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Volumn 9, Issue MAR, 2015, Pages

Multivariate cross-classification: Applying machine learning techniques to characterize abstraction in neural representations

Author keywords

fMRI methods; MPVA; Multivariate pattern analysis; Multivariate pattern analysis techniques; Multivariate pattern classification; Similarity based representation

Indexed keywords

ALGORITHM; ARTICLE; BRAIN REGION; CLASSIFIER; HUMAN; IMAGERY; IMAGINATION; LANGUAGE ABILITY; MACHINE LEARNING; MENTAL FUNCTION; MULTIVARIATE ANALYSIS; MULTIVARIATE CROSS CLASSIFICATION; NEURAL REPRESENTATION ABSTRACTION; RECALL; SEMANTIC MEMORY; TASK PERFORMANCE; VISUAL MEMORY; VISUAL STIMULATION; WORKING MEMORY;

EID: 84933677907     PISSN: None     EISSN: 16625161     Source Type: Journal    
DOI: 10.3389/fnhum.2015.00151     Document Type: Article
Times cited : (94)

References (86)
  • 1
    • 84887270678 scopus 로고    scopus 로고
    • Decoding semantics across fMRI sessions with different stimulus modalities: A practical MVPA study
    • Akama, H., Murphy, B., Na, L., Shimizu, Y., and Poesio, M. (2012). Decoding semantics across fMRI sessions with different stimulus modalities: a practical MVPA study. Front. Neuroinform. 6:24. doi: 10.3389/fninf.2012.00024
    • (2012) Front. Neuroinform. , vol.6 , pp. 24
    • Akama, H.1    Murphy, B.2    Na, L.3    Shimizu, Y.4    Poesio, M.5
  • 2
    • 84881310889 scopus 로고    scopus 로고
    • Shared representations for working memory and mental imagery in early visual cortex
    • Albers, A. M., Kok, P., Toni, I., Dijkerman, H. C., and de Lange, F. P. (2013). Shared representations for working memory and mental imagery in early visual cortex. Curr. Biol. 23, 1427-1431. doi: 10.1016/j.cub.2013.05.065
    • (2013) Curr. Biol. , vol.23 , pp. 1427-1431
    • Albers, A.M.1    Kok, P.2    Toni, I.3    Dijkerman, H.C.4    de Lange, F.P.5
  • 3
    • 27144530982 scopus 로고    scopus 로고
    • Functional imaging of human crossmodal identification and object recognition
    • Amedi, A., von Kriegstein, K., van Atteveldt, N. M., Beauchamp, M. S., and Naumer, M. J. (2005). Functional imaging of human crossmodal identification and object recognition. Exp. Brain Res. 166, 559-571. doi: 10.1007/s00221-005-2396-5
    • (2005) Exp. Brain Res. , vol.166 , pp. 559-571
    • Amedi, A.1    von Kriegstein, K.2    van Atteveldt, N.M.3    Beauchamp, M.S.4    Naumer, M.J.5
  • 4
    • 67349133754 scopus 로고    scopus 로고
    • Top-down and bottom-up mechanisms in biasing competition in the human brain
    • Beck, D. M., and Kastner, S. (2009). Top-down and bottom-up mechanisms in biasing competition in the human brain. Vision Res. 49, 1154-1165. doi: 10.1016/j.visres.2008.07.012
    • (2009) Vision Res. , vol.49 , pp. 1154-1165
    • Beck, D.M.1    Kastner, S.2
  • 5
    • 0035128865 scopus 로고    scopus 로고
    • Action observation activates premotor and parietal areas in a somatotopic manner: An fMRI study
    • Buccino, G., Binkofski, F., Fink, G. R., Fadiga, L., Fogassi, L., Gallese, V., et al. (2001). Action observation activates premotor and parietal areas in a somatotopic manner: an fMRI study. Eur. J. Neurosci. 13, 400-404. doi: 10.1111/j.1460-9568.2001.01385.x
    • (2001) Eur. J. Neurosci. , vol.13 , pp. 400-404
    • Buccino, G.1    Binkofski, F.2    Fink, G.R.3    Fadiga, L.4    Fogassi, L.5    Gallese, V.6
  • 6
    • 84858002834 scopus 로고    scopus 로고
    • Identifying bilingual semantic neural representations across languages
    • Buchweitz, A., Shinkareva, S. V., Mason, R. A., Mitchell, T. M., and Just, M. A. (2012). Identifying bilingual semantic neural representations across languages. Brain Lang. 120, 282-289. doi: 10.1016/j.bandl.2011.09.003
    • (2012) Brain Lang. , vol.120 , pp. 282-289
    • Buchweitz, A.1    Shinkareva, S.V.2    Mason, R.A.3    Mitchell, T.M.4    Just, M.A.5
  • 7
    • 0025501704 scopus 로고
    • A theory of visual attention
    • Bundesen, C. (1990). A theory of visual attention. Psychol. Rev. 97, 523-547. doi: 10.1037/0033-295X.97.4.523
    • (1990) Psychol. Rev. , vol.97 , pp. 523-547
    • Bundesen, C.1
  • 8
    • 79151484706 scopus 로고    scopus 로고
    • View-based encoding of actions in mirror neurons of area f5 in macaque premotor cortex
    • Caggiano, V., Fogassi, L., Rizzolatti, G., Pomper, J. K., Thier, P., Giese, M. A., et al. (2011). View-based encoding of actions in mirror neurons of area f5 in macaque premotor cortex. Curr. Biol. 21, 144-148. doi: 10.1016/j.cub.2010.12.022
    • (2011) Curr. Biol. , vol.21 , pp. 144-148
    • Caggiano, V.1    Fogassi, L.2    Rizzolatti, G.3    Pomper, J.K.4    Thier, P.5    Giese, M.A.6
  • 9
    • 84863487187 scopus 로고    scopus 로고
    • Imagery and perception share cortical representations of content and location
    • Cichy, R. M., Heinzle, J., and Haynes, J. D. (2012). Imagery and perception share cortical representations of content and location. Cereb. Cortex 22, 372-380. doi: 10.1093/cercor/bhr106
    • (2012) Cereb. Cortex , vol.22 , pp. 372-380
    • Cichy, R.M.1    Heinzle, J.2    Haynes, J.D.3
  • 10
    • 84891455027 scopus 로고    scopus 로고
    • Brain-based translation: FMRI decoding of spoken words in bilinguals reveals language-independent semantic representations in anterior temporal lobe
    • Correia, J., Formisano, E., Valente, G., Hausfeld, L., Jansma, B., and Bonte, M. (2014). Brain-based translation: fMRI decoding of spoken words in bilinguals reveals language-independent semantic representations in anterior temporal lobe. J. Neurosci. 34, 332-338. doi: 10.1523/jneurosci.1302-13.2014
    • (2014) J. Neurosci. , vol.34 , pp. 332-338
    • Correia, J.1    Formisano, E.2    Valente, G.3    Hausfeld, L.4    Jansma, B.5    Bonte, M.6
  • 11
    • 84983315262 scopus 로고    scopus 로고
    • Creating concepts from converging features in human cortex
    • [Epub ahead of print]
    • Coutanche, M. N., and Thompson-Schill, S. L. (2014). Creating concepts from converging features in human cortex.Cereb. Cortex doi: 10.1093/cercor/bhu057. [Epub ahead of print].
