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Using DeepProbLog to perform Complex Event Processing on an Audio Stream [article]

Marc Roig Vilamala, Tianwei Xing, Harrison Taylor, Luis Garcia, Mani Srivastava, Lance Kaplan, Alun Preece, Angelika Kimmig, Federico Cerutti
2021 arXiv   pre-print
In this paper, we present an approach to Complex Event Processing (CEP) that is based on DeepProbLog.  ...  We demonstrate that our approach is capable of detecting complex events from an audio stream.  ...  Governments are authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation hereon.  ... 
arXiv:2110.08090v1 fatcat:uexmoc44fzawxdyc6tpybjbiym

A Hybrid Neuro-Symbolic Approach for Complex Event Processing [article]

Marc Roig Vilamala, Harrison Taylor, Tianwei Xing, Luis Garcia, Mani Srivastava, Lance Kaplan, Alun Preece, Angelika Kimmig, Federico Cerutti
2020 arXiv   pre-print
We propose a hybrid neuro-symbolic architecture based on Event Calculus that can perform Complex Event Processing (CEP).  ...  Our approach is capable of training with much fewer labelled data than a pure neural network approach, and to learn to classify individual events even when training in an end-to-end manner.  ...  Further research could also include rule learning, which could be used to remove the necessity of knowing which patterns of simple events form which complex events.  ... 
arXiv:2009.03420v3 fatcat:oen4x2hnsnhhtorwzzv62iz2ca