{"id":213,"date":"2022-07-08T09:14:35","date_gmt":"2022-07-08T09:14:35","guid":{"rendered":"https:\/\/web4.bilkent.edu.tr\/hcf\/?page_id=213"},"modified":"2022-12-19T19:52:11","modified_gmt":"2022-12-19T19:52:11","slug":"useful-materials","status":"publish","type":"page","link":"https:\/\/web4.bilkent.edu.tr\/hcf\/?page_id=213","title":{"rendered":"Resources"},"content":{"rendered":"\n<h2 class=\"has-medium-font-size wp-block-heading\">fMRI methods &amp; analysis<\/h2>\n\n\n\n<p style=\"font-size:15px\">Feel free to read the content below in the given order. <\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/playlist?list=PLyGKBDfnk-iDVpUGSR_GlDmQrZOS0Lk6k\" data-type=\"URL\" data-id=\"https:\/\/www.youtube.com\/playlist?list=PLyGKBDfnk-iDVpUGSR_GlDmQrZOS0Lk6k\" target=\"_blank\" rel=\"noreferrer noopener\">fMRI Bootcamp -MITCBMM<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/miykael.github.io\/nipype-beginner-s-guide\/neuroimaging.html#acquisition-of-mri-data\">Brief introduction to neuroimaging<\/a><\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-5dd202d7-f3b0-4217-8903-8d794c736f16\" href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/07\/Intro_fMRI_2010_01_preprocessing.pdf\">Pre-processing primer PDF file (CBU)<\/a><a href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/07\/Intro_fMRI_2010_01_preprocessing.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-5dd202d7-f3b0-4217-8903-8d794c736f16\">Download<\/a><\/div>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/AnalysisPrinciples\" data-type=\"URL\" data-id=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/AnalysisPrinciples\" target=\"_blank\">Analysis principles<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/andysbrainbook.readthedocs.io\/en\/latest\/SPM\/SPM_Short_Course\/SPM_04_Preprocessing.html\" data-type=\"URL\" data-id=\"https:\/\/andysbrainbook.readthedocs.io\/en\/latest\/SPM\/SPM_Short_Course\/SPM_04_Preprocessing.html\" target=\"_blank\">SPM preprocessing<\/a><\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-9ab8e076-acd7-4605-beef-ee329230153c\" href=\"http:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/08\/Intro_fMRI_2010_02_GLM.pdf\">Introduction to GLM (CBU)<\/a><a href=\"http:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/08\/Intro_fMRI_2010_02_GLM.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-9ab8e076-acd7-4605-beef-ee329230153c\">Download<\/a><\/div>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/www.fmrib.ox.ac.uk\/primers\/appendices\/glm.pdf\" data-type=\"URL\" data-id=\"https:\/\/www.fmrib.ox.ac.uk\/primers\/appendices\/glm.pdf\" target=\"_blank\">Oxford Neuroimaging primers &#8211; GLM<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/andysbrainbook.readthedocs.io\/en\/latest\/SPM\/SPM_Short_Course\/SPM_05_1stLevelAnalysis.html\" data-type=\"URL\" data-id=\"https:\/\/andysbrainbook.readthedocs.io\/en\/latest\/SPM\/SPM_Short_Course\/SPM_05_1stLevelAnalysis.html\" target=\"_blank\">SPM 1st level analysis<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/andysbrainbook.readthedocs.io\/en\/latest\/FIR\/FIR_Overview.html\" target=\"_blank\">Finite Impulse Response (FIR)<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/www.fil.ion.ucl.ac.uk\/spm\/doc\/spm12_manual.pdf\" target=\"_blank\">SPM Manual<\/a><\/p>\n\n\n\n<p><a data-type=\"URL\" data-id=\"https:\/\/www.youtube.com\/watch?v=xLWES956JJE&amp;list=PL0ka7t7wbhYhaZkuaNIMkDmd2LqK5IsOf\" href=\"https:\/\/www.youtube.com\/watch?v=xLWES956JJE&amp;list=PL0ka7t7wbhYhaZkuaNIMkDmd2LqK5IsOf\" target=\"_blank\" rel=\"noreferrer noopener\">fMRI analysis playlist<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.pallier.org\/lectures\/Brain-imaging-methods-MBC-UPF-2017\/4_fmri-data-analysis.pdf\">https:\/\/www.pallier.org\/lectures\/Brain-imaging-methods-MBC-UPF-2017\/4_fmri-data-analysis.pdf<\/a><\/p>\n\n\n\n<p style=\"font-size:15px\">The core syllabus shared below consists of a list of topics one should cover to fully understand all concepts behind fMRI. If you are interested in utilizing fMRI in the long term, covering all those points will be very beneficial to you.