    • (2014) Cereb. Cortex
    • Coutanche, M.N.1    Thompson-Schill, S.L.2
  • 12
    • 84901370314 scopus 로고    scopus 로고
    • What do differences between multi-voxel and univariate analysis mean? How subject-, voxel- and trial-level variance impact fMRI analysis
    • Davis, T., LaRocque, K. F., Mumford, J. A., Norman, K. A., Wagner, A. D., and Poldrack, R. A. (2014a). What do differences between multi-voxel and univariate analysis mean? How subject-, voxel- and trial-level variance impact fMRI analysis. Neuroimage 97, 271-283. doi: 10.1016/j.neuroimage.2014.04.037
    • (2014) Neuroimage , vol.97 , pp. 271-283
    • Davis, T.1    LaRocque, K.F.2    Mumford, J.A.3    Norman, K.A.4    Wagner, A.D.5    Poldrack, R.A.6
  • 13
    • 84883170234 scopus 로고    scopus 로고
    • Measuring neural representations with fMRI: Practices and pitfalls
    • Davis, T., and Poldrack, R. A. (2013). Measuring neural representations with fMRI: practices and pitfalls. Ann. N Y Acad. Sci. 1296, 108-134. doi: 10.1111/nyas.12156
    • (2013) Ann. N Y Acad. Sci. , vol.1296 , pp. 108-134
    • Davis, T.1    Poldrack, R.A.2
  • 14
    • 84901455773 scopus 로고    scopus 로고
    • Global neural pattern similarity as a common basis for categorization and recognition memory
    • Davis, T., Xue, G., Love, B. C., Preston, A. R., and Poldrack, R. A. (2014b). Global neural pattern similarity as a common basis for categorization and recognition memory. J. Neurosci. 34, 7472-7484. doi: 10.1523/jneurosci.3376-13.2014
    • (2014) J. Neurosci. , vol.34 , pp. 7472-7484
    • Davis, T.1    Xue, G.2    Love, B.C.3    Preston, A.R.4    Poldrack, R.A.5
  • 15
    • 33645069410 scopus 로고    scopus 로고
    • The power of simulation: Imagining one's own and other's behavior
    • Decety, J., and Grèzes, J. (2006). The power of simulation: imagining one's own and other's behavior. Brain Res.1079, 4-14. doi: 10.1016/j.brainres.2005.12.115
    • (2006) Brain Res. , vol.1079 , pp. 4-14
    • Decety, J.1    Grèzes, J.2
  • 16
    • 0032578297 scopus 로고    scopus 로고
    • Visual attention mediated by biased competition in extrastriate visual cortex
    • Desimone, R. (1998). Visual attention mediated by biased competition in extrastriate visual cortex. Philos. Trans. R. Soc. Lond. B Biol. Sci. 353, 1245-1255. doi: 10.1098/rstb.1998.0280
    • (1998) Philos. Trans. R. Soc. Lond. B Biol. Sci. , vol.353 , pp. 1245-1255
    • Desimone, R.1
  • 17
    • 0028951934 scopus 로고
    • Neural mechanisms of selective visual attention
    • Desimone, R., and Duncan, J. (1995). Neural mechanisms of selective visual attention. Annu. Rev. Neurosci. 18, 193-222. doi: 10.1146/annurev.neuro.18.1.193
    • (1995) Annu. Rev. Neurosci. , vol.18 , pp. 193-222
    • Desimone, R.1    Duncan, J.2
  • 18
    • 56149093432 scopus 로고    scopus 로고
    • Executed and observed movements have different distributed representations in human aIPS
    • Dinstein, I., Gardner, J. L., Jazayeri, M., and Heeger, D. J. (2008). Executed and observed movements have different distributed representations in human aIPS. J. Neurosci. 28, 11231-11239. doi: 10.1523/jneurosci.3585-08.2008
    • (2008) J. Neurosci. , vol.28 , pp. 11231-11239
    • Dinstein, I.1    Gardner, J.L.2    Jazayeri, M.3    Heeger, D.J.4
  • 19
    • 55549137386 scopus 로고    scopus 로고
    • Semantics and the multisensory brain: How meaning modulates processes of audio-visual integration
    • Doehrmann, O., and Naumer, M. J. (2008). Semantics and the multisensory brain: how meaning modulates processes of audio-visual integration. Brain Res. 1242, 136-150. doi: 10.1016/j.brainres.2008.03.071
    • (2008) Brain Res. , vol.1242 , pp. 136-150
    • Doehrmann, O.1    Naumer, M.J.2
  • 20
    • 72849128244 scopus 로고    scopus 로고
    • Spatially global representations in human primary visual cortex during working memory maintenance
    • Ester, E. F., Serences, J. T., and Awh, E. (2009). Spatially global representations in human primary visual cortex during working memory maintenance. J. Neurosci. 29, 15258-15265. doi: 10.1523/jneurosci.4388-09.2009
    • (2009) J. Neurosci. , vol.29 , pp. 15258-15265
    • Ester, E.F.1    Serences, J.T.2    Awh, E.3
  • 21
    • 58149235336 scopus 로고    scopus 로고
    • Testing simulation theory with cross-modal multivariate classification of fMRI data
    • Etzel, J. A., Gazzola, V., and Keysers, C. (2008). Testing simulation theory with cross-modal multivariate classification of fMRI data. PLoS One 3:e3690. doi: 10.1371/journal.pone.0003690
    • (2008) PLoS One , vol.3
    • Etzel, J.A.1    Gazzola, V.2    Keysers, C.3
  • 22
