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
}