Blar i Bergen Open Research Archive på forfatter "Persia, Cosimo Damiano"
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Extracting Rules from Neural Networks with Partial Interpretations
Persia, Cosimo Damiano; Ozaki, Ana (Journal article; Peer reviewed, 2022)We investigate the problem of extracting rules, expressed in Horn logic, from neural network models. Our work is based on the exact learning model, in which a learner interacts with a teacher (the neural network model) via ... -
Learning Possibilistic Logic Theories
Persia, Cosimo Damiano (Doctoral thesis, 2023-03-15)Vi tar opp problemet med å lære tolkbare maskinlæringsmodeller fra usikker og manglende informasjon. Vi utvikler først en ny dyplæringsarkitektur, RIDDLE: Rule InDuction with Deep LEarning (regelinduksjon med dyp læring), ... -
Mining EL⊥ Bases with Adaptable Role Depth
Guimaraes, Ricardo; Ozaki, Ana; Persia, Cosimo Damiano; Sertkaya, Bariş (Journal article; Peer reviewed, 2023)In Formal Concept Analysis, a base for a finite structure is a set of implications that characterizes all valid implications of the structure. This notion can be adapted to the context of Description Logic, where the base ...