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usual, but making use of Metallodes as well as ordinary CT nodes. The modeling of Metallodes is quite similar to the modeling of Nodes representing ConceptNodes and PredicateNodes using embedding vectors. In this way, one can use standard, small decision tree models to model fairly large portions of CTs (be
uctionRule. Its input must look like X_Link A B X_Link B C And its output then looks like X_Link A C Here, X_Link may be either InheritanceLink, SubsetLink, ImplicationLink or Extension- allmplicationLink. A PLN formula goes along with a PLN rule, and tells the uncertain truth value of the output, base
y, there may be patterns across large numbers of nodes that merit encapsulation in individual nodes. For instance, if there are 1000 fairly similar ConceptNodes, it may be better not to merge them all together, but rather to create a single node to which they all link, reifying the category that they collect
ces. and combining information about them in an appropriate way. In this subsection, we'll discuss an approach that should work for InheritanceLink, SubsetLink, Impli- cationLink, and ExtensionalImplicationLink and other related link types. But we'll explicitly present it only for the InheritanceLink case.
ference problems, from the CogPrime perspective, is that assuming one provides the inference system with an appropriate set of perceptual and motor ConceptNodes and Schemallodes, the chains of inference involved are short. They involve about a dozen inferences, and this means that the search tree of possible
obvious meaning, e.g. ConceptNode cat ConceptNode animal SubsetLink cat animal EFTA00624024 13.3 Atoms: Their Types and Weights 249 Note that SubsetLink refers to a purely extensional subset relationship, and that Inheri- tanceLlnk should be used for the generic "intensional + extensional" analogue of
inference problems, from the CogPrime perspective, is that assuming one provides the inference system with an appropriate set of perceptual and motor ConceptNodes and SchemaNodes, the chains of inference involved are short. They involve about a dozen inferences, and this means that the search tree of possible P
meaning, e.g. ConceptNode cat ConceptNode animal SubsetLink cat animal HOUSE_OVERSIGHT_013164 13.3 Atoms: Their Types and Weights 249 Note that SubsetLink refers to a purely extensional subset relationship, and that Inheri- tanceLInk should be used for the generic "intensional + extensional" analogue of
Entities connected to both ConceptNodes and SubsetLink

Marc Rich
PERSONOpenCog
ORGANIZATIONCogPrime
ORGANIZATIONMindAgents
PERSON
George W. Bush
PERSONVariableAtoms
ORGANIZATION
Woody Allen
PERSONPredicateNodes
ORGANIZATIONPredicateNode
LOCATIONImplicationLinks
ORGANIZATIONCombo
LOCATIONHopfield
ORGANIZATIONPiagetan
PERSON
Vince Foster
PERSON
Rui Liu
PERSON
Stephen Hawking
PERSONInheritanceLinks
ORGANIZATIONCourtney Wild
PERSON
Lawrence Krauss
PERSON
Joel Pitt
PERSON