Exploring commonalities across participants in the neural representation of objects

被引:17
|
作者
Shinkareva, Svetlana V. [1 ]
Malave, Vicente L. [2 ]
Just, Marcel Adam [3 ]
Mitchell, Tom M. [4 ]
机构
[1] Univ S Carolina, Dept Psychol, Columbia, SC 29208 USA
[2] Univ Calif Dan Diego, Dept Cognit Sci, La Jolla, CA USA
[3] Carnegie Mellon Univ, Dept Psychol, Pittsburgh, PA 15213 USA
[4] Carnegie Mellon Univ, Sch Comp Sci, Machine Learning Dept, Pittsburgh, PA 15213 USA
关键词
fMRI; logistic regression; machine learning; multivariate data analysis; eigen decomposition; RV-coefficient; STATIS; COGNITIVE STATES; FMRI; PATTERNS; ACTIVATION; CLASSIFICATION; PARCELLATION; INFORMATION; PERCEPTION; RETRIEVAL; DORSAL;
D O I
10.1002/hbm.21296
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The question of whether the neural encodings of objects are similar across different people is one of the key questions in cognitive neuroscience. This article examines the commonalities in the internal representation of objects, as measured with fMRI, across individuals in two complementary ways. First, we examine the commonalities in the internal representation of objects across people at the level of interobject distances, derived from whole brain fMRI data, and second, at the level of spatially localized anatomical brain regions that contain sufficient information for identification of object categories, without making the assumption that their voxel patterns are spatially matched in a common space. We examine the commonalities in internal representation of objects on 3T fMRI data collected while participants viewed line drawings depicting various tools and dwellings. This exploratory study revealed the extent to which the representation of individual concepts, and their mutual similarity, is shared across participants. Hum Brain Mapp, 2011. (c) 2011 Wiley-Liss, Inc.
引用
收藏
页码:1375 / 1383
页数:9
相关论文
共 50 条
  • [31] The neural representation of objects formed through the spatiotemporal integration of visual transients
    Erlikhman, Gennady
    Gurariy, Gennadiy
    Mruczek, Ryan E. B.
    Caplovitz, Gideon P.
    NEUROIMAGE, 2016, 142 : 67 - 78
  • [32] A neural network for learning the meaning of objects and words from a featural representation
    Ursino, Mauro
    Cuppini, Cristiano
    Magosso, Elisa
    NEURAL NETWORKS, 2015, 63 : 234 - 253
  • [33] Neural Dynamics in the Processing of Personal Objects as an Index of the Brain Representation of the Self
    Francisco Muñoz
    Pilar Casado
    David Hernández-Gutiérrez
    Laura Jiménez-Ortega
    Sabela Fondevila
    Javier Espuny
    José Sánchez-García
    Manuel Martín-Loeches
    Brain Topography, 2020, 33 : 86 - 100
  • [34] A neural network model for acquiring an internal representation of the weight of grasped objects
    Uno, Y
    Iwata, S
    Hanba, S
    Suzuki, R
    PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 241 - 244
  • [35] The neural representation of 3-dimensional objects in rodent memory circuits
    Burke, Sara N.
    Barnes, Carol A.
    BEHAVIOURAL BRAIN RESEARCH, 2015, 285 : 60 - 66
  • [36] Neural Dynamics in the Processing of Personal Objects as an Index of the Brain Representation of the Self
    Munoz, Francisco
    Casado, Pilar
    Hernandez-Gutierrez, David
    Jimenez-Ortega, Laura
    Fondevila, Sabela
    Espuny, Javier
    Sanchez-Garcia, Jose
    Martin-Loeches, Manuel
    BRAIN TOPOGRAPHY, 2020, 33 (01) : 86 - 100
  • [37] Neural representation of three-dimensional features of manipulation objects with stereopsis
    Sakata, H
    Taira, M
    Kusunoki, M
    Murata, A
    Tsutsui, K
    Tanaka, Y
    Shein, WN
    Miyashita, Y
    EXPERIMENTAL BRAIN RESEARCH, 1999, 128 (1-2) : 160 - 169
  • [38] Neural representation of visual objects: encoding and top-down activation
    Miyashita, Y
    Hayashi, T
    CURRENT OPINION IN NEUROBIOLOGY, 2000, 10 (02) : 187 - 194
  • [39] Emergence of syntax: commonalities and differences across children
    Vasilyeva, Marina
    Waterfall, Heidi
    Huttenlocher, Janellen
    DEVELOPMENTAL SCIENCE, 2008, 11 (01) : 84 - 97
  • [40] Neural Competition for Conscious Representation across Time: An fMRI Study
    Slagter, Heleen A.
    Johnstone, Tom
    Beets, Iseult A. M.
    Davidson, Richard J.
    PLOS ONE, 2010, 5 (05):