메뉴 건너뛰기




Volumn 10, Issue 3, 2015, Pages

How many separable sources? Model selection in independent components analysis

Author keywords

[No Author keywords available]

Indexed keywords

AKAIKE INFORMATION CRITERION; ARTICLE; CONTROLLED STUDY; CRANIOMETRY; GAUSSIAN SUBSPACE; INDEPENDENT COMPONENT ANALYSIS; INFORMATION SCIENCE; KERNEL METHOD; PRINCIPAL COMPONENT ANALYSIS; PROCESS MODEL; ALGORITHM; ANATOMY AND HISTOLOGY; HUMAN; NORMAL DISTRIBUTION; SKULL; STATISTICAL MODEL;

EID: 84961289293     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0118877     Document Type: Article
Times cited : (6)

References (49)
  • 2
    • 0242404415 scopus 로고    scopus 로고
    • Independent component analysis of functional MRI: What is signal and what is noise?
    • PMID: 14630228
    • McKeown MJ, Hansen LK, Sejnowski TJ. Independent component analysis of functional MRI: what is signal and what is noise? Curr Opin Neurobiol. 2003; 13: 620-629. doi: 10.1016/j.conb.2003.09.012 PMID: 14630228
    • (2003) Curr Opin Neurobiol. , vol.13 , pp. 620-629
    • McKeown, M.J.1    Hansen, L.K.2    Sejnowski, T.J.3
  • 3
    • 18744404816 scopus 로고    scopus 로고
    • Independent component analysis for biomedical signals
    • PMID: 15742873
    • James CJ, Hesse CW. Independent component analysis for biomedical signals. Physiol Meas. 2005; 26: R15-R39. doi: 10.1088/0967-3334/26/1/R02 PMID: 15742873
    • (2005) Physiol Meas. , vol.26 , pp. R15-R39
    • James, C.J.1    Hesse, C.W.2
  • 4
    • 0034207888 scopus 로고    scopus 로고
    • A unifying information-theoretic framework for independent component analysis
    • Lee T, Girolami M, Bell AJ, Sejnowski TJ. A unifying information-theoretic framework for independent component analysis. Comput Math Appl. 2000; 39: 1-21. doi: 10.1016/S0898-1221(00)00101-2
    • (2000) Comput Math Appl. , vol.39 , pp. 1-21
    • Lee, T.1    Girolami, M.2    Bell, A.J.3    Sejnowski, T.J.4
  • 7
    • 0033570807 scopus 로고    scopus 로고
    • Independent component analysis: A flexible nonlinearity and decorrelating manifold approach
    • PMID: 10578040
    • Everson R, Roberts S. Independent component analysis: a flexible nonlinearity and decorrelating manifold approach. Neural Comput. 1999; 11: 1957-1983. doi: 10.1162/089976699300016043 PMID: 10578040
    • (1999) Neural Comput. , vol.11 , pp. 1957-1983
    • Everson, R.1    Roberts, S.2
  • 9
    • 3042594840 scopus 로고    scopus 로고
    • Validating the independent components of neuroimaging time series via clustering and visualization
    • PMID: 15219593
    • Himberg J, Hyvärinen A, Esposito F. Validating the independent components of neuroimaging time series via clustering and visualization. Neuroimage 2004; 22: 1214-1222. doi: 10.1016/j.neuroimage.2004.03.027 PMID: 15219593
    • (2004) Neuroimage , vol.22 , pp. 1214-1222
    • Himberg, J.1    Hyvärinen, A.2    Esposito, F.3
  • 10
    • 0029411030 scopus 로고
    • An information-maximisation approach to blind separation and blind deconvolution
    • PMID: 7584893
    • Bell AJ, Sejnowski TJ. An information-maximisation approach to blind separation and blind deconvolution. Neural Comput. 1995; 7: 1129-1159. doi: 10.1162/neco.1995.7.6.1129 PMID: 7584893
    • (1995) Neural Comput. , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 11
    • 0033556834 scopus 로고    scopus 로고
    • Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources
    • PMID: 9950738
    • Lee T, Girolami M, Sejnowski TJ. Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources. Neural Comput. 1999; 11: 417-441. doi: 10.1162/089976699300016719 PMID: 9950738
    • (1999) Neural Comput. , vol.11 , pp. 417-441
