177 citations · 189 across the 18 of their papers we have counts for
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cs.LG2021
Machine Learning-Based Soft Sensors for Vacuum Distillation Unit
Kamil Oster, Stefan Güttel, Lu Chen +2
Product quality assessment in the petroleum processing industry can be difficult and time-consuming, e.g. due to a manual collection of liquid samples from the plant and subsequent…
physics.comp-ph2021★ 1 cited
Calculating elements of matrix functions using divided differences
Lev Barash, Stefan Güttel, Itay Hen
We introduce a method for calculating individual elements of matrix functions. Our technique makes use of a novel series expansion for the action of matrix functions on basis vecto…
cs.LG2021★ 177 cited
A comparison of LSTM and GRU networks for learning symbolic sequences
Roberto Cahuantzi, Xinye Chen, Stefan Güttel
We explore the architecture of recurrent neural networks (RNNs) by studying the complexity of string sequences it is able to memorize. Symbolic sequences of different complexity ar…