Now showing items 1-2 of 2

    • Neural networks based online learning 

      Ergen, Tolga; Kozat, Süleyman Serdar (IEEE, 2017)
      In this paper, we investigate online nonlinear regression and introduce novel algorithms based on the long short term memory (LSTM) networks. We first put the underlying architecture in a nonlinear state space form and ...
    • Online training of LSTM networks in distributed systems for variable length data sequences 

      Ergen, T.; Kozat, S. S. (Institute of Electrical and Electronics Engineers, 2018)
      In this brief, we investigate online training of long short term memory (LSTM) architectures in a distributed network of nodes, where each node employs an LSTM-based structure for online regression. In particular, each ...