메뉴 건너뛰기




Volumn 127, Issue 2, 2003, Pages 111-122

Robust, automatic spike sorting using mixtures of multivariate t-distributions

Author keywords

Electrode array; Expectation maximization; Mixture models; Multi unit recording; Multivariate t distribution; Spike sorting; Unsupervised classification

Indexed keywords

ALGORITHM; ARTICLE; AUTONOMIC NERVOUS SYSTEM; CONTAMINATION; DECOMPOSITION; MULTIVARIATE ANALYSIS; NERVE CELL; NOISE; NORMAL DISTRIBUTION; PRIORITY JOURNAL; RECORDING; RELIABILITY; SPIKE; STATISTICAL ANALYSIS; WAVEFORM;

EID: 0042626402     PISSN: 01650270     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0165-0270(03)00120-1     Document Type: Article
Times cited : (280)

References (41)
  • 1
    • 0027453616 scopus 로고
    • Model-based Gaussian and non-Gaussian clustering
    • Banfield J.D., Raftery A.E. Model-based Gaussian and non-Gaussian clustering. Biometrics. 49:1993;803-821.
    • (1993) Biometrics , vol.49 , pp. 803-821
    • Banfield, J.D.1    Raftery, A.E.2
  • 3
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data using the EM algorithm (with discussion)
    • Dempster A.P., Laird N.M., Rubin D.B. Maximum likelihood from incomplete data using the EM algorithm (with discussion). J. R. Stat. Soc. B. 39:1977;1-39.
    • (1977) J. R. Stat. Soc. B , vol.39 , pp. 1-39
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 4
    • 0036828974 scopus 로고    scopus 로고
    • Connecting cortex to machines: Recent advances in brain interfaces
    • Donoghue J.P. Connecting cortex to machines: recent advances in brain interfaces. Nat. Neurosci. 5:(Suppl):2002;1085-1088.
    • (2002) Nat. Neurosci. , vol.5 , Issue.SUPPL. , pp. 1085-1088
    • Donoghue, J.P.1
  • 5
    • 0030297850 scopus 로고    scopus 로고
    • Automatic sorting of multiple unit neuronal signals in the presence of anisotropic and non-Gaussian variability
    • Fee M.S., Mitra P.P., Kleinfeld D. Automatic sorting of multiple unit neuronal signals in the presence of anisotropic and non-Gaussian variability. J. Neurosci. Methods. 69:(2):1996;175-188.
    • (1996) J. Neurosci. Methods , vol.69 , Issue.2 , pp. 175-188
    • Fee, M.S.1    Mitra, P.P.2    Kleinfeld, D.3
  • 6
    • 0030480277 scopus 로고    scopus 로고
    • Variability of extracellular spike waveforms of cortical neurons
    • Fee M.S., Mitra P.P., Kleinfeld D. Variability of extracellular spike waveforms of cortical neurons. J. Neurophysiol. 76:(6):1996;3823-3833.
    • (1996) J. Neurophysiol. , vol.76 , Issue.6 , pp. 3823-3833
    • Fee, M.S.1    Mitra, P.P.2    Kleinfeld, D.3
  • 7
    • 0036522404 scopus 로고    scopus 로고
    • Unsupervised learning of finite mixture models
    • Figueiredo M., Jain A. Unsupervised learning of finite mixture models. IEEE Trans. PAMI. 24:(3):2002;381-396.
    • (2002) IEEE Trans. PAMI , vol.24 , Issue.3 , pp. 381-396
    • Figueiredo, M.1    Jain, A.2
  • 8
    • 0039770760 scopus 로고    scopus 로고
    • Unsupervised classification of neural spikes with a hybrid multilayer artificial neural network
    • Garcia P., Suarez C.P., Rodriguez J., Rodriguez M. Unsupervised classification of neural spikes with a hybrid multilayer artificial neural network. J. Neurosci. Methods. 82:(1):1998;59-73.
    • (1998) J. Neurosci. Methods , vol.82 , Issue.1 , pp. 59-73
    • Garcia, P.1    Suarez, C.P.2    Rodriguez, J.3    Rodriguez, M.4
  • 9
    • 0020401276 scopus 로고
    • On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex
    • Georgopoulos A.P., Kalaska J.F., Caminiti R., Massey J.T. On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex. J. Neurosci. 2:(11):1982;1527-1537.
    • (1982) J. Neurosci. , vol.2 , Issue.11 , pp. 1527-1537
    • Georgopoulos, A.P.1    Kalaska, J.F.2    Caminiti, R.3    Massey, J.T.4
  • 10
    • 0032888084 scopus 로고    scopus 로고
    • A 100-channel system for real time detection and storage of extracellular spike waveforms
    • Guillory K.S., Normann R.A. A 100-channel system for real time detection and storage of extracellular spike waveforms. J. Neurosci. Methods. 91:(1-2):1999;21-29.
    • (1999) J. Neurosci. Methods , vol.91 , Issue.1-2 , pp. 21-29