<\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-7d73e464-676a-4ea1-9c9e-256f833b3e1d\" href=\"http:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/10\/FMRI-core-syllabus.pdf\">Core syllabus for fMRI<\/a><a href=\"http:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/10\/FMRI-core-syllabus.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-7d73e464-676a-4ea1-9c9e-256f833b3e1d\">Download<\/a><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">MVPA &#8211; Multivariate Pattern Analysis<\/h3>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-dff5e5ba-bb08-4f63-a621-e92b8101539f\" href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/08\/Intro_fMRI_2010_03_MVPA.pdf\">Introduction to MVPA (CBU)<\/a><a href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/08\/Intro_fMRI_2010_03_MVPA.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-dff5e5ba-bb08-4f63-a621-e92b8101539f\">Download<\/a><\/div>\n\n\n\n<p><a href=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/fninf.2014.00088\/full\" data-type=\"URL\" data-id=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/fninf.2014.00088\/full\" target=\"_blank\" rel=\"noreferrer noopener\">The Decoding Toolbox<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RSA &#8211; Representational similarity analysis<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/neuro.06.004.2008\/full\" data-type=\"URL\" data-id=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/neuro.06.004.2008\/full\" target=\"_blank\" rel=\"noreferrer noopener\">Representational similarity analysis \u2013 connecting the branches of systems neuroscience<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/B9780128120286000276\" data-type=\"URL\" data-id=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/B9780128120286000276\" target=\"_blank\">Representational Similarity Analyses: A&nbsp;Practical Guide for Functional MRI Applications<\/a> (accessible via Bilkent)<\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/academic.oup.com\/scan\/article\/14\/11\/1243\/5693905\" data-type=\"URL\" data-id=\"https:\/\/academic.oup.com\/scan\/article\/14\/11\/1243\/5693905\" target=\"_blank\">A Guide to Representational Similarity Analysis for Social Neuroscience<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371\/journal.pcbi.1003553\" target=\"_blank\" rel=\"noreferrer noopener\">A toolbox for representational similarity analysis<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Special topics<\/h3>\n\n\n\n<p><a href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/BasicOnsetFiles\" data-type=\"URL\" data-id=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/BasicOnsetFiles\" target=\"_blank\" rel=\"noreferrer noopener\">Event\/onset files: <\/a><\/p>\n\n\n\n<p><a href=\"http:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/DataDiagnostics\" data-type=\"URL\" data-id=\"http:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/DataDiagnostics\" target=\"_blank\" rel=\"noreferrer noopener\">Data diagnostics: <\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/DesignEfficiency\" target=\"_blank\">Design efficiency in fMRI<\/a><\/p>\n\n\n\n<p><a data-type=\"URL\" data-id=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/DealingWithDifference\" href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/DealingWithDifference\" target=\"_blank\" rel=\"noreferrer noopener\">Dealing with differences of HRF:<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC2535596\/\" data-type=\"URL\" data-id=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC2535596\/\">Modelling with parametric modulators<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=2W7Rso-4Hqg\" data-type=\"URL\" data-id=\"https:\/\/www.youtube.com\/watch?v=2W7Rso-4Hqg\" target=\"_blank\" rel=\"noreferrer