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
  • [1] Commonalities and variations in emotion representation across modalities and brain regions
    Kiyokawa, Hiroaki
    Hayashi, Ryusuke
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [2] The spatiotopic representation of visual objects across time
    Collins, Therese
    ATTENTION PERCEPTION & PSYCHOPHYSICS, 2016, 78 (06) : 1531 - 1537
  • [3] The spatiotopic representation of visual objects across time
    Thérèse Collins
    Attention, Perception, & Psychophysics, 2016, 78 : 1531 - 1537
  • [4] Selective neural representation of objects relevant for navigation
    Janzen, G
    van Turennout, M
    NATURE NEUROSCIENCE, 2004, 7 (06) : 673 - 677
  • [5] Selective neural representation of objects relevant for navigation
    Gabriele Janzen
    Miranda van Turennout
    Nature Neuroscience, 2004, 7 : 673 - 677
  • [6] Neural Representation of Emotion across Modalities
    Whitehead, Jocelyne C.
    Armony, Jorge L.
    CANADIAN JOURNAL OF EXPERIMENTAL PSYCHOLOGY-REVUE CANADIENNE DE PSYCHOLOGIE EXPERIMENTALE, 2015, 69 (04): : 337 - 337
  • [7] Shrinking of spatial hand representation but not of objects across the lifespan
    Dupin, Lucile
    Cuenca, Macarena
    Baron, Jean-Claude
    Maier, Marc A.
    Lindberg, Pavel G.
    CORTEX, 2022, 146 : 173 - 185
  • [8] The Neural Representation of Multiple Objects in the Primate Visual System
    Jeurissen, Danique
    van Ham, Anne F.
    Self, Matthew W.
    JOURNAL OF NEUROSCIENCE, 2015, 35 (37): : 12612 - 12614
  • [9] Neural representation of objects in space: a dual coding account
    Humphreys, GW
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1998, 353 (1373) : 1341 - 1351
  • [10] FRAMEWORKS OF ANALYSIS FOR THE NEURAL REPRESENTATION OF ANIMATE OBJECTS AND ACTIONS
    PERRETT, DI
    HARRIES, MH
    BEVAN, R
    THOMAS, S
    BENSON, PJ
    MISTLIN, AJ
    CHITTY, AJ
    HIETANEN, JK
    ORTEGA, JE
    JOURNAL OF EXPERIMENTAL BIOLOGY, 1989, 146 : 87 - 113