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Dong Song, PhD

Photo of Dong Song, PhD
Title(s)Associate Professor of Neurological Surgery and Biomedical Engineering
SchoolViterbi School of Engineering, Bme
AddressDRB 140
Health Sciences Campus
Los Angeles CA 90089-1111
Phone+1 213 740 8063
ORCID ORCID Icon0000-0002-6179-1120 Additional info
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    Dr. Dong Song is an Associate Professor of Neurological Surgery and Biomedical Engineering and Director of the Neural Modeling and Interface Laboratory at the University of Southern California (USC). Dr. Song received his B.S. degree in Biophysics from the University of Science and Technology of China in 1994 and his Ph.D. degree in Biomedical Engineering from USC in 2004. His research aims to develop biomimetic devices that can be used to treat neurological disorders. Specifically, his group uses a combined experimental and computational strategy to (1) understand how brain regions such as the hippocampus perform cognitive functions, (2) develop next-generation modeling and neural interface methodologies to investigate brain functions during naturalistic behaviors, and (3) build cortical prostheses that can restore and enhance cognitive functions lost in diseases or injuries. He received the James H. Zumberge Individual Award at USC in 2008, the Outstanding Paper Award of IEEE Transactions on Neural Systems and Rehabilitation Engineering in 2013, and the Society for Brain Mapping and Therapeutics Young Investigator Award in 2018. Dr. Song has published over 190 peer-reviewed journal articles, book chapters, and conference papers. He is a member of the Biomedical Engineering Society, IEEE, Society for Neuroscience, and National Academy of Inventors. Dr. Song’s research has been supported by DARPA, NSF, and NIH.
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    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help. to make corrections and additions.
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    Altmetrics Details PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
    1. ReBaCCA-ss: Relevance-Balanced Continuum Correlation Analysis With Smoothing and Surrogating for Quantifying Similarity Between Population Spiking Activities. Neural Comput. 2026 03 17; 38(4):651-680. Zhang X, Xu C, Lu Z, Wang H, Song D. PMID: 41785112; PMCID: PMC13010353.
      View in: PubMed   Mentions:    Fields:    Translation:AnimalsCells
    2. Decoding Naturalistic Episodic Memory with Artificial Intelligence and Brain-Machine Interface. Adv Sci (Weinh). 2026 Feb 28; e20125. Song D. PMID: 41762696.
      View in: PubMed   Mentions:    Fields:    
    3. Systematic evaluation of surgical insertion of flexible neural probe arrays into deeper brain targets using length modulation methods. J Neural Eng. 2026 Feb 02; 23(1). Gao Y, Lu Z, Wang X, Jin Z, Esteban-Linares A, Guo J, Xu H, Scholten K, Song D, Meng E. PMID: 41534114; PMCID: PMC12862595.
      View in: PubMed   Mentions:    Fields:    Translation:Animals
    4. A Comprehensive Research Dissemination Model for Polymer-Based Neural Interfaces. IEEE Trans Biomed Eng. 2026 Feb; 73(2):934-944. Scholten K, Xu H, Lu Z, Jiang W, Jin Z, Ortigoza-Diaz J, Petrossians A, Orler S, Gallonio R, Liu X, Song D, Meng E. PMID: 40768444; PMCID: PMC12956483.
      View in: PubMed   Mentions: 2     Fields:    Translation:Animals
    5. Distributed Temporal Coding of Visual Memory Categories in Human Hippocampal Neurons Revealed by an Interpretable Decoding Model. Adv Sci (Weinh). 2025 Oct; 12(38):e02047. She X, Moore BJ, Roeder BM, Nune G, Robinson BS, Lee B, Shaw S, Gong H, Heck CN, Popli G, Couture DE, Laxton AW, Marmarelis VZ, Deadwyler SA, Liu C, Berger TW, Hampson RE, Song D. PMID: 40625208; PMCID: PMC12520509.
