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analysis:course-w16:week11 [2016/02/23 14:09]
mvdm [Spectrally resolved Granger causality]
analysis:course-w16:week11 [2018/07/07 10:19] (current)
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 ~~DISCUSSION~~ ~~DISCUSSION~~
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-:!: **Under construction,​ please do not use yet!** :!: 
  
 ===== Interactions between multiple signals: coherence, Granger causality, and phase-slope index ===== ===== Interactions between multiple signals: coherence, Granger causality, and phase-slope index =====
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   * (background reading, a brief review) [[http://​www.ncbi.nlm.nih.gov/​pubmed/​16150631 | Fries (2005) ]] Communication through coherence paper   * (background reading, a brief review) [[http://​www.ncbi.nlm.nih.gov/​pubmed/​16150631 | Fries (2005) ]] Communication through coherence paper
   * (optional, a nice example application) [[http://​www.ncbi.nlm.nih.gov/​pubmed/​17372196 | deCoteau et al. (2007)]] hippocampus-striatum coherence changes with learning   * (optional, a nice example application) [[http://​www.ncbi.nlm.nih.gov/​pubmed/​17372196 | deCoteau et al. (2007)]] hippocampus-striatum coherence changes with learning
 +  * (technical background) [[http://​arxiv.org/​pdf/​q-bio/​0608035v1.pdf | Ding et al. (2006)]] theory of Granger causality and applications to neuroscience
 ==== Introduction ==== ==== Introduction ====
  
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 ==== Challenges ==== ==== Challenges ====
  
-★ If you have your own data with at least two signals that you suspect may be related, identify an appropriate functional connectivity analysis and apply it to the data.+★ If you have your own data with at least two signals that you suspect may be related, identify an appropriate functional connectivity analysis and apply it to the data. Comment on why the chosen method was used. 
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 +★ The "​theta"​ rhythm, which is about 8 Hz in moving rodents, is important in coordinating the spike timing of hippocampal neurons. However, theta frequencies also appear in LFPs recorded from other brain areas, including the prefrontal cortex and the ventral striatum. One hypothesis is that those areas simply "​inherit"​ theta activity from their hippocampal inputs. Test this idea using data from R020, which has electrodes in hippocampus and ventral striatum, and your chosen connectivity analysis method. 
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analysis/course-w16/week11.1456254575.txt.gz · Last modified: 2018/07/07 10:19 (external edit)