most citedEffective Integration of Symbolic and Connectionist Approaches through a Hybrid Representation

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cs.AI20191 cited

Effective Integration of Symbolic and Connectionist Approaches through a Hybrid Representation

Marcio Moreno, Daniel Civitarese, Rafael Brandao +1

In this paper, we present our position for a neuralsymbolic integration strategy, arguing in favor of a hybrid representation to promote an effective integration. Such description…

cs.AI2019

Bridging the Gap between Semantics and Multimedia Processing

Marcio Ferreira Moreno, Guilherme Lima, Rodrigo Costa Mesquita Santos +2

In this paper, we give an overview of the semantic gap problem in multimedia and discuss how machine learning and symbolic AI can be combined to narrow this gap. We describe the ga…

cs.AI2019

An Introduction to Symbolic Artificial Intelligence Applied to Multimedia

Guilherme Lima, Rodrigo Costa, Marcio Ferreira Moreno

In this chapter, we give an introduction to symbolic artificial intelligence (AI) and discuss its relation and application to multimedia. We begin by defining what symbolic AI is,…

cs.AI2019

Multimedia Search and Temporal Reasoning

Marcio Ferreira Moreno, Rodrigo Costa Mesquita Santos, Wallas Henrique Sousa dos Santos +2

Properly modelling dynamic information that changes over time still is an open issue. Most modern knowledge bases are unable to represent relationships that are valid only during a…

cs.AI2019

General Fragment Model for Information Artifacts

Sandro Rama Fiorini, Wallas Sousa dos Santos, Rodrigo Costa Mesquita +2

The use of semantic descriptions in data intensive domains require a systematic model for linking semantic descriptions with their manifestations in fragments of heterogeneous info…