noopener\">Parametric modulators video<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/andysbrainblog.blogspot.com\/2012\/11\/a-note-of-fmri-masks.html\" data-type=\"URL\" data-id=\"https:\/\/andysbrainblog.blogspot.com\/2012\/11\/a-note-of-fmri-masks.html\" target=\"_blank\" rel=\"noreferrer noopener\">Brain masks:<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.fil.ion.ucl.ac.uk\/spm\/doc\/books\/hbf2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Human Brain Function book<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"http:\/\/martin-hebart.de\/webpages\/code\/matlab.html\" target=\"_blank\" rel=\"noreferrer noopener\">Martin Hebart&#8217;s tools <\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/cvnlab\/GLMsingle\" target=\"_blank\" rel=\"noopener\" title=\"GLM single\">GLM single<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">f(MRI) acquisition <\/h3>\n\n\n\n<p>How MRI works: <a rel=\"noreferrer noopener\" href=\"https:\/\/www.youtube.com\/playlist?list=PLkSVzqeK5v2C4X1G3IuRUQeNveNGNxZrn\" target=\"_blank\">https:\/\/www.youtube.com\/playlist?list=PLkSVzqeK5v2C4X1G3IuRUQeNveNGNxZrn<\/a><\/p>\n\n\n\n<p>MR Physics: <a href=\"https:\/\/www.youtube.com\/playlist?list=PLBkfUPj1TSRqmh2pXV2t5bY5Qr3Z8AeOi\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/playlist?list=PLBkfUPj1TSRqmh2pXV2t5bY5Qr3Z8AeOi<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=XgIytITAWe0&amp;list=PL0ka7t7wbhYhi30TPmaXe-IR91xyVTyg4\" data-type=\"URL\" data-id=\"https:\/\/www.youtube.com\/watch?v=XgIytITAWe0&amp;list=PL0ka7t7wbhYhi30TPmaXe-IR91xyVTyg4\" target=\"_blank\" rel=\"noreferrer noopener\">MRI Pulse sequences playlist<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/youtu.be\/aK0FiHYIcU0\" data-type=\"URL\" data-id=\"https:\/\/youtu.be\/aK0FiHYIcU0\" target=\"_blank\" rel=\"noreferrer noopener\">Information regarding protocol parameters<\/a><\/p>\n\n\n\n<p><a href=\"http:\/\/www.mritoolbox.com\/Home.html\" target=\"_blank\" rel=\"noreferrer noopener\">MRI Toolbox (for selecting protocol parameters)<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/ImagingSequences\" data-type=\"URL\" data-id=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/ImagingSequences\">MRC CBU Imaging Sequences<\/a><\/p>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/TipsForDataAcquisition\" target=\"_blank\">Tips for data acquisition<\/a><\/p>\n\n\n\n<p>Understanding fMRI artifacts: <a rel=\"noreferrer noopener\" href=\"https:\/\/practicalfmri.blogspot.com\/2011\/11\/understanding-fmri-artifacts.html\" target=\"_blank\">https:\/\/practicalfmri.blogspot.com\/2011\/11\/understanding-fmri-atifacts.html<\/a><\/p>\n\n\n\n<p>How to understand good data: <a href=\"https:\/\/practicalfmri.blogspot.com\/2011\/11\/understanding-fmri-artifacts-good.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/practicalfmri.blogspot.com\/2011\/11\/understanding-fmri-artifacts-good.html<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/crnl.readthedocs.io\/fieldmaps\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">Fieldmaps <\/a><\/p>\n\n\n\n<p>Harvard fMRI physics and protocol Q&amp;A: <a rel=\"noreferrer noopener\" href=\"https:\/\/cbs.fas.harvard.edu\/science\/core-facilities\/neuroimaging\/information-investigators\/MRphysicsfaq\" target=\"_blank\">https:\/\/cbs.fas.harvard.edu\/science\/core-facilities\/neuroimaging\/information-investigators\/MRphysicsfaq<\/a><\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-e2651405-09e7-4f05-9475-e40ed2eab079\" href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/07\/3T_user_training_FAQ_08Mar2012.doc\">3T User Training FAQ (by UC Berkeley Dr. Ben Inglis):<\/a><a href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/wp-content\/uploads\/2022\/07\/3T_user_training_FAQ_08Mar2012.doc\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-e2651405-09e7-4f05-9475-e40ed2eab079\">Download<\/a><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Statistics<\/h3>\n\n\n\n<figure