Search Results for author: Stephanie Ger

Found 2 papers, 1 papers with code

Classification Models for Partially Ordered Sequences

no code implementations31 Jan 2021 Stephanie Ger, Diego Klabjan, Jean Utke

Many models such as Long Short Term Memory (LSTMs), Gated Recurrent Units (GRUs) and transformers have been developed to classify time series data with the assumption that events in a sequence are ordered.

Classification General Classification +2

Autoencoders and Generative Adversarial Networks for Imbalanced Sequence Classification

1 code implementation8 Jan 2019 Stephanie Ger, Yegna Subramanian Jambunath, Diego Klabjan

In addition to the medical device dataset, we also evaluate the GAN-AE performance on two additional datasets and demonstrate the application of GAN-AE to a sequence-to-sequence task where both synthetic sequence inputs and sequence outputs must be generated.

Anomaly Detection Classification +2

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