    • 78649667086 scopus 로고    scopus 로고
    • The impact of certain methodological choices on multivariate analysis of fMRI data with support vector machines
    • Etzel, J. A., Valchev, N., and Keysers, C. (2011). The impact of certain methodological choices on multivariate analysis of fMRI data with support vector machines. Neuroimage 54, 1159-1167. doi: 10.1016/j.neuroimage.2010.08.050
    • (2011) Neuroimage , vol.54 , pp. 1159-1167
    • Etzel, J.A.1    Valchev, N.2    Keysers, C.3
  • 23
    • 20544468775 scopus 로고    scopus 로고
    • Human motor cortex excitability during the perception of others' action
    • Fadiga, L., Craighero, L., and Olivier, E. (2005). Human motor cortex excitability during the perception of others' action. Curr. Opin. Neurobiol. 15, 213-218. doi: 10.1016/j.conb.2005.03.013
    • (2005) Curr. Opin. Neurobiol. , vol.15 , pp. 213-218
    • Fadiga, L.1    Craighero, L.2    Olivier, E.3
  • 24
    • 0029944419 scopus 로고    scopus 로고
    • Action recognition in the premotor cortex
    • Gallese, V., Fadiga, L., Fogassi, L., and Rizzolatti, G. (1996). Action recognition in the premotor cortex. Brain119(Pt. 2), 593-609. doi: 10.1093/brain/119.2.593
    • (1996) Brain , vol.119 , pp. 593-609
    • Gallese, V.1    Fadiga, L.2    Fogassi, L.3    Rizzolatti, G.4
  • 25
    • 0032402527 scopus 로고    scopus 로고
    • Mirror neurons and the simulation theory of mind-reading
    • Gallese, V., and Goldman, A. (1998). Mirror neurons and the simulation theory of mind-reading. Trends Cogn. Sci.2, 493-501. doi: 10.1016/s1364-6613(98)01262-5
    • (1998) Trends Cogn. Sci. , vol.2 , pp. 493-501
    • Gallese, V.1    Goldman, A.2
  • 26
    • 33748447743 scopus 로고    scopus 로고
    • Empathy and the somatotopic auditory mirror system in humans
    • Gazzola, V., Aziz-Zadeh, L., and Keysers, C. (2006). Empathy and the somatotopic auditory mirror system in humans. Curr. Biol. 16, 1824-1829. doi: 10.1016/j.cub.2006.07.072
    • (2006) Curr. Biol. , vol.16 , pp. 1824-1829
    • Gazzola, V.1    Aziz-Zadeh, L.2    Keysers, C.3
  • 27
    • 20644472019 scopus 로고    scopus 로고
    • Functional anatomy of execution, mental simulation, observation and verb generation of actions: A meta-analysis
    • Grèzes, J., and Decety, J. (2001). Functional anatomy of execution, mental simulation, observation and verb generation of actions: a meta-analysis. Hum. Brain Mapp. 12, 1-19. doi: 10.1002/1097-0193(200101)12:1<1::aid-hbm10>3.0.co;2-v
    • (2001) Hum. Brain Mapp. , vol.12 , pp. 1-19
    • Grèzes, J.1    Decety, J.2
  • 28
    • 63949084085 scopus 로고    scopus 로고
    • Decoding reveals the contents of visual working memory in early visual areas
    • Harrison, S. A., and Tong, F. (2009). Decoding reveals the contents of visual working memory in early visual areas.Nature 458, 632-635. doi: 10.1038/nature07832
    • (2009) Nature , vol.458 , pp. 632-635
    • Harrison, S.A.1    Tong, F.2
  • 29
    • 84904482224 scopus 로고    scopus 로고
    • Decoding neural representational spaces using multivariate pattern analysis
    • Haxby, J. V., Connolly, A. C., and Guntupalli, J. S. (2014). Decoding neural representational spaces using multivariate pattern analysis. Annu. Rev. Neurosci. 37, 435-456. doi: 10.1146/annurev-neuro-062012-170325
    • (2014) Annu. Rev. Neurosci. , vol.37 , pp. 435-456
    • Haxby, J.V.1    Connolly, A.C.2    Guntupalli, J.S.3
  • 30
    • 0035964792 scopus 로고    scopus 로고
    • Distributed and overlapping representations of faces and objects in ventral temporal cortex
    • Haxby, J. V., Gobbini, M. I., Furey, M. L., Ishai, A., Schouten, J. L., and Pietrini, P. (2001). Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 293, 2425-2430. doi: 10.1126/science.1063736
    • (2001) Science , vol.293 , pp. 2425-2430
    • Haxby, J.V.1    Gobbini, M.I.2    Furey, M.L.3    Ishai, A.4    Schouten, J.L.5    Pietrini, P.6
  • 31
    • 33745587777 scopus 로고    scopus 로고
    • Decoding mental states from brain activity in humans
    • Haynes, J.-D., and Rees, G. (2006). Decoding mental states from brain activity in humans. Nat. Rev. Neurosci. 7, 523-534. doi: 10.1038/nrn1931
    • (2006) Nat. Rev. Neurosci. , vol.7 , pp. 523-534
    • Haynes, J.-D.1    Rees, G.2
  • 32
    • 84877589229 scopus 로고    scopus 로고
    • Neural decoding of visual imagery during sleep
    • Horikawa, T., Tamaki, M., Miyawaki, Y., and Kamitani, Y. (2013). Neural decoding of visual imagery during sleep.Science 340, 639-642. doi: 10.1126/science.1234330
    • (2013) Science , vol.340 , pp. 639-642
    • Horikawa, T.1    Tamaki, M.2    Miyawaki, Y.3    Kamitani, Y.4