      View in: PubMed   Mentions: 1     Fields:    Translation:HumansCells
    6. ReBaCCA-ss: Relevance-Balanced Continuum Correlation Analysis with Smoothing and Surrogating for Quantifying Similarity Between Population Spiking Activities. ArXiv. 2025 May 19. Zhang X, Xu C, Lu Z, Wang H, Song D. PMID: 40470475; PMCID: PMC12136485.
      View in: PubMed   Mentions:
    7. Distributed Temporal Coding of Visual Memory Categories in Human Hippocampal Neurons. Res Sq. 2024 Nov 26. She X, Moore BJ, Roeder BM, Nune G, Robinson BS, Lee B, Shaw S, Gong H, Heck CN, Popli G, Couture DE, Laxton AW, Marmarelis VZ, Deadwyler SA, Liu C, Berger TW, Hampson RE, Song D. PMID: 39649160; PMCID: PMC11623771.
      View in: PubMed   Mentions:
    8. Interface-Mediated Neurogenic Signaling: The Impact of Surface Geometry and Chemistry on Neural Cell Behavior for Regenerative and Brain-Machine Interfacing Applications. Adv Mater. 2024 08; 36(33):e2401750. Sands I, Demarco R, Thurber L, Esteban-Linares A, Song D, Meng E, Chen Y. PMID: 38961531; PMCID: PMC11326983.
      View in: PubMed   Mentions: 2     Fields:    Translation:HumansAnimalsCells
    9. "In the spectrum of people who are healthy": Views of individuals at risk of dementia on using neurotechnology for cognitive enhancement. Neuroethics. 2024 Jul; 17(2). Beck A, Schönau A, MacDuffie K, Dasgupta I, Flynn G, Song D, Goering S, Klein E. PMID: 39790464; PMCID: PMC11709137.
      View in: PubMed   Mentions:
    10. Polymer Implantable Electrode Foundry: A shared resource for manufacturing polymer-based microelectrodes for neural interfaces. bioRxiv. 2023 Nov 06. Scholten K, Xu H, Lu Z, Jiang W, Ortigoza-Diaz J, Petrossians A, Orler S, Gallonio R, Liu X, Song D, Meng E. PMID: 37986740; PMCID: PMC10659271.
      View in: PubMed   Mentions:
    11. A C-shaped miniaturized coil for transcranial magnetic stimulation in rodents. J Neural Eng. 2023 03 24; 20(2). Jiang W, Isenhart R, Liu CY, Song D. PMID: 36863013; PMCID: PMC10037933.
      View in: PubMed   Mentions: 3     Fields:    Translation:HumansAnimals
    12. Making a case for endovascular approaches for neural recording and stimulation. J Neural Eng. 2023 01 25; 20(1). Thielen B, Xu H, Fujii T, Rangwala SD, Jiang W, Lin M, Kammen A, Liu C, Selvan P, Song D, Mack WJ, Meng E. PMID: 36603221; PMCID: PMC9928900.
      View in: PubMed   Mentions: 6     Fields:    Translation:HumansCells
    13. Subthreshold repetitive transcranial magnetic stimulation suppresses ketamine-induced poly population spikes in rat sensorimotor cortex. Front Neurosci. 2022; 16:998704. Jiang W, Isenhart R, Sutherland R, Lu Z, Xu H, Pace J, Bonaguidi MA, Lee DJ, Liu CY, Song D. PMID: 36340783; PMCID: PMC9633989.
      View in: PubMed   Mentions: 2  
    14. A Parylene Neural Probe Array for Multi-Region Deep Brain Recordings. J Microelectromech Syst. 2020 Aug; 29(4):499-513. Wang X, Weltman Hirschberg A, Xu H, Slingsby-Smith Z, Lecomte A, Scholten K, Song D, Meng E. PMID: 35663261; PMCID: PMC9164222.
      View in: PubMed   Mentions: 29  
    15. Altered adult neurogenesis and gliogenesis in patients with mesial temporal lobe epilepsy. Nat Neurosci. 2022 04; 25(4):493-503. Ammothumkandy A, Ravina K, Wolseley V, Tartt AN, Yu PN, Corona L, Zhang N, Nune G, Kalayjian L, Mann JJ, Rosoklija GB, Arango V, Dwork AJ, Lee B, Smith JAD, Song D, Berger TW, Heck C, Chow RH, Boldrini M, Liu CY, Russin JJ, Bonaguidi MA. PMID: 35383330; PMCID: PMC9097543.
