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Towards Ontology-based Explainable Classification of Rare Events

Franco Alberto Cardillo
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Abstract

Rare events (e.g. major floods, violent conflicts) are events that have potentially widespread and/or disastrous impact on society. The overall goal is to build a framework capable to classify, predict and explain such rare events. To do so, we envisage the usage of a mixture of sub-symbolic Machine Learning (ML) and Ontology-based Statistical Relatio-nal Learning (OSRL) techniques to generate rare events classifiers and predictors, which additionally may be mapped into natural language to ease human interpretability of the decision process.
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Dates and versions

hal-02104520 , version 1 (19-04-2019)

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  • HAL Id : hal-02104520 , version 1

Cite

Franco Alberto Cardillo, Umberto Straccia. Towards Ontology-based Explainable Classification of Rare Events. 2019. ⟨hal-02104520⟩
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