  • 33
    • 60549102296 scopus 로고    scopus 로고
    • Imitation, empathy and mirror neurons
    • Iacoboni, M. (2009). Imitation, empathy and mirror neurons. Annu. Rev. Psychol. 60, 653-670. doi: 10.1146/annurev.psych.60.110707.163604
    • (2009) Annu. Rev. Psychol. , vol.60 , pp. 653-670
    • Iacoboni, M.1
  • 35
    • 0034517955 scopus 로고    scopus 로고
    • Distributed neural systems for the generation of visual images
    • Ishai, A., Ungerleider, L. G., and Haxby, J. V. (2000). Distributed neural systems for the generation of visual images. Neuron 28, 979-990. doi: 10.1016/s0896-6273(00)00168-9
    • (2000) Neuron , vol.28 , pp. 979-990
    • Ishai, A.1    Ungerleider, L.G.2    Haxby, J.V.3
  • 36
    • 79958060157 scopus 로고    scopus 로고
    • Attention improves encoding of task-relevant features in the human visual cortex
    • Jehee, J. F., Brady, D. K., and Tong, F. (2011). Attention improves encoding of task-relevant features in the human visual cortex. J. Neurosci. 31, 8210-8219. doi: 10.1523/jneurosci.6153-09.2011
    • (2011) J. Neurosci. , vol.31 , pp. 8210-8219
    • Jehee, J.F.1    Brady, D.K.2    Tong, F.3
  • 37
    • 84894047912 scopus 로고    scopus 로고
    • Decoding individual natural scene representations during perception and imagery
    • Johnson, M. R., and Johnson, M. K. (2014). Decoding individual natural scene representations during perception and imagery. Front. Hum. Neurosci. 8:59. doi: 10.3389/fnhum.2014.00059
    • (2014) Front. Hum. Neurosci. , vol.8 , pp. 59
    • Johnson, M.R.1    Johnson, M.K.2
  • 38
    • 69949092091 scopus 로고    scopus 로고
    • Recollection, familiarity and cortical reinstatement: A multivoxel pattern analysis
    • Johnson, J. D., McDuff, S. G., Rugg, M. D., and Norman, K. A. (2009). Recollection, familiarity and cortical reinstatement: a multivoxel pattern analysis. Neuron 63, 697-708. doi: 10.1016/j.neuron.2009.08.011
    • (2009) Neuron , vol.63 , pp. 697-708
    • Johnson, J.D.1    McDuff, S.G.2    Rugg, M.D.3    Norman, K.A.4
  • 39
    • 0141629398 scopus 로고    scopus 로고
    • Actions or hand-object interactions? Human inferior frontal cortex and action observation
    • Johnson-Frey, S. H., Maloof, F. R., Newman-Norlund, R., Farrer, C., Inati, S., and Grafton, S. T. (2003). Actions or hand-object interactions? Human inferior frontal cortex and action observation. Neuron 39, 1053-1058. doi: 10.1016/s0896-6273(03)00524-5
    • (2003) Neuron , vol.39 , pp. 1053-1058
    • Johnson-Frey, S.H.1    Maloof, F.R.2    Newman-Norlund, R.3    Farrer, C.4    Inati, S.5    Grafton, S.T.6
  • 40
    • 17844380475 scopus 로고    scopus 로고
    • Decoding the visual and subjective contents of the human brain
    • Kamitani, Y., and Tong, F. (2005). Decoding the visual and subjective contents of the human brain. Nat. Neurosci.8, 679-685. doi: 10.1038/nn1444
    • (2005) Nat. Neurosci. , vol.8 , pp. 679-685
    • Kamitani, Y.1    Tong, F.2
  • 41
    • 33745117257 scopus 로고    scopus 로고
    • Decoding seen and attended motion directions from activity in the human visual cortex
    • Kamitani, Y., and Tong, F. (2006). Decoding seen and attended motion directions from activity in the human visual cortex. Curr. Biol. 16, 1096-1102. doi: 10.1016/j.cub.2006.04.003
    • (2006) Curr. Biol. , vol.16 , pp. 1096-1102
    • Kamitani, Y.1    Tong, F.2
  • 42
    • 84876198383 scopus 로고    scopus 로고
    • Multisensory interactions between auditory and haptic object recognition
    • Kassuba, T., Menz, M. M., Röder, B., and Siebner, H. R. (2013). Multisensory interactions between auditory and haptic object recognition. Cereb. Cortex 23, 1097-1107. doi: 10.1093/cercor/bhs076
    • (2013) Cereb. Cortex , vol.23 , pp. 1097-1107
    • Kassuba, T.1    Menz, M.M.2    Röder, B.3    Siebner, H.R.4
  • 43
    • 0035929449 scopus 로고    scopus 로고
    • The neural basis of biased competition in human visual cortex
    • Kastner, S., and Ungerleider, L. G. (2001). The neural basis of biased competition in human visual cortex.Neuropsychologia 39, 1263-1276. doi: 10.1016/s0028-3932(01)00116-6
    • (2001) Neuropsychologia , vol.39 , pp. 1263-1276
    • Kastner, S.1    Ungerleider, L.G.2
  • 44
    • 0037008495 scopus 로고    scopus 로고
    • Hearing sounds, understanding actions: Action representation in mirror neurons
    • Kohler, E., Keysers, C., Umiltà, M. A., Fogassi, L., Gallese, V., and Rizzolatti, G. (2002). Hearing sounds, understanding actions: action representation in mirror neurons. Science 297, 846-848. doi: 10.1126/science.1070311
    • (2002) Science , vol.297 , pp. 846-848