      View in: PubMed   Mentions: 49     Fields:    Translation:Humans
    16. Accelerating input-output model estimation with parallel computing for testing hippocampal memory prostheses in human. J Neurosci Methods. 2022 Mar 15; 370:109492. She X, Robinson B, Flynn G, Berger TW, Song D. PMID: 35104492.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    17. A Double-Layer Multi-Resolution Classification Model for Decoding Spatiotemporal Patterns of Spikes With Small Sample Size. Neural Comput. 2021 12 15; 34(1):219-254. She X, Berger TW, Song D. PMID: 34758485; PMCID: PMC9470026.
      View in: PubMed   Mentions: 3     Fields:    Translation:HumansAnimalsCells
    18. A sparse multiscale nonlinear autoregressive model for seizure prediction. J Neural Eng. 2021 02 26; 18(2). Yu PN, Liu CY, Heck CN, Berger TW, Song D. PMID: 33470981.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansAnimals
    19. Stimulation and Recording of the Hippocampus Using the Same Pt-Ir Coated Microelectrodes. Front Neurosci. 2021; 15:616063. Elyahoodayan S, Jiang W, Lee CD, Shao X, Weiland G, Whalen JJ, Petrossians A, Song D. PMID: 33716647; PMCID: PMC7943859.
      View in: PubMed   Mentions: 4  
    20. A 512-Channel Multi-Layer Polymer-Based Neural Probe Array. J Microelectromech Syst. 2020 Oct; 29(5):1054-1058. Scholten K, Larson CE, Xu H, Song D, Meng E. PMID: 33746477; PMCID: PMC7978043.
      View in: PubMed   Mentions: 12  
    21. Corrigendum to "Acute in vivo testing of a polymer cuff electrode with integrated microfluidic channels for stimulation, recording, and drug delivery on rat sciatic nerve" [J. Neurosci. Methods 336 (April) (2020) 108634]. J Neurosci Methods. 2020 May 15; 338:108696. Elyahoodayan S, Larson C, Cobo A, Meng E, Song D. PMID: 32265070.
      View in: PubMed   Mentions:    Fields:    
    22. Acute in vivo testing of a polymer cuff electrode with integrated microfluidic channels for stimulation, recording, and drug delivery on rat sciatic nerve. J Neurosci Methods. 2020 04 15; 336:108634. Elyahoodayan S, Larson C, Cobo AM, Meng E, Song D. PMID: 32068010.
      View in: PubMed   Mentions: 13     Fields:    Translation:Animals
    23. A Multi-Channel Asynchronous Neurostimulator With Artifact Suppression for Neural Code-Based Stimulations. Front Neurosci. 2019; 13:1011. Elyahoodayan S, Jiang W, Xu H, Song D. PMID: 31611764; PMCID: PMC6776638.
      View in: PubMed   Mentions: 6  
    24. Multi-Input, Multi-Output Neuronal Mode Network Approach to Modeling the Encoding Dynamics and Functional Connectivity of Neural Systems. Neural Comput. 2019 07; 31(7):1327-1355. Geng K, Shin DC, Song D, Hampson RE, Deadwyler SA, Berger TW, Marmarelis VZ. PMID: 31113305; PMCID: PMC8035906.
      View in: PubMed   Mentions:    Fields:    Translation:HumansCells
    25. A Glutamatergic Spine Model to Enable Multi-Scale Modeling of Nonlinear Calcium Dynamics. Front Comput Neurosci. 2018; 12:58. Hu E, Mergenthal A, Bingham CS, Song D, Bouteiller JM, Berger TW. PMID: 30100870; PMCID: PMC6072875.
      View in: PubMed   Mentions: 9  
    26. ASIC Implementation of a Nonlinear Dynamical Model for Hippocampal Prosthesis. Neural Comput. 2018 09; 30(9):2472-2499. Qiao Z, Han Y, Han X, Xu H, Li WXY, Song D, Berger TW, Cheung RCC. PMID: 29949460.