    • Lee, T.1    Girolami, M.2    Sejnowski, T.J.3
  • 12
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz G. Estimating the dimension of a model. Ann Stat. 1978; 6: 461-464. doi: 10.1214/aos/1176344136
    • (1978) Ann Stat. , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 13
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike H. A new look at the statistical model identification. IEEE Trans Automat Contr. 1974; 19: 716-723. doi: 10.1109/TAC.1974.1100705
    • (1974) IEEE Trans Automat Contr. , vol.19 , pp. 716-723
    • Akaike, H.1
  • 14
    • 15744376883 scopus 로고    scopus 로고
    • Model selection and inference: Facts and fiction
    • Leeb H, Pötscher B. Model selection and inference: facts and fiction. Econ Theory 2005; 21: 21-59. doi: 10.1017/S0266466605050036
    • (2005) Econ Theory , vol.21 , pp. 21-59
    • Leeb, H.1    Pötscher, B.2
  • 15
    • 0031599142 scopus 로고    scopus 로고
    • Mersenne twister: A 623-dimensionally equidistributed uniform pseudo-random number generator
    • Matsumoto M, Nishimura T. Mersenne twister: a 623-dimensionally equidistributed uniform pseudo-random number generator. ACM Trans Model Comput Simul. 1998; 8: 3-30. doi: 10.1145/272991.272995
    • (1998) ACM Trans Model Comput Simul. , vol.8 , pp. 3-30
    • Matsumoto, M.1    Nishimura, T.2
  • 16
    • 0001541731 scopus 로고
    • A note on the generation of random normal deviates
    • Box GEP, Muller ME. A note on the generation of random normal deviates. Annals of Mathematical Statistics 1958; 29: 610-611. doi: 10.1214/aoms/1177706645
    • (1958) Annals of Mathematical Statistics , vol.29 , pp. 610-611
    • Box, G.E.P.1    Muller, M.E.2
  • 17
    • 0001464725 scopus 로고    scopus 로고
    • Modified AIC and Cp in multivariate linear regression
    • Fujikoshi Y, Satoh K. Modified AIC and Cp in multivariate linear regression. Biometrika 1997; 84: 707-716. doi: 10.1093/biomet/84.3.707
    • (1997) Biometrika , vol.84 , pp. 707-716
    • Fujikoshi, Y.1    Satoh, K.2
  • 18
    • 33645860517 scopus 로고    scopus 로고
    • Corrected version of AIC for selecting multivariate normal linear regression models in a general nonnormal case
    • Yanagihara H. Corrected version of AIC for selecting multivariate normal linear regression models in a general nonnormal case. J Multivar Anal. 2006; 97: 1070-1089. doi: 10.1016/j.jmva.2005.06.005
    • (2006) J Multivar Anal. , vol.97 , pp. 1070-1089
    • Yanagihara, H.1
  • 19
    • 0000629975 scopus 로고
    • Cross-validatory choice and assessment of statistical predictions
    • Stone M. Cross-validatory choice and assessment of statistical predictions. J R Stat Soc Series B Stat Methodol. 1974; 36: 111-147.
    • (1974) J R Stat Soc Series B Stat Methodol. , vol.36 , pp. 111-147
    • Stone, M.1
  • 20
    • 1442343488 scopus 로고    scopus 로고
    • Department of Mathematical Modelling, Technical Univ. of Denmark, Lyngby, Denmark, Technical Report IMM-REP-2000-19
    • Nielsen HB. UCMINF-an algorithm for unconstrained, nonlinear optimization. Department of Mathematical Modelling, Technical Univ. of Denmark, Lyngby, Denmark; 2000 Technical Report IMM-REP-2000-19.
    • (2000) UCMINF-An Algorithm for Unconstrained, Nonlinear Optimization
    • Nielsen, H.B.1
  • 21
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher RA. The use of multiple measurements in taxonomic problems. Ann Eugen. 1936; 7: 179-188.
    • (1936) Ann Eugen. , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 22
    • 0040949447 scopus 로고
    • The species problem in iris
    • Anderson E. The species problem in iris. Ann Mo Bot Gard. 1936; 23: 475-509.