class=\"wp-block-embed is-type-link is-provider-motor-behaviour wp-block-embed-motor-behaviour\"><div class=\"wp-block-embed__wrapper\">\n<a href=\"https:\/\/motorbehaviour.wordpress.com\/2014\/10\/31\/confidence-intervals-in-within-participant-design-a-tutorial-on-the-cousineau-morey-method\/\">Confidence intervals in within-participant design: a tutorial on the Cousineau-Morey&nbsp;method<\/a>\n<\/div><\/figure>\n\n\n\n<p>Within subjects CI part 1: <a href=\"https:\/\/www.youtube.com\/watch?v=jkuYsSZu140\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=jkuYsSZu140<\/a><\/p>\n\n\n\n<p>Within subjects CI part 2: <a href=\"https:\/\/www.youtube.com\/watch?v=WRj3py4LBOo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=WRj3py4LBOo<\/a><\/p>\n\n\n\n<p>Bayesian statistics: <a href=\"https:\/\/www.youtube.com\/watch?v=3OJEae7Qb_o\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=3OJEae7Qb_o<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=Uz9r8eV2erQ&amp;list=PL3IqNVB6Zfz-nRkuz4F1Vc5ar1zCugV_a\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=Uz9r8eV2erQ&amp;list=PL3IqNVB6Zfz-nRkuz4F1Vc5ar1zCugV_a<\/a><\/p>\n\n\n\n<h3 class=\"has-medium-font-size wp-block-heading\">Cognition &amp; Behaviour<\/h3>\n\n\n\n<p>Can brain scans reveal behaviour? <a rel=\"noreferrer noopener\" href=\"https:\/\/www.nature.com\/articles\/d41586-022-00767-3\" data-type=\"URL\" data-id=\"https:\/\/www.nature.com\/articles\/d41586-022-00767-3\" target=\"_blank\">https:\/\/www.nature.com\/articles\/d41586-022-00767-3<\/a><\/p>\n\n\n\n<p>Multiple Demand system: <a rel=\"noreferrer noopener\" href=\"https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/MDsystem\" target=\"_blank\">https:\/\/imaging.mrc-cbu.cam.ac.uk\/imaging\/MDsystem<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Programming<\/h3>\n\n\n\n<p>Linear programming in Python: <a rel=\"noreferrer noopener\" href=\"https:\/\/towardsdatascience.com\/integer-programming-vs-linear-programming-in-python-f1be5bb4e60e\" target=\"_blank\">https:\/\/towardsdatascience.com\/integer-programming-vs-linear-programming-in-python-f1be5bb4e60e<\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/towardsdatascience.com\/introduction-to-linear-programming-in-python-9261e7eb44b\" target=\"_blank\">https:\/\/towardsdatascience.com\/introduction-to-linear-programming-in-python-9261e7eb44b<\/a><\/p>\n\n\n\n<p>Python vs. Matlab: <a href=\"http:\/\/asterisk.dynevor.org\/python-matlab.html\">http:\/\/asterisk.dynevor.org\/python-matlab.html<\/a><\/p>\n\n\n\n<p>Linux: <a href=\"http:\/\/www.ee.surrey.ac.uk\/Teaching\/Unix\/\" target=\"_blank\" rel=\"noopener\" title=\"\">http:\/\/www.ee.surrey.ac.uk\/Teaching\/Unix\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>fMRI methods &amp; analysis Feel free to read the content below in the given order. fMRI Bootcamp -MITCBMM Brief introduction to neuroimaging Analysis principles SPM preprocessing Oxford Neuroimaging primers &#8211; GLM SPM 1st level analysis Finite Impulse Response (FIR) SPM Manual fMRI analysis playlist https:\/\/www.pallier.org\/lectures\/Brain-imaging-methods-MBC-UPF-2017\/4_fmri-data-analysis.pdf The core syllabus shared below consists of a list of &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/web4.bilkent.edu.tr\/hcf\/?page_id=213\" class=\"more-link\">Read the full post &rarr;<span class=\"screen-reader-text\">&#8220;Resources&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=\/wp\/v2\/pages\/213"}],"collection":[{"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=213"}],"version-history":[{"count":170,"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=\/wp\/v2\/pages\/213\/revisions"}],"predecessor-version":[{"id":948,"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=\/wp\/v2\/pages\/213\/revisions\/948"}],"wp:attachment":[{"href":"https:\/\/web4.bilkent.edu.tr\/hcf\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=213"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}