[ENH] Add support for multivariate coherency method (canonical cohere…

…nce) (#163)

Co-authored-by: Thomas Samuel Binns <t.s.binns@outlook.com>
Co-authored-by: Adam Li <adam2392@gmail.com>

CITATION.cff

@@ -20,8 +20,15 @@ authors:
   - given-names: "Alexandre"
     family-names: "Gramfort"
     orcid: https://orcid.org/0000-0001-9791-4404
+  - given-names: "Thomas Samuel"
+    family-names: "Binns"
+    orcid: https://orcid.org/0000-0003-0657-0891
+  - given-names: "Mohammad"
+    family-names: "Orabe"
+    orcid: https://orcid.org/0009-0004-7177-799X
+
 
 title: "mne-connectivity"
-version: 0.2.0
-date-released: 2022-01-13
+version: 0.6.0
+date-released: 2024-12-06
 url: "https://github.com/mne-tools/mne-connectivity"

doc/authors.inc

@@ -14,3 +14,5 @@
 .. _Thomas Binns: https://github.com/tsbinns
 .. _Tien Nguyen: https://github.com/nguyen-td
 .. _Richard Köhler: https://github.com/richardkoehler
+.. _Mohammad Orabe: https://github.com/orabe
+.. _Mina Jamshidi: https://github.com/minajamshidi

doc/references.bib

@@ -82,6 +82,16 @@ @article{HaufeEtAl2013
  year = {2013}
 }
 
+@article{HaufeEtAl2014,
+ author={Haufe, Stefan and Meinecke, Frank and G{\"o}rgen, Kai and D{\"a}hne, Sven and Haynes, John-Dylan and Blankertz, Benjamin and Bie{\ss}mann, Felix},
+ doi = {10.1016/j.neuroimage.2013.10.067},
+ journal={NeuroImage},
+ pages={96--110},
+ title={On the interpretation of weight vectors of linear models in multivariate neuroimaging},
+ volume={87},
+ year={2014},
+}
+
 @article{HippEtAl2012,
  author = {Hipp, Joerg F and Hawellek, David J and Corbetta, Maurizio and Siegel, Markus and Engel, Andreas K},
  doi = {10.1038/nn.3101},
@@ -268,6 +278,16 @@ @article{VinckEtAl2015
  year = {2015}
 }
 
+@article{ViriyopaseEtAl2012,
+ author={Viriyopase, Atthaphon and Bojak, Ingo and Zeitler, Magteld and Gielen, Stan},
+ doi={10.3389/fncom.2012.00049},
+ journal={Frontiers in Computational Neuroscience},
+ pages={49},
+ title={When long-range zero-lag synchronization is feasible in cortical networks},
+ volume={6},
+ year={2012}
+}
+
 @article{Whittle1963,
  author = {Whittle, Peter},
  doi = {10.1093/biomet/50.1-2.129},

doc/whats_new.rst

@@ -24,7 +24,7 @@ Version 0.7 (in dev)
 Enhancements
 ~~~~~~~~~~~~
 
-- 
+- Add support for a new multivariate connectivity method (canonical coherence; ``cacoh``) in :func:`mne_connectivity.spectral_connectivity_epochs` and :func:`mne_connectivity.spectral_connectivity_time` by `Thomas Binns`_ and `Mohammad Orabe`_ and `Mina Jamshidi`_ (:pr:`163`).
 
 Bug
 ~~~
@@ -38,6 +38,9 @@ API
 
 Authors
 ~~~~~~~
+* `Thomas Binns`_
+* `Mohammad Orabe`_
+* `Mina Jamshidi`_
 
 
 :doc:`Find out what was new in previous releases <whats_new_previous_releases>`