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Shpigelman L, Singer Y, Paz R, Vaadia E (2005) Spikernels: predicting arm movements by embedding population spike rate patterns in inner-product spaces. Neural Comput 17:671-90 [PubMed]

References and models cited by this paper

References and models that cite this paper

Brockwell AE, Rojas AL, Kass RE (2004) Recursive bayesian decoding of motor cortical signals by particle filtering. J Neurophysiol 91:1899-907 [Journal] [PubMed]

Brown EN, Frank LM, Tang D, Quirk MC, Wilson MA (1998) A statistical paradigm for neural spike train decoding applied to position prediction from ensemble firing patterns of rat hippocampal place cells. J Neurosci 18:7411-25 [PubMed]

Chapin JK, Moxon KA, Markowitz RS, Nicolelis MA (1999) Real-time control of a robot arm using simultaneously recorded neurons in the motor cortex. Nat Neurosci 2:664-70 [Journal] [PubMed]

Cover TM, Thomas JA (1991) Elements of Information Theory

Donchin O, Gribova A, Steinberg O, Bergman H, Vaadia E (1998) Primary motor cortex is involved in bimanual coordination. Nature 395:274-8 [Journal] [PubMed]

Fu QG, Flament D, Coltz JD, Ebner TJ (1997) Relationship of cerebellar Purkinje cell simple spike discharge to movement kinematics in the monkey. J Neurophysiol 78:478-91 [Journal] [PubMed]

Genton MG (2001) Classes of kernels for machine learning: A statistical perspective J Mach Learn Res 2:299-312

Georgopoulos AP, Kalaska J, Massey J (1983) Spatial coding of movements: A hypothesis concerning the coding of movement direction by motor cortical populations Exp Brain Res 7:327-336

Georgopoulos AP, Schwartz AB, Kettner RE (1986) Neuronal population coding of movement direction. Science 233:1416-9 [PubMed]

Haussler D (1999) Convolution kernels on discrete structures Tech. Rep. No. UCSC-CRL-99-10

Isaacs RE, Weber DJ, Schwartz AB (2000) Work toward real-time control of a cortical neural prothesis. IEEE Trans Rehabil Eng 8:196-8 [PubMed]

Jaakola TS, Haussler D (1998) Exploiting generative models in discriminative calssifiers Advances in neural information processing systems, Kearns M:Jordan M:Solla S, ed.

Laubach M, Shuler M, Nicolelis MA (1999) Independent component analyses for quantifying neuronal ensemble interactions. J Neurosci Methods 94:141-54 [PubMed]

Laubach M, Wessberg J, Nicolelis MA (2000) Cortical ensemble activity increasingly predicts behaviour outcomes during learning of a motor task. Nature 405:567-71 [Journal] [PubMed]

Lodhi H, Shawe-Taylor J, Cristianini N, Watkins CJCH (2000) Text classification using string kernels Advances in nueural information processing systems, Solla SA:Leen TK:Muller KR, ed.

Magee JC (2000) Dendritic integration of excitatory synaptic input. Nat Rev Neurosci 1:181-90 [Journal] [PubMed]

Moran DW, Schwartz AB (1999) Motor cortical representation of speed and direction during reaching. J Neurophysiol 82:2676-92 [Journal] [PubMed]

Nicolelis MA (2001) Actions from thoughts. Nature 409:403-7 [Journal] [PubMed]

Nicolelis MA, Ghazanfar AA, Faggin BM, Votaw S, Oliveira LM (1997) Reconstructing the engram: simultaneous, multisite, many single neuron recordings. Neuron 18:529-37 [PubMed]

Paz R, Boraud T, Natan C, Bergman H, Vaadia E (2003) Preparatory activity in motor cortex reflects learning of local visuomotor skills. Nat Neurosci 6:882-90 [Journal] [PubMed]

Pouget A, Snyder LH (2000) Computational approaches to sensorimotor transformations. Nat Neurosci 3 Suppl:1192-8 [Journal] [PubMed]

Riehle A, GrĂ¼n S, Diesmann M, Aertsen A (1997) Spike synchronization and rate modulation differentially involved in motor cortical function. Science 278:1950-3 [PubMed]

Schwartz AB (1994) Direct cortical representation of drawing. Science 265:540-2 [PubMed]

Schwartz AB, Kettner RE, Georgopoulos AP (1988) Primate motor cortex and free arm movements to visual targets in three-dimensional space. I. Relations between single cell discharge and direction of movement. J Neurosci 8:2913-27 [PubMed]

Segev I, Rall W (1998) Excitable dendrites and spines: earlier theoretical insights elucidate recent direct observations. Trends Neurosci 21:453-60 [PubMed]

Serruya MD, Hatsopoulos NG, Paninski L, Fellows MR, Donoghue JP (2002) Instant neural control of a movement signal. Nature 416:141-2 [Journal] [PubMed]

Shpigelman L, Singer Y, Paz R, Vaadia E (2003) Spikernels: Embedding spiking neurons in inner product spaces Advances in neural information processing systems, Becker S:Thrun S:Obermayer K, ed.

Smola A, Scholkopf B (2004) A tutorial on support vector regression Statistics Of Computing 14:199-222

Taylor DM, Tillery SI, Schwartz AB (2002) Direct cortical control of 3D neuroprosthetic devices. Science 296:1829-32 [Journal] [PubMed]

Vaadia E, Haalman I, Abeles M, Bergman H, Prut Y, Slovin H, Aertsen A (1995) Dynamics of neuronal interactions in monkey cortex in relation to behavioural events. Nature 373:515-8 [Journal] [PubMed]

Vapnik V (1995) The Nature of Statistical Learning Theory

Watkins C (1999) Dynamic alignment kernels Advances in large main classifiers, Bartlett P:Scholkopf B:Schuurmans D:Smola A, ed. pp.39

Wessberg J, Stambaugh CR, Kralik JD, Beck PD, Laubach M, Chapin JK, Kim J, Biggs SJ, Srinivasan MA, Nicolelis MA (2000) Real-time prediction of hand trajectory by ensembles of cortical neurons in primates. Nature 408:361-5 [Journal] [PubMed]

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