Search Results for author: Ayman Elhalwagy

Found 2 papers, 0 papers with code

A Dataset Fusion Algorithm for Generalised Anomaly Detection in Homogeneous Periodic Time Series Datasets

no code implementations14 May 2023 Ayman Elhalwagy, Tatiana Kalganova

In a commercial environment, however, generalisation can effectively utilise available data and computational power, which is essential in the context of Green AI, the sustainable development of AI models.

Anomaly Detection Computational Efficiency +1

Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data

no code implementations11 Feb 2022 Ayman Elhalwagy, Tatiana Kalganova

Additionally, results also show that the branched input models can learn multivariate data more consistently with or without Capsules in comparison to the non-branched input models.

Change Point Detection Outlier Detection +3

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