    • (1936) Ann Mo Bot Gard. , vol.23 , pp. 475-509
    • Anderson, E.1
  • 26
    • 0030278829 scopus 로고    scopus 로고
    • Howells' craniometric data on the internet
    • PMID: 8922187
    • Howells WW. Howells' craniometric data on the internet. Am J Phys Anthropol. 1996; 101: 441-442. doi: 10.1002/ajpa.1331010302 PMID: 8922187
    • (1996) Am J Phys Anthropol. , vol.101 , pp. 441-442
    • Howells, W.W.1
  • 28
    • 77951236326 scopus 로고    scopus 로고
    • Genetic variation and recent positive selection in worldwide human populations: Evidence from nearly 1 million SNPs
    • PMID: 19924308
    • Herráez DL, Bauchet M, Tang K, Theunert C, Pugach I, Li J, et al. Genetic variation and recent positive selection in worldwide human populations: evidence from nearly 1 million SNPs. PLoS One 2009; 4: e7888. doi: 10.1371/journal.pone.0007888 PMID: 19924308
    • (2009) PLoS One , vol.4
    • Herráez, D.L.1    Bauchet, M.2    Tang, K.3    Theunert, C.4    Pugach, I.5    Li, J.6
  • 29
    • 84873204283 scopus 로고    scopus 로고
    • Genome-wide data substantiate Holocene gene flow from India to Australia
    • PMID: 23319617
    • Pugach I, Delfin F, Gunnarsdóttir E, Kayser M, Stoneking M. Genome-wide data substantiate Holocene gene flow from India to Australia. Proc Natl Acad Sci U S A. 2013; 110: 1803-1808. doi: 10.1073/pnas.1211927110 PMID: 23319617
    • (2013) Proc Natl Acad Sci U S A , vol.110 , pp. 1803-1808
    • Pugach, I.1    Delfin, F.2    Gunnarsdóttir, E.3    Kayser, M.4    Stoneking, M.5
  • 30
    • 80053899093 scopus 로고    scopus 로고
    • Denisova admixture and the first modern human dispersals into Southeast Asia and Oceania
    • PMID: 21944045
    • Reich D, Patterson N, Kircher M, Delfin F, Nandineni MR, Pugach I, et al. Denisova admixture and the first modern human dispersals into Southeast Asia and Oceania. Am J Hum Genet. 2011; 89: 516-528. doi: 10.1016/j.ajhg.2011.09.005 PMID: 21944045
    • (2011) Am J Hum Genet. , vol.89 , pp. 516-528
    • Reich, D.1    Patterson, N.2    Kircher, M.3    Delfin, F.4    Nandineni, M.R.5    Pugach, I.6
  • 31
    • 84875234187 scopus 로고    scopus 로고
    • Ascertaining the role of Taiwan as a source for the Austronesian expansion
    • PMID: 23440864
    • Mirabal S, Cadenas AM, Garcia-Bertrand R, Herrera RJ. Ascertaining the role of Taiwan as a source for the Austronesian expansion. Am J Phys Anthropol. 2013; 150: 551-564. doi: 10.1002/ajpa.22226 PMID: 23440864
    • (2013) Am J Phys Anthropol. , vol.150 , pp. 551-564
    • Mirabal, S.1    Cadenas, A.M.2    Garcia-Bertrand, R.3    Herrera, R.J.4
  • 32
    • 79951988411 scopus 로고    scopus 로고
    • Sex estimation in forensic anthropology: Skull versus postcranial elements
    • PMID: 21210801
    • Spradley MK, Jantz RL. Sex estimation in forensic anthropology: skull versus postcranial elements. J Forensic Sci 2011; 56: 289-296. doi: 10.1111/j.1556-4029.2010.01635.x PMID: 21210801
    • (2011) J Forensic Sci , vol.56 , pp. 289-296
    • Spradley, M.K.1    Jantz, R.L.2
  • 33
    • 4444305109 scopus 로고    scopus 로고
    • Detecting interregionally diversifying natural selection on modern human cranial form by using matched molecular and morphometric data
    • PMID: 15326305
    • Roseman CC. Detecting interregionally diversifying natural selection on modern human cranial form by using matched molecular and morphometric data. Proc Natl Acad Sci U S A. 2004; 101: 12824-12829. doi: 10.1073/pnas.0402637101 PMID: 15326305