      View in: PubMed   Mentions: 1     Fields:    Translation:HumansAnimalsCells
    27. Designing Patient-Specific Optimal Neurostimulation Patterns for Seizure Suppression. Neural Comput. 2018 05; 30(5):1180-1208. Sandler RA, Geng K, Song D, Hampson RE, Witcher MR, Deadwyler SA, Berger TW, Marmarelis VZ. PMID: 29566356.
      View in: PubMed   Mentions: 6     Fields:    Translation:HumansCells
    28. Acute in vivo testing of a conformal polymer microelectrode array for multi-region hippocampal recordings. J Neural Eng. 2018 02; 15(1):016017. Xu H, Hirschberg AW, Scholten K, Berger TW, Song D, Meng E. PMID: 29044049; PMCID: PMC5792195.
      View in: PubMed   Mentions: 19     Fields:    Translation:Animals
    29. Mechanism-Based and Input-Output Modeling of the Key Neuronal Connections and Signal Transformations in the CA3-CA1 Regions of the Hippocampus. Neural Comput. 2018 01; 30(1):149-183. Geng K, Shin DC, Song D, Hampson RE, Deadwyler SA, Berger TW, Marmarelis VZ. PMID: 29064783.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansAnimalsCells
    30. Identification of Stable Spike-Timing-Dependent Plasticity from Spiking Activity with Generalized Multilinear Modeling. Neural Comput. 2016 Nov; 28(11):2320-2351. Robinson BS, Berger TW, Song D. PMID: 27557101.
      View in: PubMed   Mentions: 8     Fields:    
    31. Interactions between Inhibitory Interneurons and Excitatory Associational Circuitry in Determining Spatio-Temporal Dynamics of Hippocampal Dentate Granule Cells: A Large-Scale Computational Study. Front Syst Neurosci. 2015; 9:155. Hendrickson PJ, Yu GJ, Song D, Berger TW. PMID: 26635545; PMCID: PMC4647071.
      View in: PubMed   Mentions: 10  
    32. Volterra representation enables modeling of complex synaptic nonlinear dynamics in large-scale simulations. Front Comput Neurosci. 2015; 9:112. Hu EY, Bouteiller JM, Song D, Baudry M, Berger TW. PMID: 26441622; PMCID: PMC4585022.
      View in: PubMed   Mentions: 5  
    33. Hippocampal closed-loop modeling and implications for seizure stimulation design. J Neural Eng. 2015 Oct; 12(5):056017. Sandler RA, Song D, Hampson RE, Deadwyler SA, Berger TW, Marmarelis VZ. PMID: 26355815; PMCID: PMC5030843.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansAnimals
    34. System identification of point-process neural systems using probability based Volterra kernels. J Neurosci Methods. 2015 Jan 30; 240:179-92. Sandler RA, Deadwyler SA, Hampson RE, Song D, Berger TW, Marmarelis VZ. PMID: 25479231; PMCID: PMC4286344.
      View in: PubMed   Mentions: 5     Fields:    Translation:AnimalsCells
    35. Identification of functional synaptic plasticity from spiking activities using nonlinear dynamical modeling. J Neurosci Methods. 2015 Apr 15; 244:123-35. Song D, Chan RH, Robinson BS, Marmarelis VZ, Opris I, Hampson RE, Deadwyler SA, Berger TW. PMID: 25280984; PMCID: PMC4383743.
      View in: PubMed   Mentions: 6     Fields:    Translation:AnimalsCells
    36. Model-based asessment of an in-vivo predictive relationship from CA1 to CA3 in the rodent hippocampus. J Comput Neurosci. 2015 Feb; 38(1):89-103. Sandler RA, Song D, Hampson RE, Deadwyler SA, Berger TW, Marmarelis VZ. PMID: 25260381; PMCID: PMC4297547.
