TY - JOUR
T1 - A multipreference semantics from common sense reasoning to neural network models
T2 - Joint Ontology Workshops 2021 Episode VII: The Bolzano Summer of Knowledge, JOWO 2021
AU - Giordano, Laura
AU - Gliozzi, Valentina
AU - Dupré, Daniele Theseider
N1 - Publisher Copyright:
© 2021 CEUR-WS. All rights reserved.
PY - 2021
Y1 - 2021
N2 - In this short paper we report about a "concept-wise" multipreference semantics for weighted conditionals and its use to provide a logical interpretation to some neural network models, Self-Organising Maps (SOMs) and Multilayer Perceptrons (MLPs). For MLPs, a deep network can be regarded as a conditional knowledge base, in which the synaptic connections correspond to weighted conditionals.
AB - In this short paper we report about a "concept-wise" multipreference semantics for weighted conditionals and its use to provide a logical interpretation to some neural network models, Self-Organising Maps (SOMs) and Multilayer Perceptrons (MLPs). For MLPs, a deep network can be regarded as a conditional knowledge base, in which the synaptic connections correspond to weighted conditionals.
KW - Common Sense Reasoning
KW - Neural Network models
KW - Preferential semantics
KW - Typicality in Description Logics
UR - http://www.scopus.com/inward/record.url?scp=85117038592&partnerID=8YFLogxK
M3 - Conference article
AN - SCOPUS:85117038592
SN - 1613-0073
VL - 2969
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
Y2 - 11 September 2021 through 18 September 2021
ER -