction Evaluation Metrics: The {FiRe} Score},
   url = {https://ebooks.iospress.nl/doi/10.3233/FAIA230496},
   volume = 372,
   year = 2023
}

@article{psyke-ia16,
   author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
   dblp = {journals/ia/SabbatiniCCO22},
   doi = {10.3233/IA-210120},
   editor = {Calegari, Roberta and Ciatto, Giovanni and Omicini, Andrea and Vizzari, Giuseppe},
   eissn = {2211-0097},
   iris = {11585/890822},
   issn = {1724-8035},
   journal = {Intelligenza Artificiale},
   keywords = {Explainable AI, knowledge extraction, interpretable prediction, PSyKE},
   month = jul,
   number = 1,
   numpages = 22,
   pages = {27--48},
   publisher = {IOS Press},
   scholar = {7559675640918015038},
   scopus = {2-s2.0-85134193338},
   semanticscholar = {250400188},
   title = {Symbolic knowledge extraction from opaque {ML} predictors in {PSyKE}: Platform design \& experiments},
   url = {https://content.iospress.com/articles/intelligenza-artificiale/ia220141},
   volume = 16,
   wos = {WOS:000825367300003},
   year = 2022
}

@incollection{swpsyke-extraamas2022,
   author = {Sabbatini, Federico and Ciatto, Giovanni and Omicini, Andrea},
   booktitle = {Explainable and Transparent AI and Multi-Agent Systems},
   chapter = 8,
   dblp = {conf/atal/SabbatiniCO22},
   doi = {10.1007/978-3-031-15565-9_8},
   editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Främling, Kary},
   iris = {11585/899474},
   isbn = {978-3-031-15564-2},
   keywords = {Symbolic Knowledge Injection, Explainable AI, XAI, Neural Networks, PSyKI},
   numpages = 19,
   pages = {124--142},
   publisher = {Springer},
   scholar = {11339767386934277898},
   scopus = {2-s2.0-85140488560},
   series = {Lecture Notes in Computer Science},
   subtitle = {4th International Workshop, EXTRAAMAS 2022, Virtual Event, May 9–10, 2022, Revised Selected Papers},
   title = {Semantic Web-Based Interoperability for Intelligent Agents with {PSyKE}},
   url = {http://link.springer.com/10.1007/978-3-031-15565-9_8},
   urlpdf = {https://link.springer.com/content/pdf/10.1007/978-3-031-15565-9_8.pdf},
   volume = 13283,
   wos = {WOS:000870042100008},
   year = 2022
}

@incollection{hypercube-woa2022,
   author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
   booktitle = {WOA 2022 -- 23rd Workshop ``From Objects to Agents''},
   dblp = {conf/woa/SabbatiniCCO22},
   editor = {Ferrando, Angelo and Mascardi, Viviana},
   iris = {11585/899358},
   issn = {1613-0073},
   keywords = {Explainable AI; Knowledge extraction; Interpretable prediction; PSyKE},
   month = nov,
   numpages = 13,
   pages = {48--60},
   publisher = {Sun SITE Central Europe, RWTH Aachen University},
   scholar = {8614662013642803891},
   scopus = {2-s2.0-85142519111},
   semanticscholar = {253270041},
   series = {CEUR Workshop Proceedings},
   subseries = {AIxIA Series},
   title = {Hypercube-Based Methods for Symbolic Knowledge Extraction: Towards a Unified Model},
   url = {http://ceur-ws.org/Vol-3261/paper4.pdf},
   urlopenaccess = {http://ceur-ws.org/Vol-3261/paper4.pdf},
   urlpdf = {http://ceur-ws.org/Vol-3261/paper4.pdf},
   volume = 3261,
   year = 2022
}

@inproceedings{psyke-woa2021,
   articleno = 3,
   author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
   booktitle = {WOA 2021 -- 22nd Workshop ``From Objects to Agents''},
   dblp = {conf/woa/SabbatiniCCO21},
   editor = {Calegari, Roberta and Ciatto, Giovanni and Denti, Enrico and Omicini, Andrea and Sartor, Giovanni},
   iris = {11585/834364},
   issn = {1613-0073},
   keywords = {explainable AI, knowledge extraction, interpretable prediction, PSyKE},
   location = {Bologna, Italy},
   month = oct,
   note = {22nd Workshop ``From Objects to Agents'' (WOA 2021), Bologna, Italy, 1--3~} # sep # {~2021. Proceedings},
   numpages = 20,
   pages = {29--48},
   publisher = {Sun SITE Central Europe, RWTH Aachen University},
   scholar = {879185583484020388},
   scopus = {2-s2.0-85116894019},
   series = {CEUR Workshop Proceedings},
   subseries = {AI*IA Series},
   title = {On the Design of {PSyKE}: A Platform for Symbolic Knowledge Extraction},
   url = {http://ceur-ws.org/Vol-2963/paper14.pdf},
   volume = 2963,
   year = 2021
}

@incollection{gridex-extraamas2021,
   address = {Cham, Switzerland},
   author = {Sabbatini, Federico and Ciatto, Giovanni and Omicini, Andrea},
   booktitle = {Explainable and Transparent AI and Multi-Agent Systems. Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3--7, 2021, Revised Selected Papers},
   dblp = {conf/atal/SabbatiniCO21},
   doi = {10.1007/978-3-030-82017-6_2},
   editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Främling, Kary},
   eisbn = {978-3-030-82017-6},
   eissn = {1611-3349},
   iris = {11585/834616},
   isbn = {978-3-030-82016-9},
   issn = {0302-9743},
   keywords = {Explainable AI; Knowledge extraction; Interpretable prediction; Regression; Iter; GridEx},
   month = jul,
   numpages = 21,
   pages = {18--38},
   publisher = {Springer Nature},
   scholar = {855045469053426346},
   scopus = {2-s2.0-85113335454},
   series = {Lecture Notes in Computer Science},
   subseries = {Lecture Notes in Artificial Intelligence},
   title = {{GridEx}: An Algorithm for Knowledge Extraction from Black-Box Regressors},
   url = {http://link.springer.com/10.1007/978-3-030-82017-6_2},
   urlopenaccess = {https://cris.unibo.it/retrieve/handle/11585/834616/830237/extraamas-2021-iter.pdf},
   urlpdf = {https://link.springer.com/content/pdf/10.1007%2F978-3-030-82017-6_2.pdf},
   volume = 12688,
   wos = {000691781800002},
   year = 2021
}