      View in: PubMed   Mentions: 10     Fields:    Translation:AnimalsCells
    37. An in vitro seizure model from human hippocampal slices using multi-electrode arrays. J Neurosci Methods. 2015 Apr 15; 244:154-63. Hsiao MC, Yu PN, Song D, Liu CY, Heck CN, Millett D, Berger TW. PMID: 25244953.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    38. Extraction and restoration of hippocampal spatial memories with non-linear dynamical modeling. Front Syst Neurosci. 2014; 8:97. Song D, Harway M, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 24904318; PMCID: PMC4036140.
      View in: PubMed   Mentions: 7  
    39. Identification of sparse neural functional connectivity using penalized likelihood estimation and basis functions. J Comput Neurosci. 2013 Dec; 35(3):335-57. Song D, Wang H, Tu CY, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 23674048; PMCID: PMC3805829.
      View in: PubMed   Mentions: 22     Fields:    Translation:AnimalsCells
    40. Nonlinear dynamical model based control of in vitro hippocampal output. Front Neural Circuits. 2013; 7:20. Hsiao MC, Song D, Berger TW. PMID: 23429994; PMCID: PMC3576714.
      View in: PubMed   Mentions: 4     Fields:    Translation:Animals
    41. Role of the hippocampus in memory formation: restorative encoding memory integration neural device as a cognitive neural prosthesis. IEEE Pulse. 2012 Sep-Oct; 3(5):17-22. Berger T, Song D, Chan R, Shin D, Marmarelis V, Hampson R, Sweatt A, Heck C, Liu C, Wills J, Lacoss J, Granacki J, Gerhardt G, Deadwyler S. PMID: 23014702.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansAnimals
    42. Nonlinear modeling of dynamic interactions within neuronal ensembles using Principal Dynamic Modes. J Comput Neurosci. 2013 Feb; 34(1):73-87. Marmarelis VZ, Shin DC, Song D, Hampson RE, Deadwyler SA, Berger TW. PMID: 23011343; PMCID: PMC3531564.
      View in: PubMed   Mentions: 15     Fields:    Translation:HumansCells
    43. A hippocampal cognitive prosthesis: multi-input, multi-output nonlinear modeling and VLSI implementation. IEEE Trans Neural Syst Rehabil Eng. 2012 Mar; 20(2):198-211. Berger TW, Song D, Chan RH, Marmarelis VZ, LaCoss J, Wills J, Hampson RE, Deadwyler SA, Granacki JJ. PMID: 22438335; PMCID: PMC3395724.
      View in: PubMed   Mentions: 46     Fields:    Translation:Animals
    44. Functional connectivity between Layer 2/3 and Layer 5 neurons in prefrontal cortex of nonhuman primates during a delayed match-to-sample task. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:2555-8. Song D, Opris I, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 23366446.
      View in: PubMed   Mentions: 7     Fields:    Translation:AnimalsCells
    45. Towards a large-scale biologically realistic model of the hippocampus. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:4595-8. Hendrickson PJ, Yu GJ, Robinson BS, Song D, Berger TW. PMID: 23366951; PMCID: PMC4172354.
      View in: PubMed   Mentions: 8     Fields:    Translation:HumansAnimalsCells
    46. Implementation of activity-dependent synaptic plasticity rules for a large-scale biologically realistic model of the hippocampus. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:1366-9. Robinson BS, Yu GJ, Hendrickson PJ, Song D, Berger TW. PMID: 23366153; PMCID: PMC4172364.
      View in: PubMed   Mentions: 5     Fields:    Translation:AnimalsCells
    47. Analog low-power hardware implementation of a Laguerre-Volterra model of intracellular subthreshold neuronal activity. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:767-70. Ghaderi VS, Roach S, Song D, Marmarelis VZ, Choma J, Berger TW. PMID: 23366005.
      View in: PubMed   Mentions:    Fields:    Translation:HumansAnimalsCells
    48. Spatio-temporal inter-ictal activity recorded from human epileptic hippocampal slices. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:5166-9. Hsiao MC, Yu PN, Song D, Liu CY, Heck CN, Millett D, Berger TW. PMID: 23367092.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    49. An analysis of the expression locus of long-term potentiation in hippocampal CA1 neurons. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:5510-3. Roach SM, Lu U, Song D, Berger TW. PMID: 23367177.
