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Titlebook: Computational Science – ICCS 2019; 19th International C João M. F. Rodrigues,Pedro J. S. Cardoso,Peter M.A Conference proceedings 2019 Spri

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-gram Cache Performance in Statistical Extraction of Relevant Terms in Large t. We show how a theoretical model identifies the distribution properties of the distinct .-grams and singletons appearing in large . and how this knowledge contributes to understanding the performance of an .-gram cache system used for extraction of relevant terms. We show how this approach allowed
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DunDi: Improving Robustness of Neural Networks Using Distance Metric Learningo misprediction of the DNN, even it is imperceptible to humans. This defect makes the DNN lack of robustness to malicious perturbations, and thus limits their usage in many safety-critical systems. To this end, we present DunDi, a metric learning based classification model, to provide the ability to
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Autism Screening Using Deep Embedding Representation can improve treatment and significantly decrease associated healthcare cost, which reveals an urgent need for the development of ASD screening. However, the data used for ASD screening is heterogenous and multi-source, resulting in existing screening tools for ASD screening are expensive, time-inte
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Fast and Scalable Outlier Detection with Metric Access Methods real application. With that in mind, this paper describes an empirical study performed on . using 8 algorithms from the state-of-the-art and 8 datasets that refer to a variety of real-world tasks of high impact, like spotting cyberattacks, clinical pathologies and abnormalities in nature. We presen
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