{"id":1885,"date":"2026-06-01T21:23:26","date_gmt":"2026-06-01T20:23:26","guid":{"rendered":"https:\/\/research.reading.ac.uk\/bel\/?page_id=1885"},"modified":"2026-06-01T21:25:18","modified_gmt":"2026-06-01T20:25:18","slug":"modelling-long-range-dependence-and-critical-brain-dynamics-in-brain-networks","status":"publish","type":"page","link":"https:\/\/research.reading.ac.uk\/bel\/projects\/modelling-long-range-dependence-and-critical-brain-dynamics-in-brain-networks\/","title":{"rendered":"Modelling long-range dependence and critical brain dynamics in brain networks"},"content":{"rendered":"<p style=\"font-weight: 400\">The primary aim is to develop mathematically principled frameworks that improve the measurement and characterisation of complex neural systems, specifically long-memory structure, critical dynamics, and heavy-tailed nonstationary behaviour in neural time series data. In particular, investigation of the instability of classical long-range dependence estimators outside ideal statistical regimes and its impact on the ambiguity surrounding the critical brain hypothesis. This research ultimately aims to enhance the reliability of neural-dynamics inferences, more clearly differentiate genuine long-range dependence from statistical artefacts, and strengthen the mathematical foundations for interpretable and biologically informed brain network models.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The primary aim is to develop mathematically principled frameworks that improve the measurement and characterisation of complex neural systems, specifically long-memory structure, critical dynamics, and heavy-tailed nonstationary behaviour in neural&#8230;<a class=\"read-more\" href=\"&#104;&#116;&#116;&#112;&#115;&#58;&#47;&#47;&#114;&#101;&#115;&#101;&#97;&#114;&#99;&#104;&#46;&#114;&#101;&#97;&#100;&#105;&#110;&#103;&#46;&#97;&#99;&#46;&#117;&#107;&#47;&#98;&#101;&#108;&#47;&#112;&#114;&#111;&#106;&#101;&#99;&#116;&#115;&#47;&#109;&#111;&#100;&#101;&#108;&#108;&#105;&#110;&#103;&#45;&#108;&#111;&#110;&#103;&#45;&#114;&#97;&#110;&#103;&#101;&#45;&#100;&#101;&#112;&#101;&#110;&#100;&#101;&#110;&#99;&#101;&#45;&#97;&#110;&#100;&#45;&#99;&#114;&#105;&#116;&#105;&#99;&#97;&#108;&#45;&#98;&#114;&#97;&#105;&#110;&#45;&#100;&#121;&#110;&#97;&#109;&#105;&#99;&#115;&#45;&#105;&#110;&#45;&#98;&#114;&#97;&#105;&#110;&#45;&#110;&#101;&#116;&#119;&#111;&#114;&#107;&#115;&#47;\">Read More ><\/a><\/p>\n","protected":false},"author":311,"featured_media":0,"parent":1432,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"__cvm_playback_settings":[],"__cvm_video_id":"","footnotes":""},"coauthors":[22],"class_list":["post-1885","page","type-page","status-publish","hentry"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/pages\/1885","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/users\/311"}],"replies":[{"embeddable":true,"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/comments?post=1885"}],"version-history":[{"count":2,"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/pages\/1885\/revisions"}],"predecessor-version":[{"id":1887,"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/pages\/1885\/revisions\/1887"}],"up":[{"embeddable":true,"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/pages\/1432"}],"wp:attachment":[{"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/media?parent=1885"}],"wp:term":[{"taxonomy":"author","embeddable":true,"href":"https:\/\/research.reading.ac.uk\/bel\/wp-json\/wp\/v2\/coauthors?post=1885"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}