391 citations · 881 across the 63 of their papers we have counts for
4 papers · 1 filter
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…
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…
Efficient Implementation Of Newton-Raphson Methods For Sequential Data Prediction
Burak C. Civek, Suleyman S. Kozat
We investigate the problem of sequential linear data prediction for real life big data applications. The second order algorithms, i.e., Newton-Raphson Methods, asymptotically achie…
Highly Efficient Hierarchical Online Nonlinear Regression Using Second Order Methods
Burak C. Civek, Ibrahim Delibalta, Suleyman S. Kozat
We introduce highly efficient online nonlinear regression algorithms that are suitable for real life applications. We process the data in a truly online manner such that no storage…