Literature DB >> 26412094

Resolving Ambiguities of MVPA Using Explicit Models of Representation.

Thomas Naselaris1, Kendrick N Kay2.   

Abstract

We advocate a shift in emphasis within cognitive neuroscience from multivariate pattern analysis (MVPA) to the design and testing of explicit models of neural representation. With such models, it becomes possible to identify the specific representations encoded in patterns of brain activity and to map them across the brain.
Copyright © 2015. Published by Elsevier Ltd.

Entities:  

Keywords:  computational modeling; encoding model; fMRI; multivariate pattern analysis; representation

Mesh：

Year:  2015        PMID： 26412094      PMCID： PMC4748837          DOI： 10.1016/j.tics.2015.07.005

Source DB:  PubMed          Journal:  Trends Cogn Sci        ISSN： 1364-6613            Impact factor:   20.229


  12 in total

1.  Population receptive field estimates in human visual cortex.

Authors:  Serge O Dumoulin; Brian A Wandell
Journal:  Neuroimage       Date:  2007-09-29       Impact factor: 6.556

2.  On the interpretation of weight vectors of linear models in multivariate neuroimaging.

Authors:  Stefan Haufe; Frank Meinecke; Kai Görgen; Sven Dähne; John-Dylan Haynes; Benjamin Blankertz; Felix Bießmann
Journal:  Neuroimage       Date:  2013-11-15       Impact factor: 6.556

3.  Predicting human brain activity associated with the meanings of nouns.

Authors:  Tom M Mitchell; Svetlana V Shinkareva; Andrew Carlson; Kai-Min Chang; Vicente L Malave; Robert A Mason; Marcel Adam Just
Journal:  Science       Date:  2008-05-30       Impact factor: 47.728

4.  What do differences between multi-voxel and univariate analysis mean? How subject-, voxel-, and trial-level variance impact fMRI analysis.

Authors:  Tyler Davis; Karen F LaRocque; Jeanette A Mumford; Kenneth A Norman; Anthony D Wagner; Russell A Poldrack
Journal:  Neuroimage       Date:  2014-04-21       Impact factor: 6.556

Review 5.  Decoding neural representational spaces using multivariate pattern analysis.

Authors:  James V Haxby; Andrew C Connolly; J Swaroop Guntupalli
Journal:  Annu Rev Neurosci       Date:  2014-06-25       Impact factor: 12.449

6.  Decoding and reconstructing color from responses in human visual cortex.

Authors:  Gijs Joost Brouwer; David J Heeger
Journal:  J Neurosci       Date:  2009-11-04       Impact factor: 6.167

7.  Searchlight analysis: promise, pitfalls, and potential.

Authors:  Joset A Etzel; Jeffrey M Zacks; Todd S Braver
Journal:  Neuroimage       Date:  2013-04-01       Impact factor: 6.556

8.  Encoding of natural sounds at multiple spectral and temporal resolutions in the human auditory cortex.

Authors:  Roberta Santoro; Michelle Moerel; Federico De Martino; Rainer Goebel; Kamil Ugurbil; Essa Yacoub; Elia Formisano
Journal:  PLoS Comput Biol       Date:  2014-01-02       Impact factor: 4.475

9.  A two-stage cascade model of BOLD responses in human visual cortex.

Authors:  Kendrick N Kay; Jonathan Winawer; Ariel Rokem; Aviv Mezer; Brian A Wandell
Journal:  PLoS Comput Biol       Date:  2013-05-30       Impact factor: 4.475

Review 10.  Representational geometry: integrating cognition, computation, and the brain.

Authors:  Nikolaus Kriegeskorte; Rogier A Kievit
Journal:  Trends Cogn Sci       Date:  2013-07-19       Impact factor: 20.229
View more
  25 in total

1.  Encoding of natural timbre dimensions in human auditory cortex.

Authors:  Emily J Allen; Michelle Moerel; Agustín Lage-Castellanos; Federico De Martino; Elia Formisano; Andrew J Oxenham
Journal:  Neuroimage       Date:  2017-11-04       Impact factor: 6.556

2.  Sentential negation of abstract and concrete conceptual categories: a brain decoding multivariate pattern analysis study.

Authors:  Marta Ghio; Karolin Haegert; Matilde M Vaghi; Marco Tettamanti
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2018-08-05       Impact factor: 6.237

Review 3.  Neural mechanisms of information storage in visual short-term memory.

Authors:  John T Serences
Journal:  Vision Res       Date:  2016-10-04       Impact factor: 1.886

Review 4.  Interpreting encoding and decoding models.

Authors:  Nikolaus Kriegeskorte; Pamela K Douglas
Journal:  Curr Opin Neurobiol       Date:  2019-04-28       Impact factor: 6.627

Review 5.  Cognitive computational neuroscience.

Authors:  Nikolaus Kriegeskorte; Pamela K Douglas
Journal:  Nat Neurosci       Date:  2018-08-20       Impact factor: 24.884

6.  The feature-weighted receptive field: an interpretable encoding model for complex feature spaces.

Authors:  Ghislain St-Yves; Thomas Naselaris
Journal:  Neuroimage       Date:  2017-06-20       Impact factor: 6.556

7.  Linking signal detection theory and encoding models to reveal independent neural representations from neuroimaging data.

Authors:  Fabian A Soto; Lauren E Vucovich; F Gregory Ashby
Journal:  PLoS Comput Biol       Date:  2018-10-01       Impact factor: 4.475

8.  A meta-analysis of fMRI decoding: Quantifying influences on human visual population codes.

Authors:  Marc N Coutanche; Sarah H Solomon; Sharon L Thompson-Schill
Journal:  Neuropsychologia       Date:  2016-01-19       Impact factor: 3.139

9.  Reconstructing Perceived and Retrieved Faces from Activity Patterns in Lateral Parietal Cortex.

Authors:  Hongmi Lee; Brice A Kuhl
Journal:  J Neurosci       Date:  2016-06-01       Impact factor: 6.167

10.  Decoding and Reconstructing the Focus of Spatial Attention from the Topography of Alpha-band Oscillations.

Authors:  Jason Samaha; Thomas C Sprague; Bradley R Postle
Journal:  J Cogn Neurosci       Date:  2016-03-22       Impact factor: 3.225
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.