    • Kohler, E.1    Keysers, C.2    Umiltà, M.A.3    Fogassi, L.4    Gallese, V.5    Rizzolatti, G.6
  • 45
    • 0028867946 scopus 로고
    • Topographical representations of mental images in primary visual cortex
    • Kosslyn, S. M., Thompson, W. L., Kim, I. J., and Alpert, N. M. (1995). Topographical representations of mental images in primary visual cortex. Nature 378, 496-498. doi: 10.1038/378496a0
    • (1995) Nature , vol.378 , pp. 496-498
    • Kosslyn, S.M.1    Thompson, W.L.2    Kim, I.J.3    Alpert, N.M.4
  • 46
    • 35448999574 scopus 로고    scopus 로고
    • Analyzing for information, not activation, to exploit high-resolution fMRI
    • Kriegeskorte, N., and Bandettini, P. (2007). Analyzing for information, not activation, to exploit high-resolution fMRI. Neuroimage 38, 649-662. doi: 10.1016/j.neuroimage.2007.02.022
    • (2007) Neuroimage , vol.38 , pp. 649-662
    • Kriegeskorte, N.1    Bandettini, P.2
  • 48
    • 84880938482 scopus 로고    scopus 로고
    • Representational geometry: Integrating cognition, computation and the brain
    • Kriegeskorte, N., and Kievit, R. A. (2013). Representational geometry: integrating cognition, computation and the brain. Trends Cogn. Sci. 17, 401-412. doi: 10.1016/j.tics.2013.06.007
    • (2013) Trends Cogn. Sci. , vol.17 , pp. 401-412
    • Kriegeskorte, N.1    Kievit, R.A.2
  • 49
    • 57649175760 scopus 로고    scopus 로고
    • Representational similarity analysis - connecting the branches of systems neuroscience
    • Kriegeskorte, N., Mur, M., and Bandettini, P. (2008a). Representational similarity analysis - connecting the branches of systems neuroscience. Front. Syst. Neurosci. 2:4. doi: 10.3389/neuro.06.004.2008
    • (2008) Front. Syst. Neurosci. , vol.2 , pp. 4
    • Kriegeskorte, N.1    Mur, M.2    Bandettini, P.3
  • 50
    • 57649196582 scopus 로고    scopus 로고
    • Matching categorical object representations in inferior temporal cortex of man and monkey
    • Kriegeskorte, N., Mur, M., Ruff, D. A., Kiani, R., Bodurka, J., Esteky, H., et al. (2008b). Matching categorical object representations in inferior temporal cortex of man and monkey. Neuron 60, 1126-1141. doi: 10.1016/j.neuron.2008.10.043
    • (2008) Neuron , vol.60 , pp. 1126-1141
    • Kriegeskorte, N.1    Mur, M.2    Ruff, D.A.3    Kiani, R.4    Bodurka, J.5    Esteky, H.6
  • 51
    • 67649135107 scopus 로고    scopus 로고
    • Circular analysis in systems neuroscience: The dangers of double dipping
    • Kriegeskorte, N., Simmons, W. K., Bellgowan, P. S., and Baker, C. I. (2009). Circular analysis in systems neuroscience: the dangers of double dipping. Nat. Neurosci. 12, 535-540. doi: 10.1038/nn.2303
    • (2009) Nat. Neurosci. , vol.12 , pp. 535-540
    • Kriegeskorte, N.1    Simmons, W.K.2    Bellgowan, P.S.3    Baker, C.I.4
  • 52
    • 84870044761 scopus 로고    scopus 로고
    • Sight and sound converge to form modality-invariant representations in temporoparietal cortex
    • Man, K., Kaplan, J. T., Damasio, A., and Meyer, K. (2012). Sight and sound converge to form modality-invariant representations in temporoparietal cortex. J. Neurosci. 32, 16629-16636. doi: 10.1523/jneurosci.2342-12.2012
    • (2012) J. Neurosci. , vol.32 , pp. 16629-16636
    • Man, K.1    Kaplan, J.T.2    Damasio, A.3    Meyer, K.4
  • 53
    • 6344256763 scopus 로고    scopus 로고
    • Where bottom-up meets top-down: Neuronal interactions during perception and imagery
    • Mechelli, A., Price, C. J., Friston, K. J., and Ishai, A. (2004). Where bottom-up meets top-down: neuronal interactions during perception and imagery. Cereb. Cortex 14, 1256-1265. doi: 10.1093/cercor/bhh087
    • (2004) Cereb. Cortex , vol.14 , pp. 1256-1265
    • Mechelli, A.1    Price, C.J.2    Friston, K.J.3    Ishai, A.4
  • 54
    • 77955307443 scopus 로고    scopus 로고
    • Comparison of multivariate classifiers and response normalizations for pattern-information fMRI
    • Misaki, M., Kim, Y., Bandettini, P. A., and Kriegeskorte, N. (2010). Comparison of multivariate classifiers and response normalizations for pattern-information fMRI. Neuroimage 53, 103-118. doi: 10.1016/j.neuroimage.2010.05.051
    • (2010) Neuroimage , vol.53 , pp. 103-118
    • Misaki, M.1    Kim, Y.2    Bandettini, P.A.3    Kriegeskorte, N.4
  • 55
    • 63349109274 scopus 로고    scopus 로고
    • Revealing representational content with pattern-information fMRI-an introductory guide
    • Mur, M., Bandettini, P. A., and Kriegeskorte, N. (2009). Revealing representational content with pattern-information fMRI-an introductory guide. Soc. Cogn. Affect. Neurosci. 4, 101-109. doi: 10.1093/scan/nsn044
    • (2009) Soc. Cogn. Affect. Neurosci. , vol.4 , pp. 101-109