    • (2004) Proc Natl Acad Sci U S A , vol.101 , pp. 12824-12829
    • Roseman, C.C.1
  • 34
    • 16644388109 scopus 로고    scopus 로고
    • Plagiocephaly and brachycephaly in the first two years of life: A prospective cohort study
    • PMID: 15466093
    • Hutchison BL, Hutchison LAD, Thompson JM, Mitchell EA. Plagiocephaly and brachycephaly in the first two years of life: a prospective cohort study. Pediatrics 2004; 114: 970-980. doi: 10.1542/peds.2003-0668-F PMID: 15466093
    • (2004) Pediatrics , vol.114 , pp. 970-980
    • Hutchison, B.L.1    Hutchison, L.A.D.2    Thompson, J.M.3    Mitchell, E.A.4
  • 35
    • 0033561886 scopus 로고    scopus 로고
    • Independent factor analysis
    • PMID: 10226184
    • Attias H. Independent factor analysis. Neural Comput. 1999; 11: 803-851. doi: 10.1162/089976699300016458 PMID: 10226184
    • (1999) Neural Comput. , vol.11 , pp. 803-851
    • Attias, H.1
  • 36
    • 0038893801 scopus 로고    scopus 로고
    • Stochastic trapping in a solvable model of on-line independent component analysis
    • PMID: 11802919
    • Rattray M. Stochastic trapping in a solvable model of on-line independent component analysis. Neural Comput. 2002; 14: 421-435. doi: 10.1162/08997660252741185 PMID: 11802919
    • (2002) Neural Comput. , vol.14 , pp. 421-435
    • Rattray, M.1
  • 37
    • 0031861367 scopus 로고    scopus 로고
    • Analysis of fMRI data by blind separation into independent spatial components
    • PMID: 9673671
    • Mckeown MJ, Makeig S, Brown GG, Jung T, Kindermann SS, Kindermann RS, et al. Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp. 1998; 6: 160-188. doi: 10.1002/(SICI)1097-0193(1998)6:3<160::AID-HBM5>3.0.CO;2-1 PMID: 9673671
    • (1998) Hum Brain Mapp. , vol.6 , pp. 160-188
    • Mckeown, M.J.1    Makeig, S.2    Brown, G.G.3    Jung, T.4    Kindermann, S.S.5    Kindermann, R.S.6
  • 38
    • 33845986021 scopus 로고    scopus 로고
    • Detecting functional connectivity in the resting brain: A comparison between ICA and CCA
    • PMID: 17222714
    • Ma L, Wang B, Chen X, Xiong J. Detecting functional connectivity in the resting brain: a comparison between ICA and CCA. Magn Reson Imaging 2007; 25: 47-56. doi: 10.1016/j.mri.2006.09.032 PMID: 17222714
    • (2007) Magn Reson Imaging , vol.25 , pp. 47-56
    • Ma, L.1    Wang, B.2    Chen, X.3    Xiong, J.4
  • 41
    • 35948939625 scopus 로고    scopus 로고
    • Estimating the number of independent components for functional magnetic resonance imaging data
    • PMID: 17274023
    • Li Y, Adali T, Calhoun VD. Estimating the number of independent components for functional magnetic resonance imaging data. Hum Brain Mapp. 2007; 28: 1251-1266. doi: 10.1002/hbm.20359 PMID: 17274023
    • (2007) Hum Brain Mapp. , vol.28 , pp. 1251-1266
    • Li, Y.1    Adali, T.2    Calhoun, V.D.3
  • 42
    • 11144334187 scopus 로고    scopus 로고
    • Stepwise model order estimation for blind source separation applied to ictal EEG
    • PMID: 17271846
    • Hesse CW, James CJ. Stepwise model order estimation for blind source separation applied to ictal EEG. In: Conf Proc IEEE Eng Med Biol Soc. 2004; 2: 986-989. PMID: 17271846
    • (2004) Conf Proc IEEE Eng Med Biol Soc , vol.2 , pp. 986-989
    • Hesse, C.W.1    James, C.J.2
