PublicationsΒΆ

The Time Encoding and Decoding Toolkit implements algorithms from the following publications:

[1] A.A. Lazar, Time Encoding with an Integrate-and-Fire Neuron with a Refractory Period, Neurocomputing, Vol. 58-60, pp. 53-58, Jun. 2004

[2] A.A. Lazar and L.T. Toth, Perfect Recovery and Sensitivity Analysis of Time Encoded Bandlimited Signals, IEEE Transactions on Circuits and Systems-I: Regular Papers, Vol. 51, No. 10, pp. 2060-2073, Oct. 2004

[3] A.A. Lazar, Multichannel Time Encoding with Integrate-and-Fire Neurons, Neurocomputing, Vol. 65-66, pp. 401-407, Jun. 2005

[4] A.A. Lazar, E.K. Simonyi, and L.T. Toth, Fast Recovery Algorithms of Time Encoded Bandlimited Signals, IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 4, pp. 237-240, Philadelphia, PA, Mar. 19-23, 2005

[5] A.A. Lazar, A Simple Model of Spike Processing, Neurocomputing, Vol. 69, pp. 1081-1085, Jun. 2006

[8] A.A. Lazar and E.A. Pnevmatikakis, Faithful Representation of Stimuli with a Population of Integrate-and-Fire Neurons, Neural Computation, Vol. 20, No. 11, pp. 2715-2744, Nov. 2008

[10] A.A. Lazar, E.K. Simonyi, and L.T. Toth, An Overcomplete Stitching Algorithm for Time Decoding Machines, IEEE Transactions on Circuits and Systems-I: Regular Papers, Vol. 55, No. 9, pp. 2619-2630, Oct. 2008

[12] A.A. Lazar and E.A. Pnevmatikakis, Consistent Recovery of Sensory Stimuli Encoded with MIMO Neural Circuits, Computational Intelligence and Neuroscience, Special Issue on Signal Processing for Neural Spike Trains, Feb. 2010