      View in: PubMed   Mentions:    Fields:    Translation:AnimalsCells
    50. Implementation of topographically constrained connectivity for a large-scale biologically realistic model of the hippocampus. Annu Int Conf IEEE Eng Med Biol Soc. 2012; 2012:1358-61. Yu GJ, Robinson BS, Hendrickson PJ, Song D, Berger TW. PMID: 23366151; PMCID: PMC4172365.
      View in: PubMed   Mentions: 8     Fields:    Translation:AnimalsCells
    51. Nonlinear dynamic modeling of neuron action potential threshold during synaptically driven broadband intracellular activity. IEEE Trans Biomed Eng. 2012 Mar; 59(3):706-16. Lu U, Roach SM, Song D, Berger TW. PMID: 22156947; PMCID: PMC3399271.
      View in: PubMed   Mentions: 4     Fields:    Translation:AnimalsCells
    52. Determination of relevant neuron-neuron connections for neural prosthetics using time-delayed mutual information: tutorial and preliminary results. World Neurosurg. 2012 Dec; 78(6):618-30. Taghva A, Song D, Hampson RE, Deadwyler SA, Berger TW. PMID: 22120279; PMCID: PMC3810969.
      View in: PubMed   Mentions: 2     Fields:    Translation:AnimalsCells
    53. A cortical neural prosthesis for restoring and enhancing memory. J Neural Eng. 2011 Aug; 8(4):046017. Berger TW, Hampson RE, Song D, Goonawardena A, Marmarelis VZ, Deadwyler SA. PMID: 21677369; PMCID: PMC3141091.
      View in: PubMed   Mentions: 88     Fields:    Translation:AnimalsCells
    54. Nonlinear dynamic modeling of synaptically driven single hippocampal neuron intracellular activity. IEEE Trans Biomed Eng. 2011 May; 58(5):1303-13. Lu U, Song D, Berger TW. PMID: 21233041; PMCID: PMC3125057.
      View in: PubMed   Mentions: 5     Fields:    Translation:AnimalsCells
    55. A two-stage cascade nonlinear dynamical model of single neurons for the separation and quantification of pre- and post-synaptic mechanisms of synaptic transmission. Annu Int Conf IEEE Eng Med Biol Soc. 2011; 2011:1427-30. Lu U, Roach SM, Song D, Berger TW. PMID: 22254586.
      View in: PubMed   Mentions:    Fields:    Translation:HumansAnimalsCells
    56. Estimation and statistical validation of event-invariant nonlinear dynamic models of hippocampal CA3-CA1 population activities. Annu Int Conf IEEE Eng Med Biol Soc. 2011; 2011:3330-3. Song D, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 22255052.
      View in: PubMed   Mentions: 2     Fields:    Translation:Animals
    57. Tracking the changes of hippocampal population nonlinear dynamics in rats learning a memory-dependent task. Annu Int Conf IEEE Eng Med Biol Soc. 2011; 2011:3326-9. Chan RH, Song D, Goonawardena AV, Bough S, Sesay J, Hampson RE, Deadwyler SA, Berger TW. PMID: 22255051.
      View in: PubMed   Mentions: 2     Fields:    Translation:Animals
    58. The Neurobiological Basis of Cognition: Identification by Multi-Input, Multioutput Nonlinear Dynamic Modeling: A method is proposed for measuring and modeling human long-term memory formation by mathematical analysis and computer simulation of nerve-cell dynamics. Proc IEEE Inst Electr Electron Eng. 2010 Mar 04; 98(3):356-374. Berger TW, Song D, Chan RH, Marmarelis VZ. PMID: 20700470; PMCID: PMC2917774.
      View in: PubMed   Mentions: 23  
    59. Estimating sparse Volterra models using group L1-regularization. Annu Int Conf IEEE Eng Med Biol Soc. 2010; 2010:4128-31. Song D, Wang H, Berger TW. PMID: 21096634.
