The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons
<p>A new decoding method is described that enables the information that is encoded by simultaneously recorded neurons to be measured. The algorithm measures the information that is contained not only in the number of spikes from each neuron, but also in the cross-correlations between the neuro...
| Main Authors: | , , , |
|---|---|
| Format: | Journal article |
| Language: | English |
| Published: |
Springer Science+Business Media
2004
|
| Subjects: |
| _version_ | 1826302496230866944 |
|---|---|
| author | Franco, L Edmund, E Aggelopoulos, N Treves, A |
| author_facet | Franco, L Edmund, E Aggelopoulos, N Treves, A |
| author_sort | Franco, L |
| collection | OXFORD |
| description | <p>A new decoding method is described that enables the information that is encoded by simultaneously recorded neurons to be measured. The algorithm measures the information that is contained not only in the number of spikes from each neuron, but also in the cross-correlations between the neuronal firing including stimulus-dependent synchronization effects. The approach enables the effects of interactions between the ‘signal’ and ‘noise’ correlations to be identified and measured, as well as those from stimulus-dependent cross-correlations. The approach provides an estimate of the statistical significance of the stimulus-dependent synchronization information, as well as enabling its magnitude to be compared with the magnitude of the spike-count related information, and also whether these two contributions are additive or redundant. The algorithm operates even with limited numbers of trials. The algorithm is validated by simulation. It was then used to analyze neuronal data from the primate inferior temporal visual cortex. The main conclusions from experiments with two to four simultaneously recorded neurons were that almost all of the information was available in the spike counts of the neurons; that this Rate information included on average very little redundancy arising from stimulus-independent correlation effects; and that stimulus-dependent cross-correlation effects (i.e. stimulus-dependent synchronization) contribute very little to the encoding of information in the inferior temporal visual cortex about which object or face has been presented.</p> |
| first_indexed | 2024-03-07T05:48:25Z |
| format | Journal article |
| id | oxford-uuid:e800c197-6cec-4ec2-9f0f-14451b5efdea |
| institution | University of Oxford |
| language | English |
| last_indexed | 2024-03-07T05:48:25Z |
| publishDate | 2004 |
| publisher | Springer Science+Business Media |
| record_format | dspace |
| spelling | oxford-uuid:e800c197-6cec-4ec2-9f0f-14451b5efdea2022-03-27T10:43:27ZThe use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons Journal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:e800c197-6cec-4ec2-9f0f-14451b5efdeaExperimental psychologyEnglishOxford University Research Archive - ValetSpringer Science+Business Media2004Franco, LEdmund, EAggelopoulos, NTreves, A<p>A new decoding method is described that enables the information that is encoded by simultaneously recorded neurons to be measured. The algorithm measures the information that is contained not only in the number of spikes from each neuron, but also in the cross-correlations between the neuronal firing including stimulus-dependent synchronization effects. The approach enables the effects of interactions between the ‘signal’ and ‘noise’ correlations to be identified and measured, as well as those from stimulus-dependent cross-correlations. The approach provides an estimate of the statistical significance of the stimulus-dependent synchronization information, as well as enabling its magnitude to be compared with the magnitude of the spike-count related information, and also whether these two contributions are additive or redundant. The algorithm operates even with limited numbers of trials. The algorithm is validated by simulation. It was then used to analyze neuronal data from the primate inferior temporal visual cortex. The main conclusions from experiments with two to four simultaneously recorded neurons were that almost all of the information was available in the spike counts of the neurons; that this Rate information included on average very little redundancy arising from stimulus-independent correlation effects; and that stimulus-dependent cross-correlation effects (i.e. stimulus-dependent synchronization) contribute very little to the encoding of information in the inferior temporal visual cortex about which object or face has been presented.</p> |
| spellingShingle | Experimental psychology Franco, L Edmund, E Aggelopoulos, N Treves, A The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| title | The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| title_full | The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| title_fullStr | The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| title_full_unstemmed | The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| title_short | The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| title_sort | use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons |
| topic | Experimental psychology |
| work_keys_str_mv | AT francol theuseofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT edmunde theuseofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT aggelopoulosn theuseofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT trevesa theuseofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT francol useofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT edmunde useofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT aggelopoulosn useofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons AT trevesa useofdecodingtoanalyzethecontributiontotheinformationofthecorrelationsbetweenthefiringofsimultaneouslyrecordedneurons |