    • Guillory, K.S.1    Normann, R.A.2
  • 11
    • 0033928411 scopus 로고    scopus 로고
    • Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measurements
    • Harris K.D., Henze D.A., Csicsvari J., Hirase H., Buzsaki G. Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measurements. J. Neurophysiol. 84:(1):2000;401-414.
    • (2000) J. Neurophysiol. , vol.84 , Issue.1 , pp. 401-414
    • Harris, K.D.1    Henze, D.A.2    Csicsvari, J.3    Hirase, H.4    Buzsaki, G.5
  • 12
    • 0028662508 scopus 로고
    • A three-dimensional microelectrode array for chronic neural recording
    • Hoogerwerf A.C., Wise K.D. A three-dimensional microelectrode array for chronic neural recording. IEEE Trans. Biomed. Eng. 41:(12):1994;1136-1146.
    • (1994) IEEE Trans. Biomed. Eng. , vol.41 , Issue.12 , pp. 1136-1146
    • Hoogerwerf, A.C.1    Wise, K.D.2
  • 14
    • 0037198369 scopus 로고    scopus 로고
    • A method for spike sorting and detection based on wavelet packets and Shannon's mutual information
    • Hulata E., Segev R., Ben-Jacob E. A method for spike sorting and detection based on wavelet packets and Shannon's mutual information. J. Neurosci. Methods. 117:2002;1-12.
    • (2002) J. Neurosci. Methods , vol.117 , pp. 1-12
    • Hulata, E.1    Segev, R.2    Ben-Jacob, E.3
  • 17
    • 0026735250 scopus 로고
    • A glass/silicon composite intracortical electrode array
    • Jones K.E., Campbell P.K., Normann R.A. A glass/silicon composite intracortical electrode array. Ann. Biomed. Eng. 20:(4):1992;423-437.
    • (1992) Ann. Biomed. Eng. , vol.20 , Issue.4 , pp. 423-437
    • Jones, K.E.1    Campbell, P.K.2    Normann, R.A.3
  • 18
    • 0034306387 scopus 로고    scopus 로고
    • Neural spike sorting under nearly 0-dB signal-to-noise ratio using nonlinear energy operator and artificial neural-network classifier
    • Kim K.H., Kim S.J. Neural spike sorting under nearly 0-dB signal-to-noise ratio using nonlinear energy operator and artificial neural-network classifier. IEEE Trans. Biomed. Eng. 47:(10):2000;1406-1411.
    • (2000) IEEE Trans. Biomed. Eng. , vol.47 , Issue.10 , pp. 1406-1411
    • Kim, K.H.1    Kim, S.J.2
  • 19
    • 84950441032 scopus 로고
    • Robust statistical modeling using the t distribution
    • Lange K.L., Little R.J.A., Taylor J.M.G. Robust statistical modeling using the t distribution. J. Am. Stat. Assoc. 84:(408):1989;881-896.
    • (1989) J. Am. Stat. Assoc. , vol.84 , Issue.408 , pp. 881-896
    • Lange, K.L.1    Little, R.J.A.2    Taylor, J.M.G.3
  • 20
    • 0000960284 scopus 로고
    • Bayesian modeling and classification of neural signals
    • Lewicki M.S. Bayesian modeling and classification of neural signals. Neural Comput. 6:(5):1994;1005-1030.
    • (1994) Neural Comput. , vol.6 , Issue.5 , pp. 1005-1030
    • Lewicki, M.S.1
  • 21
    • 0013130627 scopus 로고    scopus 로고
    • A review of methods for spike sorting: The detection and classification of neural action potentials
    • Lewicki M.S. A review of methods for spike sorting: the detection and classification of neural action potentials. Network. 9:(4):1998;R53-R78.
    • (1998) Network , vol.9 , Issue.4
    • Lewicki, M.S.1
  • 22
    • 0000315742 scopus 로고
    • The ECME algorithm: A simple extension of EM and ECM with faster monotone convergence
    • Liu C., Rubin D.B. The ECME algorithm: a simple extension of EM and ECM with faster monotone convergence. Biometrika. 81:(4):1994;633-648.
    • (1994) Biometrika , vol.81 , Issue.4 , pp. 633-648
    • Liu, C.1    Rubin, D.B.2
  • 23
    • 0034655830 scopus 로고    scopus 로고
    • A technique to prevent dural adhesions to chronically implanted microelectrode arrays
    • Maynard E.M., Fernandez E., Normann R.A. A technique to prevent dural adhesions to chronically implanted microelectrode arrays. J. Neurosci. Methods. 97:(2):2000;93-101.
    • (2000) J. Neurosci. Methods , vol.97 , Issue.2 , pp. 93-101
    • Maynard, E.M.1    Fernandez, E.2    Normann, R.A.3
  • 26
    • 0029991104 scopus 로고    scopus 로고
    • A neural network approach to real-time spike discrimination during simultaneous recording from several multi-unit nerve filaments