  • 43
    • 34247280547 scopus 로고    scopus 로고
    • Model selection for convolutive ICA with an application to spatiotemporal analysis of EEG
    • PMID: 17348768
    • Dyrholm M, Makeig S, Hansen LK. Model selection for convolutive ICA with an application to spatiotemporal analysis of EEG. Neural Comput. 2007; 19: 934-955. doi: 10.1162/neco.2007.19.4.934 PMID: 17348768
    • (2007) Neural Comput. , vol.19 , pp. 934-955
    • Dyrholm, M.1    Makeig, S.2    Hansen, L.K.3
  • 44
    • 56749132919 scopus 로고    scopus 로고
    • A variational Bayesian approach to number of sources estimation for multichannel blind deconvolution
    • Ma L, Tsoi AC. A variational Bayesian approach to number of sources estimation for multichannel blind deconvolution. Signal Image Video Process. 2008; 2: 107-127. doi: 10.1007/s11760-007-0040-5
    • (2008) Signal Image Video Process , vol.2 , pp. 107-127
    • Ma, L.1    Tsoi, A.C.2
  • 45
    • 0000302959 scopus 로고
    • Separation of a mixture of independent signals using time delayed correlations
    • PMID: 10056251
    • Molgedey L, Schuster HG. Separation of a mixture of independent signals using time delayed correlations. Phys Rev Lett. 1994; 72: 3634-3637. doi: 10.1103/PhysRevLett.72.3634 PMID: 10056251
    • (1994) Phys Rev Lett. , vol.72 , pp. 3634-3637
    • Molgedey, L.1    Schuster, H.G.2
  • 46
    • 44849087863 scopus 로고    scopus 로고
    • Ranking and averaging independent component analysis by reproducibility (RAICAR)
    • PMID: 17598162
    • Yang Z, LaConte S, Weng X, Hu X. Ranking and averaging independent component analysis by reproducibility (RAICAR). Hum Brain Mapp. 2008; 29: 711-725. doi: 10.1002/hbm.20432 PMID: 17598162
    • (2008) Hum Brain Mapp. , vol.29 , pp. 711-725
    • Yang, Z.1    LaConte, S.2    Weng, X.3    Hu, X.4
  • 47
    • 79951992660 scopus 로고    scopus 로고
    • Second-order bias-corrected AIC in multivariate normal linear models under non-normality
    • Yanagihara H, Kamo K, Tonda T. Second-order bias-corrected AIC in multivariate normal linear models under non-normality. Can J Stat. 2011; 39: 126-146. doi: 10.1002/cjs.10090
    • (2011) Can J Stat. , vol.39 , pp. 126-146
    • Yanagihara, H.1    Kamo, K.2    Tonda, T.3
  • 48
    • 0032780031 scopus 로고    scopus 로고
    • Generalizable patterns in neuroimaging: How many principal components?
    • PMID: 10329293
    • Hansen LK, Larsen J, Nielsen FÅ, Strother SC, Rostrup E, Savoy R, et al. Generalizable patterns in neuroimaging: how many principal components? Neuroimage 1999; 9: 534-544. doi: 10.1006/nimg.1998.0425 PMID: 10329293
    • (1999) Neuroimage , vol.9 , pp. 534-544
    • Hansen, L.K.1    Larsen, J.2    Nielsen F.Å.3    Strother, S.C.4    Rostrup, E.5    Savoy, R.6
  • 49
    • 79955045640 scopus 로고    scopus 로고
    • Dimensionality estimation for optimal detection of functional networks in BOLD fMRI data
    • PMID: 20858546
    • Yourganov G, Chen X, Lukic AS, Grady CL, Small SL, Wernick MN, et al. Dimensionality estimation for optimal detection of functional networks in BOLD fMRI data. Neuroimage 2011; 56: 531-543. doi: 10.1016/j.neuroimage.2010.09.034 PMID: 20858546
    • (2011) Neuroimage , vol.56 , pp. 531-543
    • Yourganov, G.1    Chen, X.2    Lukic, A.S.3    Grady, C.L.4    Small, S.L.5    Wernick, M.N.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.