      View in: PubMed   Mentions: 3     Fields:    
    60. Changes of hippocampal CA3-CA1 population nonlinear dynamics across different training sessions in rats performing a memory-dependent task. Annu Int Conf IEEE Eng Med Biol Soc. 2010; 2010:5464-7. Chan RH, Song D, Goonawardena AV, Bough S, Sesay J, Hampson RE, Deadwyler SA, Berger TW. PMID: 21096285.
      View in: PubMed   Mentions: 3     Fields:    Translation:Animals
    61. Nonlinear dynamic analyses of single hippocampal neurons before and after long-term potentiation. Annu Int Conf IEEE Eng Med Biol Soc. 2010; 2010:2762-5. Lu U, Song D, Berger TW. PMID: 21096216.
      View in: PubMed   Mentions:    Fields:    Translation:AnimalsCells
    62. Nonlinear modeling of neural population dynamics for hippocampal prostheses. Neural Netw. 2009 Nov; 22(9):1340-51. Song D, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 19501484; PMCID: PMC2821165.
      View in: PubMed   Mentions: 35     Fields:    Translation:AnimalsCells
    63. Nonstationary modeling of neural population dynamics. Annu Int Conf IEEE Eng Med Biol Soc. 2009; 2009:4559-62. Chan RH, Song D, Berger TW. PMID: 19963837.
      View in: PubMed   Mentions: 3     Fields:    
    64. Using an open-loop inverse control strategy to regulate CA1 nonlinear dynamics for an in vitro hippocampal prosthesis model. Annu Int Conf IEEE Eng Med Biol Soc. 2009; 2009:1529-32. Hsiao MC, Song D, Berger TW. PMID: 19963755.
      View in: PubMed   Mentions:    Fields:    
    65. Sparse generalized Laguerre-Volterra model of neural population dynamics. Annu Int Conf IEEE Eng Med Biol Soc. 2009; 2009:4555-8. Song D, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 19963836.
      View in: PubMed   Mentions: 4     Fields:    Translation:Animals
    66. Nonlinear model of single hippocampal neurons with dynamical thresholds. Annu Int Conf IEEE Eng Med Biol Soc. 2009; 2009:3330-4. Lu U, Song D, Berger TW. PMID: 19964070.
      View in: PubMed   Mentions:    Fields:    Translation:AnimalsCells
    67. Parametric and non-parametric modeling of short-term synaptic plasticity. Part I: Computational study. J Comput Neurosci. 2009 Feb; 26(1):1-19. Song D, Marmarelis VZ, Berger TW. PMID: 18506609; PMCID: PMC2770349.
      View in: PubMed   Mentions: 20     Fields:    Translation:Cells
    68. Parametric and non-parametric modeling of short-term synaptic plasticity. Part II: Experimental study. J Comput Neurosci. 2009 Feb; 26(1):21-37. Song D, Wang Z, Marmarelis VZ, Berger TW. PMID: 18504530; PMCID: PMC2749717.
      View in: PubMed   Mentions: 18     Fields:    Translation:AnimalsCells
    69. Nonparametric modeling of single neuron. Annu Int Conf IEEE Eng Med Biol Soc. 2008; 2008:2469-72. Lu U, Song D, Berger TW. PMID: 19163203.
      View in: PubMed   Mentions:    Fields:    Translation:AnimalsCells
    70. Tracking temporal evolution of nonlinear dynamics in hippocampus using time-varying volterra kernels. Annu Int Conf IEEE Eng Med Biol Soc. 2008; 2008:4996-9. Chan RH, Song D, Berger TW. PMID: 19163839.
      View in: PubMed   Mentions: 4     Fields:    Translation:HumansCells
    71. Control theory-based regulation of hippocampal CA1 nonlinear dynamics. Annu Int Conf IEEE Eng Med Biol Soc. 2008; 2008:5535-8. Hsiao MC, Song D, Berger TW. PMID: 19163971.
      View in: PubMed   Mentions: 1     Fields:    Translation:AnimalsCells
    72. Predicting EMG with generalized Volterra kernel model. Annu Int Conf IEEE Eng Med Biol Soc. 2008; 2008:201-4. Song D, Hendrickson P, Marmarelis VZ, Aguayo J, He J, Loeb GE, Berger TW. PMID: 19162628.
