Analogical inference
Behavior of Analogical Inference w.r.t. Boolean Functions
... logical inference, based on analogical proportions, yields competitive results in classification ...that analogical prediction is always exact iff the labeling function is ...of analogical ...
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Knowledge Base Completion With Analogical Inference on Context Graphs
... the analogical properties between the embedded words expressed by the analogy "Berlin is to Germany as P aris is to F ...the analogical property for KB completion and show that it is particularly ...
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When nominal analogical proportions do not fail
... by analogical inference are ...the analogical inference principle for a given d will not give a unique value to predict f ...the analogical predictions are the same whatever the ...
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Experimenting Analogical Reasoning in Recommendation
... ]. Analogical Inference. In this perspective, analogical reasoning can be viewed as a way to infer new plausible information, starting from observed analogical pro- ...The analogical ...
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Analogical proportion-based methods for recommendation - First investigations
... of analogical proportions in three different ...an analogical inference principle, and is strongly related to the analogical classifiers [ 12 ...using analogical proportions has been ...
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Analogical Proportions and Multiple-Valued Logics
... of analogical proportion equations is at the basis of an analogical inference process which is of interest for solving non trivial reasoning tasks ...underlying inference mechanism considers ...
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From formal concepts to analogical complexes
... called analogical complex that uses a complex relation, analogical proportion, to compare objects with respect to their attribute ...this inference process for analogical data mining in a way ...
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Improving analogical extrapolation using case pair competence
... situation, analogical inference cannot be blindly applied with any triple, and we should take into account the analogy breaking(s), by introducing some further restrictions in the choice of the suitable ...
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Experimenting Analogical Reasoning in Recommendation
... ]. Analogical Inference. In this perspective, analogical reasoning can be viewed as a way to infer new plausible information, starting from observed analogical pro- ...The analogical ...
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Domain Specific Knowledge Graph Embedding for Analogical Link Discovery
... D. Analogical Inference In this last step, we extract analogical properties from the feature space to estimate the existence of new relationships between ...
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Analogical proportion-based methods for recommendation - First investigations
... of analogical proportions in three different ...an analogical inference principle, and is strongly related to the analogical classifiers [ 12 ...using analogical proportions has been ...
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Discovering and exploiting analogical proportions in a relational database context
... formal analogical proportions for algebraic structures commonly used in NLP: attribute-value vectors, words on finite alphabets and labeled ...the analogical proportions in the context of lattices and formal ...
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Comparison of network inference packages and methods for multiple network inference
... Comparison of network inference packages and methods for multiple network inference Nathalie Villa-Vialaneix a , Nicolas A. Edwards b , Laurence Liaubet b Nathalie Viguerie c , Magali SanCristobal b a ...
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Evaluation of Analogical Arguments by Choquet Integral
... As said before, several philosophers have tackled the question of evaluation of analogical arguments. However, none of them have proposed formal semantics. In the computational argumentation lit- erature, to the ...
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Analogical proportions and the factorization of information in distributive lattices
... 1. Gentner, D., Holyoak, K. J., Kokinov, B. N.: The Analogical Mind: Perspectives from Cognitive Science. MIT Press, Cambridge (2001) 2. Hofstadter, D., Mitchell, M.: The Copycat project: A model of mental ...
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Predicting preferences by means of analogical proportions
... The analogical proportion is to be understood as “a differs from b as c differs from d” and conversely “b differs from a as d differs from ...Then inference is based on triples of vectors (rather than ...
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Bounds on inference
... Abstract—Lower bounds for the average probability of error of estimating a hidden variable X given an observation of a correlated random variable Y , and Fano’s inequality in particular, play a central role in ...
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Predicting preferences by means of analogical proportions
... of analogical proportions and their formalization has raised a trend of interest in the last two decades [ 14 , 16 , 18 , 20 , 21 ...Moreover analogical proportion-based classifiers have been designed and ...
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Evaluation of Analogical Arguments by Choquet Integral
... with analogical arguments, and the family of semantics that are suitable for evaluating ...any analogical argument may be supported by arguments and attacked by ...the analogical argument, while an ...
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A Dataset Complexity Measure for Analogical Transfer
... than a situation s j , this order should be preserved on out- comes). A dataset complexity measure was proposed to mea- sure the extent to which the continuity constraint is enforced on the whole dataset. This constraint ...
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