    • Mur, M.1    Bandettini, P.A.2    Kriegeskorte, N.3
  • 56
    • 33748178966 scopus 로고    scopus 로고
    • Beyond mind-reading: Multi-voxel pattern analysis of fMRI data
    • Norman, K. A., Polyn, S. M., Detre, G. J., and Haxby, J. V. (2006). Beyond mind-reading: multi-voxel pattern analysis of fMRI data. Trends Cogn. Sci. 10, 424-430. doi: 10.1016/j.tics.2006.07.005
    • (2006) Trends Cogn. Sci. , vol.10 , pp. 424-430
    • Norman, K.A.1    Polyn, S.M.2    Detre, G.J.3    Haxby, J.V.4
  • 57
    • 84857519545 scopus 로고    scopus 로고
    • Viewpoint (in)dependence of action representations: An MVPA study
    • Oosterhof, N. N., Tipper, S. P., and Downing, P. E. (2012a). Viewpoint (in)dependence of action representations: an MVPA study. J. Cogn. Neurosci. 24, 975-989. doi: 10.1162/jocn_a_00195
    • (2012) J. Cogn. Neurosci. , vol.24 , pp. 975-989
    • Oosterhof, N.N.1    Tipper, S.P.2    Downing, P.E.3
  • 58
    • 84864397879 scopus 로고    scopus 로고
    • Visuo-motor imagery of specific manual actions: A multi-variate pattern analysis fMRI study
    • Oosterhof, N. N., Tipper, S. P., and Downing, P. E. (2012b). Visuo-motor imagery of specific manual actions: a multi-variate pattern analysis fMRI study. Neuroimage 63, 262-271. doi: 10.1016/j.neuroimage.2012.06.045
    • (2012) Neuroimage , vol.63 , pp. 262-271
    • Oosterhof, N.N.1    Tipper, S.P.2    Downing, P.E.3
  • 59
    • 84879783261 scopus 로고    scopus 로고
    • Crossmodal and action-specific: Neuroimaging the human mirror neuron system
    • Oosterhof, N. N., Tipper, S. P., and Downing, P. E. (2013). Crossmodal and action-specific: neuroimaging the human mirror neuron system. Trends Cogn. Sci. 17, 311-318. doi: 10.1016/j.tics.2013.04.012
    • (2013) Trends Cogn. Sci. , vol.17 , pp. 311-318
    • Oosterhof, N.N.1    Tipper, S.P.2    Downing, P.E.3
  • 60
    • 77955956472 scopus 로고    scopus 로고
    • Surface-based information mapping reveals crossmodal vision-action representations in human parietal and occipitotemporal cortex
    • Oosterhof, N. N., Wiggett, A. J., Diedrichsen, J., Tipper, S. P., and Downing, P. E. (2010). Surface-based information mapping reveals crossmodal vision-action representations in human parietal and occipitotemporal cortex. J. Neurophysiol. 104, 1077-1089. doi: 10.1152/jn.00326.2010
    • (2010) J. Neurophysiol. , vol.104 , pp. 1077-1089
    • Oosterhof, N.N.1    Wiggett, A.J.2    Diedrichsen, J.3    Tipper, S.P.4    Downing, P.E.5
  • 61
    • 77955389380 scopus 로고    scopus 로고
    • Supramodal representations of perceived emotions in the human brain
    • Peelen, M. V., Atkinson, A. P., and Vuilleumier, P. (2010). Supramodal representations of perceived emotions in the human brain. J. Neurosci. 30, 10127-10134. doi: 10.1523/jneurosci.2161-10.2010
    • (2010) J. Neurosci. , vol.30 , pp. 10127-10134
    • Peelen, M.V.1    Atkinson, A.P.2    Vuilleumier, P.3
  • 62
    • 79954991674 scopus 로고    scopus 로고
    • Information mapping with pattern classifiers: A comparative study
    • Pereira, F., and Botvinick, M. (2011). Information mapping with pattern classifiers: a comparative study.Neuroimage 56, 476-496. doi: 10.1016/j.neuroimage.2010.05.026
    • (2011) Neuroimage , vol.56 , pp. 476-496
    • Pereira, F.1    Botvinick, M.2
  • 63
    • 1842732156 scopus 로고    scopus 로고
    • Beyond sensory images: Object-based representation in the human ventral pathway
    • Pietrini, P., Furey, M. L., Ricciardi, E., Gobbini, M. I., Wu, W. H., Cohen, L., et al. (2004). Beyond sensory images: object-based representation in the human ventral pathway. Proc. Natl. Acad. Sci. U S A 101, 5658-5663. doi: 10.1073/pnas.0400707101
    • (2004) Proc. Natl. Acad. Sci. U S A , vol.101 , pp. 5658-5663
    • Pietrini, P.1    Furey, M.L.2    Ricciardi, E.3    Gobbini, M.I.4    Wu, W.H.5    Cohen, L.6
  • 64
    • 29344464279 scopus 로고    scopus 로고
    • Category-specific cortical activity precedes retrieval during memory search
    • Polyn, S. M., Natu, V. S., Cohen, J. D., and Norman, K. A. (2005). Category-specific cortical activity precedes retrieval during memory search. Science 310, 1963-1966. doi: 10.1126/science.1117645
    • (2005) Science , vol.310 , pp. 1963-1966
    • Polyn, S.M.1    Natu, V.S.2    Cohen, J.D.3    Norman, K.A.4
  • 65
    • 0023730384 scopus 로고
    • Localization of cognitive operations in the human brain
    • Posner, M. I., Petersen, S. E., Fox, P. T., and Raichle, M. E. (1988). Localization of cognitive operations in the human brain. Science 240, 1627-1631. doi: 10.1126/science.3289116
