Blar i NTNU Open på forfatter "Haugsdal, Espen"
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Circle Attention: Forecasting Network Traffic by Learning Interpretable Spatial Relationships from Intersecting Circles
Haugsdal, Espen; Malacarne, Sara; Ruocco, Massimiliano (Chapter; Peer reviewed, 2023)Accurately forecasting traffic in telecommunication networks is essential for operators to efficiently allocate resources, provide better services, and save energy. We propose Circle Attention, a novel spatial attention ... -
On the effect of positional encodings in Transformer models for time series forecasting
Haugsdal, Espen (Master thesis, 2021)Denne oppgaven undersøker effekten posisjons-koding (positional encoding) har på prediksjon av tidsrekker med Transformer modeller. Prediksjon av tidsrekker er et viktig problem med mange bruksområder. Nøyaktige prediksjoner ... -
Persistence Initialization: a novel adaptation of the Transformer architecture for time series forecasting
Haugsdal, Espen; Aune, Erlend; Ruocco, Massimiliano (Peer reviewed; Journal article, 2023)Time series forecasting is an important problem, with many real world applications. Transformer models have been successfully applied to natural language processing tasks, but have received relatively little attention for ...