Peer Review Journal

  1. Darryl, L., Talathi S.S., Sreekanth A., Fixed-point Quantization for DCNs, Submitted ICML-2016 [Link]
  2. Talathi S.S., Vartak A.,  Improving performance of RNN with ReLU nonlinearity, ICLR-Workshop 2016 [Link]
  3. Ratnadurai S., Khargonekar P., Talathi S.S.*, Emergent synchronization in all-to-all coupled interneuronal networks, Frontiers in Comput. Neurosci. 2015 [Link]
  4. Talathi S.S., Hyperparameter optimization of deep convolution networks for object recognition, IEEE Conference on Image Processing (PDF) [ICIP, 2015]
  5. Ratnadurai S.+, Stefanescu R., Khargonekar P.P.,  Carney P.R., Talathi S.S.*, Genesis of interictal spikes in CA1: A Computational study, Front. Neural Circuits, 2014, 8:2; [Link]
  6. Nandan M.+*, Khargonekar P.P., Talathi S.S., Fast training and classification of SVMs using approximate extreme points, 2013, (Accepted for publication in J. Machine Learning Res.)
  7. Stefanescu R., Shivakeshavan R.G., Khargonekar P.P., Talathi S.S.*, Computational modeling of ChR2 photocurrent characteristics in relation to neural signaling, Bull. of Math. Biol.  2013, DOI:  10.1007/s11538-013-9888-4; (PDF)
  8. Stanley D.+@Talathi S.S.@, Parekh M.B., Mareci T., Ditto W.L., Carney P.R.*,Phase shift in the 24-hour rhythm of hippocampal EEG spiking activity in a rat model of temporal lobe epilepsy, J. Neurophysiol, 2013 [epub ahead of print (PDF)] (@: Equal contribution)
  9. Nandan M.*, Khargonekar P.P., Talathi S.S., Real time epileptic seizure onset detection using approximate extreme points SVM, International Conference on Machine Learning (ICML) -Workshop on Role of Machine Learning in Transforming Healthcare, 2013 (PDF)
  10. Roxana A. Stephanescu, Shivakeshavan R.G.+,Talathi S.S.*, Computational models of epilepsy, Seizure, European Journal of Epilepsy, 21:748-759 (2012) (PDF) [Editors-Choice-Article]
  11. Boykin E.R.+, Ogle W.O., Carney P.R., Khargonekar P.P., Talathi S.S.*, Detecting effective connectivity in network of coupled oscillators, J Comp Neurosci,  32: 521-38 (2012) (PDF)
  12. Sunderam S., Talathi S.S., Lyubushin A., Sornette D., Osorio I.*, Challenges for emerging neurostimulation based therapies for real time seizure control, Epilepsy&Behav, 22: 118-25, (2011) (PDF)
  13. Talathi S.S.*, Carney P.R., Khargonekar P. Control of neural synchrony using channelrhodopsin-2: A computational study, J Comp Neurosci, 31:87-103 (2011) (PDF)
  14. Cadotte A.J.*#, DeMarse T.B., Mareci T.H., Talathi S.S., Parekh M., Dong-Uk Hwang, Ditto W.L., Ding M., Carney P.R., An investigation of hippocampal local field interdependencies in an animal model of temporal lobe epilepsy using granger casuality, J Neurosci Methods, 30:189:121-9 (2010), (PDF) (*2.032)
  15. Nandan M., Talathi S.S.*, Khargonekar P., Myers S., Carney P.R., Ditto W.L., Support vector machine algorithms for seizure detection in an animal model of temporal lobe epilepsy, J Neural Eng, 7:36001 (2010) (PDF) (*corresponding author; equal contribution)(*2.737)
  16. Talathi S.S., Khargonekar P.*, Predicting synchrony in simple neuronal network, Perspectives in Mathematical System Theory, Control, and Signal Processing, 398: 151-162 (2010) (PDF)
  17. Fisher N., Talathi S.S.*, Ditto W.L., Carney, P.R., Effect of phase on homeostatic spike rates, Biological Cybernetics, 102:427-40, (2010) (In press) (PDF) (*corresponding author; equal contribution) (*1.935)
  18. Talathi S.S.*, Hwang DU, Carney P.R., Ditto W., Synchrony with shunting Inhibition in feed-forward inhibitory networks, J Comp Neurosci, 28:305-21, (2010) (PDF)(*2.75)
  19. Talathi S.S.*#,Hwang DU, Miliotis A., Carney P.R., Ditto W., Predicting synchrony in a heterogeneous pulse coupled oscillators, Phys Rev E, 80: 021908 (2009) (PDF) (*2.483)
  20. Talathi S.S.*#, Hwang DU, Ditto W., Spano M., Mareci, T. Sepulveda, H.+, Carney P.R., Circadian control of neural excitability in an animal model of temporal lobe epilepsy, Neuroscience Letters, 455: 145-149 (2009) (PDF) (*2.2)
  21. Cadotte A.*#, Mareci T., DeMarse T., Ditto W., Talathi S.S.#, Dong-Uk Hwang, Carney P.R., Temporal Lobe Epilepsy: Anatomical and Effective Connectivity, IEEE Trans on Neural Systems & Rehabilitation Engineering, 17:214-223 (2009) (PDF) (*2.737)
  22. Talathi S.S.*#, Abarbanel H.D.I., Ditto W., Temporal spike pattern learning, Phys Rev E, 78: 031918 (2008) (PDF) (*2.483)
  23. Talathi S.S.*#, Hwang DU, Spano M., Ditto, W., Carney, P., Spano, M., Simonotto J.#, Furman M., Myers, S.+, Winters J.+, Carney P.R., Nonparametric early seizure detection in animal model of temporal lobe epilepsy, J. Neural Eng, 5:85-98 (2008) (PDF) (*2.735)
  24. Talathi S.S.*#, Hwang DU, Ditto, W., Spike timing dependent plasticity promote synchrony of inhibitory networks in the presence of heterogeneity, J of Comp Neuroscience, 25:262-281 (2008) (PDF) (*2.75)
  25. Abarbanel H.D.I., Talathi S.S.*+, Neural circuit for inter-spike interval recognition, Phys Rev Lett 96, 148104, (2006) (PDF) (*7.218)
  26. Abarbanel H.D.I., Talathi S.S.*+, Gibb L.+, Rabinovich M., Synaptic plasticity with discrete state synapses, Phys Rev E, 72: 031914 (2005) (PDF) (*2.483) (This work is also published in Virtual Journal of Biophysics, Oct 1st, 2005)
  27. Abarbanel H.D.I.*, Talathi S.S.+, Gibb. L.+, Mindlin G., Rabinovich M., Dynamical model for birdsong maintenance and control, Phys Rev E, 70: 051911 (2004) (PDF) (*2.483) (This work is also published in Virtual Journal for Biophysics, Dec 1st, 2004)
  28. Abarbanel H.D.I.*, Gibb L.+, Mindlin G., Rabinovich M., Talathi S.S.+, Spike timing and synaptic plasticity in the premotor pathway of birdsong, Biological Cybernetics, 91: 159-167 (2004) (PDF) (*1.935)
  29. Abarbanel H.D.I.*, Gibb L., Mindlin G.,Talathi S.S.+, Mapping neural architectures onto acoustic features of birdsong, J Neurophysiol, 92: 96-110 (2004) (PDF) (*3.578)