@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{exact-kodis2023,
address = {Rhodes, Greece},
author = {Sabbatini, Federico and Calegari, Roberta},
booktitle = {Proceedings of the 2nd International Workshop on Knowledge Diversity (KoDis 2023)},
iris = {11585/962330},
keywords = {Explainable clustering, Explainable artificial intelligence, PSyKE},
pages = {3:1--3:8},
scopus = {2-s2.0-85178369832},
series = {CEUR Workshop Proceedings},
title = {{ExACT} Explainable Clustering: Unravelling the Intricacies of Cluster Formation},
url = {https://ceur-ws.org/Vol-3548/paper3.pdf},
urlopenaccess = {https://ceur-ws.org/Vol-3548/paper3.pdf},
urlpdf = {https://ceur-ws.org/Vol-3548/paper3.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
} @incollection{clustering-extraamas2023,
address = {London, UK},
author = {Sabbatini, Federico and Calegari, Roberta},
booktitle = {Explainable and Transparent AI and Multi-Agent Systems},
doi = {10.1007/978-3-031-40878-6_7},
editor = {Calvaresi, Davide and Najjar, Amro and Omicini, Andrea and Aydoǧan, Reyhan and Carli, Rachele and Ciatto, Giovanni and Mualla, Yazan and Främling, Kary},
iris = {11585/962326},
isbn = {978-3-031-40877-9},
issn = {0302-9743},
keywords = {Explainable artificial intelligence; Symbolic knowledge extraction; Clustering},
pages = {116--129},
publisher = {Springer},
scopus = {2-s2.0-85172259054},
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 = {https://link.springer.com/10.1007/978-3-031-40878-6_7},
volume = 14127,
year = 2023
} @incollection{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{completeness-ximl2023,
author = {Sabbatini, Federico and Calegari, Roberta},
booktitle = {Artificial Intelligence. {ECAI} 2023 International Workshops -- {XAI}{\({^3}\)}, {TACTIFUL}, {XI-ML}, {SEDAMI}, {RAAIT}, {AI4S}, {HYDRA}, {AI4AI}, Krak{\'{o}}w, Poland, September 30 -- October 4, 2023, Proceedings, Part {I}},
doi = {10.1007/978-3-031-50396-2_10},
editor = {Nowaczyk, Slawomir and Biecek, Przemyslaw and Chung, Neo Christopher and Vallati, Mauro and Skruch, Pawel and Jaworek{-}Korjakowska, Joanna and Parkinson, Simon and Nikitas, Alexandros and Atzmüller, Martin and Kliegr, Tomás and others},
iris = {11585/962344},
keywords = {Symbolic knowledge extraction, Explainable artificial intelligence, PSyKE},
pages = {179--197},
publisher = {Springer},
scopus = {2-s2.0-85184090360},
series = {Communications in Computer and Information Science},
title = {Achieving Complete Coverage with Hypercube-Based Symbolic Knowledge-Extraction Techniques},
url = {https://link.springer.com/10.1007/978-3-031-50396-2_10},
urlopenaccess = {https://link.springer.com/10.1007/978-3-031-50396-2_10},
volume = 1947,
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
} @inproceedings{gridrex-kr2022,
address = {Haifa, Israel},
author = {Sabbatini, Federico and Calegari, Roberta},
booktitle = {19th International Conference on Principles of Knowledge Representation and Reasoning (KR 2022)},
doi = {10.24963/kr.2022/57},
editor = {Kern-Isberner, Gabriele and Lakemeyer, Gerhard and Meyer, Thomas},
iris = {11585/893144},
isbn = {978-1-956792-01-0},
issn = {2334-1033},
keywords = {Explainable AI, Integrating knowledge representation and machine learning, Integrating symbolic and sub-symbolic approaches, Applications of KR},
month = {July 31--August 5},
pages = {554--563},
publisher = {IJCAI Organization},
title = {Symbolic Knowledge Extraction from Opaque Machine Learning Predictors: {GridREx} {\&} {PEDRO}},
url = {https://proceedings.kr.org/2022/57/},
year = 2022
} @inproceedings{cluster-ske-xlokr2022,
address = {Haifa, Israel},
author = {Sabbatini, Federico and Calegari, Roberta},
booktitle = {XLoKR 2022 - Third Workshop on Explainable Logic-Based Knowledge Representation},
keywords = {Explainable AI; Symbolic knowledge extraction; Clustering},
month = {July 31},
title = {Clustering-Based Approaches for Symbolic Knowledge Extraction},
url = {https://arxiv.org/abs/2211.00234},
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
} @inproceedings{skemetrics-xaifin2022,
address = {New York, NY, USA},
author = {Sabbatini, Federico and Calegari, Roberta},
booktitle = {Workshop on Explainable AI in Finance @ICAIF 2022},
doi = {10.48550/arXiv.2211.00238},
keywords = {Explainable artificial intelligence; Symbolic knowledge extraction; Readability metrics; AutoML},
month = {November 2},
scholar = {5021962022669458541},
semanticscholar = {253244189},
title = {Evaluation Metrics for Symbolic Knowledge Extracted from Machine Learning Black Boxes: A Discussion Paper},
url = {https://arxiv.org/abs/2211.00238},
urlopenaccess = {https://arxiv.org/abs/2211.00238},
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
} 
0000-0002-0532-6777