    • (1988) Science , vol.240 , pp. 1627-1631
    • Posner, M.I.1    Petersen, S.E.2    Fox, P.T.3    Raichle, M.E.4
  • 66
    • 84860390183 scopus 로고    scopus 로고
    • Puddles, parties and professors: Linking word categorization to neural patterns of visuospatial coding
    • Quadflieg, S., Etzel, J. A., Gazzola, V., Keysers, C., Schubert, T. W., Waiter, G. D., et al. (2011). Puddles, parties and professors: linking word categorization to neural patterns of visuospatial coding. J. Cogn. Neurosci. 23, 2636-2649. doi: 10.1162/jocn.2011.21628
    • (2011) J. Cogn. Neurosci. , vol.23 , pp. 2636-2649
    • Quadflieg, S.1    Etzel, J.A.2    Gazzola, V.3    Keysers, C.4    Schubert, T.W.5    Waiter, G.D.6
  • 67
    • 77950792245 scopus 로고    scopus 로고
    • Reading the mind's eye: Decoding category information during mental imagery
    • Reddy, L., Tsuchiya, N., and Serre, T. (2010). Reading the mind's eye: decoding category information during mental imagery. Neuroimage 50, 818-825. doi: 10.1016/j.neuroimage.2009.11.084
    • (2010) Neuroimage , vol.50 , pp. 818-825
    • Reddy, L.1    Tsuchiya, N.2    Serre, T.3
  • 68
    • 84874590963 scopus 로고    scopus 로고
    • Beyond motor scheme: A supramodal distributed representation in the action-observation network
    • Ricciardi, E., Handjaras, G., Bonino, D., Vecchi, T., Fadiga, L., and Pietrini, P. (2013). Beyond motor scheme: a supramodal distributed representation in the action-observation network. PLoS One 8:e58632. doi: 10.1371/journal.pone.0058632
    • (2013) PLoS One , vol.8
    • Ricciardi, E.1    Handjaras, G.2    Bonino, D.3    Vecchi, T.4    Fadiga, L.5    Pietrini, P.6
  • 69
    • 77953110924 scopus 로고    scopus 로고
    • Detecting individual memories through the neural decoding of memory states and past experience
    • Rissman, J., Greely, H. T., and Wagner, A. D. (2010). Detecting individual memories through the neural decoding of memory states and past experience. Proc. Natl. Acad. Sci. U S A 107, 9849-9854. doi: 10.1073/pnas.1001028107
    • (2010) Proc. Natl. Acad. Sci. U S A , vol.107 , pp. 9849-9854
    • Rissman, J.1    Greely, H.T.2    Wagner, A.D.3
  • 70
    • 84880958096 scopus 로고    scopus 로고
    • Neural similarity between encoding and retrieval is related to memory via hippocampal interactions
    • Ritchey, M., Wing, E. A., LaBar, K. S., and Cabeza, R. (2013). Neural similarity between encoding and retrieval is related to memory via hippocampal interactions. Cereb. Cortex 23, 2818-2828. doi: 10.1093/cercor/bhs258
    • (2013) Cereb. Cortex , vol.23 , pp. 2818-2828
    • Ritchey, M.1    Wing, E.A.2    LaBar, K.S.3    Cabeza, R.4
  • 71
    • 3943111670 scopus 로고    scopus 로고
    • The mirror-neuron system
    • Rizzolatti, G., and Craighero, L. (2004). The mirror-neuron system. Annu. Rev. Neurosci. 27, 169-192. doi: 10.1146/annurev.neuro.27.070203.144230
    • (2004) Annu. Rev. Neurosci. , vol.27 , pp. 169-192
    • Rizzolatti, G.1    Craighero, L.2
  • 72
    • 0036303118 scopus 로고    scopus 로고
    • Global effects of feature-based attention in human visual cortex
    • Saenz, M., Buracas, G. T., and Boynton, G. M. (2002). Global effects of feature-based attention in human visual cortex. Nat. Neurosci. 5, 631-632. doi: 10.1038/nn876
    • (2002) Nat. Neurosci. , vol.5 , pp. 631-632
    • Saenz, M.1    Buracas, G.T.2    Boynton, G.M.3
  • 73
    • 33646159282 scopus 로고    scopus 로고
    • Divide and conquer: A defense of functional localizers
    • discussion 1097-1089
    • Saxe, R., Brett, M., and Kanwisher, N. (2006). Divide and conquer: a defense of functional localizers. Neuroimage30, 1088-1096; discussion 1097-1089. doi: 10.1016/j.neuroimage.2005.12.062
    • (2006) Neuroimage , vol.30 , pp. 1088-1096
    • Saxe, R.1    Brett, M.2    Kanwisher, N.3
  • 75
    • 34447279666 scopus 로고    scopus 로고
    • Feature-based attentional modulations in the absence of direct visual stimulation
    • Serences, J. T., and Boynton, G. M. (2007). Feature-based attentional modulations in the absence of direct visual stimulation. Neuron 55, 301-312. doi: 10.1016/j.neuron.2007.06.015
    • (2007) Neuron , vol.55 , pp. 301-312
    • Serences, J.T.1    Boynton, G.M.2
  • 76
    • 59349120807 scopus 로고    scopus 로고
    • Stimulus-specific delay activity in human primary visual cortex
    • Serences, J. T., Ester, E. F., Vogel, E. K., and Awh, E. (2009). Stimulus-specific delay activity in human primary visual cortex. Psychol. Sci. 20, 207-214. doi: 10.1111/j.1467-9280.2009.02276.x
    • (2009) Psychol. Sci. , vol.20 , pp. 207-214
    • Serences, J.T.1    Ester, E.F.2    Vogel, E.K.3    Awh, E.4