    • Ohberg F., Johansson H., Bergenheim M., Pedersen J., Djupsjobacka M. A neural network approach to real-time spike discrimination during simultaneous recording from several multi-unit nerve filaments. J. Neurosci. Methods. 64:(2):1996;181-187.
    • (1996) J. Neurosci. Methods , vol.64 , Issue.2 , pp. 181-187
    • Ohberg, F.1    Johansson, H.2    Bergenheim, M.3    Pedersen, J.4    Djupsjobacka, M.5
  • 28
    • 0041407143 scopus 로고    scopus 로고
    • Robust mixture modelling using the t distribution
    • Peel D., McLachlan G.J. Robust mixture modelling using the t distribution. Stat. Comput. 10:2000;339-348.
    • (2000) Stat. Comput. , vol.10 , pp. 339-348
    • Peel, D.1    McLachlan, G.J.2
  • 29
    • 0032743116 scopus 로고    scopus 로고
    • Interaction between spike waveform classification and temporal sequence detection
    • Quirk M.C., Wilson M.A. Interaction between spike waveform classification and temporal sequence detection. J. Neurosci. Methods. 94:(1):1999;41-52.
    • (1999) J. Neurosci. Methods , vol.94 , Issue.1 , pp. 41-52
    • Quirk, M.C.1    Wilson, M.A.2
  • 30
    • 18244378520 scopus 로고    scopus 로고
    • On Bayesian analysis of mixtures with unknown number of components
    • Richardson S., Green P. On Bayesian analysis of mixtures with unknown number of components. J. R. Stat. Soc. B. 59:1997;731-792.
    • (1997) J. R. Stat. Soc. B , vol.59 , pp. 731-792
    • Richardson, S.1    Green, P.2
  • 33
    • 0003524533 scopus 로고    scopus 로고
    • Ph.D. Dissertation. Computation and Neural Systems. California Institute of Technology
    • Sahani M. Latent Variable Models for Neural Data Analysis. Ph.D. Dissertation. Computation and Neural Systems. California Institute of Technology, 1999.
    • (1999) Latent Variable Models for Neural Data Analysis
    • Sahani, M.1
  • 34
    • 0023680404 scopus 로고
    • Unsupervised waveform classification for multi-neuron recordings: A real-time, software-based system. I. Algorithms and implementation
    • Salganicoff M., Sarna M., Sax L., Gerstein G.L. Unsupervised waveform classification for multi-neuron recordings: a real-time, software-based system. I. Algorithms and implementation. J. Neurosci. Methods. 25:(3):1988;181-187.
    • (1988) J. Neurosci. Methods , vol.25 , Issue.3 , pp. 181-187
    • Salganicoff, M.1    Sarna, M.2    Sax, L.3    Gerstein, G.L.4
  • 35
    • 0021688299 scopus 로고
    • Computer separation of multi-unit neuroelectric data: A review
    • Schmidt E.M. Computer separation of multi-unit neuroelectric data: a review. J. Neurosci. Methods. 12:(2):1984;95-111.
    • (1984) J. Neurosci. Methods , vol.12 , Issue.2 , pp. 95-111
    • Schmidt, E.M.1
  • 37
    • 0036568162 scopus 로고    scopus 로고
    • Robust clustering by deterministic agglomeration EM of mixtures of multivariate t-distributions
    • Shoham S. Robust clustering by Deterministic Agglomeration EM of mixtures of multivariate t-distributions. Pattern Recognition 35: 2002.
    • (2002) Pattern Recognition , vol.35
    • Shoham, S.1
  • 38
    • 0032191695 scopus 로고    scopus 로고
    • Classification of non-stationary neural signals
    • Snider R.K., Bonds A.B. Classification of non-stationary neural signals. J. Neurosci. Methods. 84:(1-2):1998;155-166.
    • (1998) J. Neurosci. Methods , vol.84 , Issue.1-2 , pp. 155-166
    • Snider, R.K.1    Bonds, A.B.2
  • 40
    • 0000208682 scopus 로고
    • Estimation and inference via compact coding
    • Wallace C., Freeman P. Estimation and inference via compact coding. J. R. Stat. Soc. B. 49:(3):1987;241-252.
    • (1987) J. R. Stat. Soc. B , vol.49 , Issue.3 , pp. 241-252
    • Wallace, C.1    Freeman, P.2
  • 41
    • 0034142506 scopus 로고    scopus 로고
    • Identification of reliable spike templates in multi-unit extracellular recordings using fuzzy clustering
    • Zouridakis G., Tam D.C. Identification of reliable spike templates in multi-unit extracellular recordings using fuzzy clustering. Comput. Methods Prog. Biomed. 61:(2):2000;91-98.
    • (2000) Comput. Methods Prog. Biomed. , vol.61 , Issue.2 , pp. 91-98
    • Zouridakis, G.1    Tam, D.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.