391 citations · 553 across the 18 of their papers we have counts for
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eess.SP2017★ 391 cited
Unsupervised and Semi-supervised Anomaly Detection with LSTM Neural Networks
Tolga Ergen, Ali Hassan Mirza, Suleyman Serdar Kozat
We investigate anomaly detection in an unsupervised framework and introduce Long Short Term Memory (LSTM) neural network based algorithms. In particular, given variable length data…
eess.SP2017★ 105 cited
Online Training of LSTM Networks in Distributed Systems for Variable Length Data Sequences
Tolga Ergen, Suleyman Serdar Kozat
In this brief paper, we investigate online training of Long Short Term Memory (LSTM) architectures in a distributed network of nodes, where each node employs an LSTM based structur…