  • 77
    • 78650215949 scopus 로고    scopus 로고
    • Commonality of neural representations of words and pictures
    • Shinkareva, S. V., Malave, V. L., Mason, R. A., Mitchell, T. M., and Just, M. A. (2011). Commonality of neural representations of words and pictures. Neuroimage 54, 2418-2425. doi: 10.1016/j.neuroimage.2010.10.042
    • (2011) Neuroimage , vol.54 , pp. 2418-2425
    • Shinkareva, S.V.1    Malave, V.L.2    Mason, R.A.3    Mitchell, T.M.4    Just, M.A.5
  • 78
    • 84896365152 scopus 로고    scopus 로고
    • Modality-independent decoding of semantic information from the human brain
    • Simanova, I., Hagoort, P., Oostenveld, R., and van Gerven, M. A. (2014). Modality-independent decoding of semantic information from the human brain. Cereb. Cortex 24, 426-434. doi: 10.1093/cercor/bhs324
    • (2014) Cereb. Cortex , vol.24 , pp. 426-434
    • Simanova, I.1    Hagoort, P.2    Oostenveld, R.3    van Gerven, M.A.4
  • 79
    • 0037068827 scopus 로고    scopus 로고
    • How distributed is visual category information in human occipito-temporal cortex? An fMRI study
    • Spiridon, M., and Kanwisher, N. (2002). How distributed is visual category information in human occipito-temporal cortex? An fMRI study. Neuron 35, 1157-1165. doi: 10.1016/s0896-6273(02)00877-2
    • (2002) Neuron , vol.35 , pp. 1157-1165
    • Spiridon, M.1    Kanwisher, N.2
  • 80
    • 79955482565 scopus 로고    scopus 로고
    • Imagery for shapes activates position-invariant representations in human visual cortex
    • Stokes, M., Saraiva, A., Rohenkohl, G., and Nobre, A. C. (2011). Imagery for shapes activates position-invariant representations in human visual cortex. Neuroimage 56, 1540-1545. doi: 10.1016/j.neuroimage.2011.02.071
    • (2011) Neuroimage , vol.56 , pp. 1540-1545
    • Stokes, M.1    Saraiva, A.2    Rohenkohl, G.3    Nobre, A.C.4
  • 81
    • 59649107060 scopus 로고    scopus 로고
    • Top-down activation of shape-specific population codes in visual cortex during mental imagery
    • Stokes, M., Thompson, R., Cusack, R., and Duncan, J. (2009). Top-down activation of shape-specific population codes in visual cortex during mental imagery. J. Neurosci. 29, 1565-1572. doi: 10.1523/JNEUROSCI.4657-08.2009
    • (2009) J. Neurosci. , vol.29 , pp. 1565-1572
    • Stokes, M.1    Thompson, R.2    Cusack, R.3    Duncan, J.4
  • 82
    • 84876718069 scopus 로고    scopus 로고
    • Confounds in multivariate pattern analysis: Theory and rule representation case study
    • Todd, M. T., Nystrom, L. E., and Cohen, J. D. (2013). Confounds in multivariate pattern analysis: theory and rule representation case study. Neuroimage 77, 157-165. doi: 10.1016/j.neuroimage.2013.03.039
    • (2013) Neuroimage , vol.77 , pp. 157-165
    • Todd, M.T.1    Nystrom, L.E.2    Cohen, J.D.3
  • 83
    • 82955169665 scopus 로고    scopus 로고
    • Decoding patterns of human brain activity
    • Tong, F., and Pratte, M. S. (2012). Decoding patterns of human brain activity. Annu. Rev. Psychol. 63, 483-509. doi: 10.1146/annurev-psych-120710-100412
    • (2012) Annu. Rev. Psychol. , vol.63 , pp. 483-509
    • Tong, F.1    Pratte, M.S.2
  • 84
    • 33947590502 scopus 로고    scopus 로고
    • The self and social cognition: The role of cortical midline structures and mirror neurons
    • Uddin, L. Q., Iacoboni, M., Lange, C., and Keenan, J. P. (2007). The self and social cognition: the role of cortical midline structures and mirror neurons. Trends Cogn. Sci. 11, 153-157. doi: 10.1016/j.tics.2007.01.001
    • (2007) Trends Cogn. Sci. , vol.11 , pp. 153-157
    • Uddin, L.Q.1    Iacoboni, M.2    Lange, C.3    Keenan, J.P.4
  • 85
    • 0029825864 scopus 로고    scopus 로고
    • Functional anatomy of a common semantic system for words and pictures
    • Vandenberghe, R., Price, C., Wise, R., Josephs, O., and Frackowiak, R. S. (1996). Functional anatomy of a common semantic system for words and pictures. Nature 383, 254-256. doi: 10.1038/383254a0
    • (1996) Nature , vol.383 , pp. 254-256
    • Vandenberghe, R.1    Price, C.2    Wise, R.3    Josephs, O.4    Frackowiak, R.S.5
  • 86
    • 84922890367 scopus 로고    scopus 로고
    • Separate neural representations for physical pain and social rejection
    • Woo, C. W., Koban, L., Kross, E., Lindquist, M. A., Banich, M. T., Ruzic, L., et al. (2014). Separate neural representations for physical pain and social rejection. Nat. Commun. 5:5380. doi: 10.1038/ncomms6380
    • (2014) Nat. Commun. , vol.5 , pp. 5380
    • Woo, C.W.1    Koban, L.2    Kross, E.3    Lindquist, M.A.4    Banich, M.T.5    Ruzic, L.6


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