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Structured Learning for Taxonomy Induction with Belief Propagation
Structured Learning Taxonomy Induction Belief Propagation
2016/1/22
We present a structured learning approach to inducing hypernym taxonomies using a probabilistic graphical model formulation.Our model incorporates heterogeneous re-lational evidence about both hyperny...
Hopfield and Hebbian Models of Belief Polarization: Neural Networks, Social Contexts
Hopfield and Hebbian Models Belief Polarization Neural Networks Social Contexts
2014/8/8
In this paper, the authors develop two models of belief po-larization on signed social networks. First, we consider a Hopeld net-work model for opinion polarization. Although Hopeld networks were or...