      View in: PubMed   Mentions: 5     Fields:    Translation:Animals
    73. Nonlinear dynamic modeling of spike train transformations for hippocampal-cortical prostheses. IEEE Trans Biomed Eng. 2007 Jun; 54(6 Pt 1):1053-66. Song D, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 17554824.
      View in: PubMed   Mentions: 46     Fields:    Translation:HumansAnimalsCells
    74. Statistical selection of multiple-input multiple-output nonlinear dynamic models of spike train transformation. Annu Int Conf IEEE Eng Med Biol Soc. 2007; 2007:4727-30. Song D, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 18003061.
      View in: PubMed   Mentions: 4     Fields:    Translation:AnimalsCells
    75. Interaction of short-term neuronal plasticity and synaptic plasticity revealed by nonlinear systems analysis in dentate granule cells. Conf Proc IEEE Eng Med Biol Soc. 2006; 2006:5543-6. Xie X, Song D, Wang Z, Marmarelis VZ, Berger TW. PMID: 17946314.
      View in: PubMed   Mentions: 2     Fields:    Translation:AnimalsCells
    76. Physiologically plausible stochastic nonlinear kernel models of spike train to spike train transformation. Conf Proc IEEE Eng Med Biol Soc. 2006; 2006:6129-32. Song D, Chan RH, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW. PMID: 17946359.
      View in: PubMed   Mentions: 3     Fields:    Translation:HumansCells
    77. VLSI implementation of a nonlinear neuronal model: a "neural prosthesis" to restore hippocampal trisynaptic dynamics. Conf Proc IEEE Eng Med Biol Soc. 2006; 2006:4396-9. Hsiao MC, Chan CH, Srinivasan V, Ahuja A, Erinjippurath G, Zanos TP, Gholmieh G, Song D, Wills JD, LaCoss J, Courellis S, Tanguay AR, Granacki JJ, Marmarelis VZ, Berger TW. PMID: 17946244.
      View in: PubMed   Mentions: 2     Fields:    Translation:AnimalsCells
    78. Custom-designed high-density conformal planar multielectrode arrays for brain slice electrophysiology. J Neurosci Methods. 2006 Apr 15; 152(1-2):116-29. Gholmieh G, Soussou W, Han M, Ahuja A, Hsiao MC, Song D, Tanguay AR, Berger TW. PMID: 16289315.
      View in: PubMed   Mentions: 15     Fields:    Translation:AnimalsCells
    79. Restoring lost cognitive function. IEEE Eng Med Biol Mag. 2005 Sep-Oct; 24(5):30-44. Berger TW, Ahuja A, Courellis SH, Deadwyler SA, Erinjippurath G, Gerhardt GA, Gholmieh G, Granacki JJ, Hampson R, Hsaio MC, LaCoss J, Marmarelis VZ, Nasiatka P, Srinivasan V, Song D, Tanguay AR, Wills J. PMID: 16248115.
      View in: PubMed   Mentions: 31     Fields:    Translation:Humans
    80. Contribution of NMDA receptor channels to the expression of LTP in the hippocampal dentate gyrus. Hippocampus. 2002; 12(5):680-8. Wang Z, Song D, Berger TW. PMID: 12440582.
      View in: PubMed   Mentions: 5     Fields:    Translation:AnimalsCells
    81. Contribution of T-type VDCC to TEA-induced long-term synaptic modification in hippocampal CA1 and dentate gyrus. Hippocampus. 2002; 12(5):689-97. Song D, Wang Z, Berger TW. PMID: 12440583.
      View in: PubMed   Mentions: 6     Fields:    Translation:AnimalsCells
    82. Differential effect of TEA on long-term synaptic modification in hippocampal CA1 and dentate gyrus in vitro. Neurobiol Learn Mem. 2001 Nov; 76(3):375-87. Song D, Xie X, Wang Z, Berger TW. PMID: 11726243.
      View in: PubMed   Mentions: 11     Fields:    Translation:AnimalsCells
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