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• W3033447673 abstract "A common assumption of novelty detection is that the distribution of both and data are static. This, however, is often not the case - for example scenarios where data evolves over time or scenarios in which the definition of normal and novel depends on contextual information, both leading to changes in these distributions. This can lead to significant difficulties when attempting to train a model on datasets where the distribution of normal data in one scenario is similar to that of novel data in another scenario. In this paper we propose a context-aware approach to novelty detection for deep autoencoders to address these difficulties. We create a semi-supervised network architecture that utilises auxiliary labels to reveal contextual information and allow the model to adapt to a variety of contexts in which the definitions of normal and novel change. We evaluate our approach on both image data and real world audio data displaying these characteristics and show that the performance of individually trained models can be achieved in a single model." @default.
• W3033447673 created "2020-06-12" @default.
• W3033447673 creator A5084251444 @default.
• W3033447673 creator A5086804576 @default.
• W3033447673 date "2020-06-01" @default.
• W3033447673 modified "2023-09-27" @default.
• W3033447673 title "Deep Context-Aware Novelty Detection." @default.
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• W3033447673 hasPublicationYear "2020" @default.
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