Per Year
@article{skeislr-acmcs, acm = {3645103}, articleno = 161, author = {Ciatto, Giovanni and Sabbatini, Federico and Agiollo, Andrea and Magnini, Matteo and Omicini, Andrea}, doi = {10.1145/3645103}, eissn = {1557-734}, iris = {11585/969235}, issn = {0360-0300}, journal = {ACM Computing Surveys}, keywords = {Logic; Machine learning theory; Hybrid symbolic-numeric methods; Knowledge representation and reasoning}, month = jun, number = 6, numpages = 35, pages = {161:1--161:35}, publisher = {ACM}, scholar = {13701373869146776438}, scopus = {2-s2.0-85188835517}, semanticscholar = {267611660}, title = {Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review}, url = {https://dl.acm.org/doi/10.1145/3645103}, urlopenaccess = {https://dl.acm.org/doi/pdf/10.1145/3645103}, urlpdf = {https://dl.acm.org/doi/pdf/10.1145/3645103}, volume = 56, wos = {WOS:001208566200027}, year = 2024 }
@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{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 }