TY - JOUR
T1 - Multilayer Perceptrons as Weighted Conditional Knowledge Bases
T2 - 2021 International Conference of the Italian Association for Artificial Intelligence, AIxIA 2021 DP
AU - Giordano, Laura
AU - Dupré, Daniele Theseider
N1 - Publisher Copyright:
© 2021 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). CEUR Workshop Proceedings (CEUR-WS.org)
PY - 2022
Y1 - 2022
N2 - In this paper we report about the relationships between a multi-preferential semantics for defeasible description logics and a deep neural network model. Weighted knowledge bases for description logics are considered under a “concept-wise" preferential semantics, which is further extended to fuzzy interpretations and exploited to provide a preferential interpretation of Multilayer Perceptrons.
AB - In this paper we report about the relationships between a multi-preferential semantics for defeasible description logics and a deep neural network model. Weighted knowledge bases for description logics are considered under a “concept-wise" preferential semantics, which is further extended to fuzzy interpretations and exploited to provide a preferential interpretation of Multilayer Perceptrons.
KW - Common sense reasoning
KW - Neural networks
KW - Preferential semantics
KW - Weighted conditionals
UR - http://www.scopus.com/inward/record.url?scp=85124381679&partnerID=8YFLogxK
M3 - Conference article
AN - SCOPUS:85124381679
SN - 1613-0073
VL - 3078
SP - 10
EP - 18
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
Y2 - 1 December 2021 through 3 December 2021
ER -