{"id":66474,"date":"2022-06-20T08:32:00","date_gmt":"2022-06-20T08:32:00","guid":{"rendered":"https:\/\/www.kriativ-tech.com\/?p=66474"},"modified":"2022-06-20T08:37:23","modified_gmt":"2022-06-20T08:37:23","slug":"applications-of-artificial-intelligence-in-neuroscience-research-an-overview","status":"publish","type":"post","link":"https:\/\/www.kriativ-tech.com\/?p=66474","title":{"rendered":"Applications of Artificial Intelligence in Neuroscience Research: an Overview"},"content":{"rendered":"<p>[vc_row][vc_column width=&#8221;1\/2&#8243;][vc_custom_heading heading_semantic=&#8221;p&#8221; text_font=&#8221;font-213936&#8243; text_size=&#8221;h5&#8243; text_height=&#8221;fontheight-843833&#8243;]Kriativ-tech Volume 1, Issue 9, April 2018, Pages: xxx Received: Dec. 28, 2019; Accepted: Feb. 25, 2020. Published: Oct. 11, 2021.[\/vc_custom_heading][vc_custom_heading heading_semantic=&#8221;h3&#8243; text_size=&#8221;h3&#8243;]Authors[\/vc_custom_heading][vc_custom_heading heading_semantic=&#8221;p&#8221; text_size=&#8221;h5&#8243; uncode_shortcode_id=&#8221;129271&#8243;]Jo\u00e3o Em\u00edlio Almeida, Assistant Professor at ISTEC Porto<br \/>\nCarlos Teixeira, Student at ISTEC-Porto<br \/>\nJo\u00e3o Morais, Student at ISTEC-Porto<br \/>\nErnesto Oliveira, Student at ISTEC-Porto<br \/>\nLu\u00eds Couto, Student at ISTEC-Porto[\/vc_custom_heading][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_custom_heading]Media[\/vc_custom_heading][vc_button button_color=&#8221;accent&#8221; border_animation=&#8221;btn-ripple-out&#8221; border_width=&#8221;0&#8243; link=&#8221;url:http%3A%2F%2Fwww.kriativ-tech.com%2Fwp-content%2Fuploads%2F2022%2F06%2FJoaoAlmeida_IA_Neurociencias-EN-2.pdf|target:_blank&#8221; button_color_type=&#8221;uncode-palette&#8221; uncode_shortcode_id=&#8221;153319&#8243;]PDF[\/vc_button][vc_custom_heading heading_semantic=&#8221;h4&#8243; text_size=&#8221;h4&#8243;]To cite this article[\/vc_custom_heading][vc_custom_heading heading_semantic=&#8221;p&#8221; text_size=&#8221;h6&#8243; uncode_shortcode_id=&#8221;131141&#8243;]Jo\u00e3o Em\u00edlio Almeida, Carlos Teixeira, Jo\u00e3o Morais, Ernesto Oliveira, Lu\u00eds Couto,\u00a0<b>Applications of Artificial Intelligence in Neuroscience Research: an Overview<\/b><\/p>\n<p>DOI: 10.31112\/kriativ-tech-2022-06-75[\/vc_custom_heading][\/vc_column][\/vc_row][vc_row row_height_percent=&#8221;0&#8243; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;1&#8243; column_width_percent=&#8221;100&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243;][vc_column column_width_percent=&#8221;100&#8243; gutter_size=&#8221;0&#8243; override_padding=&#8221;yes&#8221; column_padding=&#8221;1&#8243; overlay_alpha=&#8221;50&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; shift_y_down=&#8221;0&#8243; z_index=&#8221;0&#8243; medium_width=&#8221;0&#8243; mobile_width=&#8221;0&#8243; width=&#8221;1\/1&#8243;][vc_custom_heading heading_semantic=&#8221;h3&#8243; text_size=&#8221;h3&#8243;]Abstract[\/vc_custom_heading][vc_custom_heading heading_semantic=&#8221;p&#8221; text_font=&#8221;font-213936&#8243; text_size=&#8221;h5&#8243; text_height=&#8221;fontheight-843833&#8243; uncode_shortcode_id=&#8221;200726&#8243;]This article presents a review of how artificial intelligence (AI) supports neuroscience investigations and explores a case study where it is applied. AI has an important role to play in research, because it focuses on the mechanisms that generate intelligence and cognition. Neuroscience benefits from AI techniques and increased computing power to improve the interpretation of brain behaviors, having focused on the reciprocal importance that both areas have on research &amp; development. In the future, it is expected that both neuroscience and AI will increase their results of research and empirical advances, accelerating the knowledge of these areas of research and science.[\/vc_custom_heading][vc_empty_space empty_h=&#8221;2&#8243;][vc_custom_heading heading_semantic=&#8221;h3&#8243; text_size=&#8221;h3&#8243;]Keywords[\/vc_custom_heading][vc_custom_heading heading_semantic=&#8221;p&#8221; text_size=&#8221;h5&#8243; uncode_shortcode_id=&#8221;180423&#8243;]Artificial Intelligence, Neuroscience Research, Applied AI.[\/vc_custom_heading][\/vc_column][\/vc_row][vc_row][vc_column column_width_percent=&#8221;100&#8243; gutter_size=&#8221;0&#8243; overlay_alpha=&#8221;50&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; shift_y_down=&#8221;0&#8243; z_index=&#8221;0&#8243; medium_width=&#8221;0&#8243; mobile_width=&#8221;0&#8243; width=&#8221;1\/1&#8243;][vc_custom_heading heading_semantic=&#8221;h3&#8243; text_size=&#8221;h3&#8243;]References[\/vc_custom_heading][vc_custom_heading heading_semantic=&#8221;p&#8221; text_font=&#8221;font-213936&#8243; text_size=&#8221;h5&#8243; text_height=&#8221;fontheight-843833&#8243; uncode_shortcode_id=&#8221;315118&#8243;][1] McCarthy, J. &amp; Minsky, M., (2006). A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence. AI Magazine. 27(4), 12-14.<br \/>\n[2] Built In. (2021) 32 Examples of AI in healthcare that will make you feel Better About the Future, https:\/\/builtin.com\/artificial-intelligence\/artificial-intelligence-healthcare<br \/>\n[3] Human Brain Project. (2020) Discover EBRAINS A key enabler to advance brain science, https:\/\/www.humanbrainproject.eu\/en\/<br \/>\n[4] J. Frye, R. Ananthanarayanan, and D. S. Modha. (2007) Towards real-time, mouse-scale cortical simulations, IBM Research Report RJ10404<br \/>\n[5] Goldman, J.S., Kusch, L., Yalcinkaya, B.H., Depannemaecker, D., Nghiem, T-A., Jirsa, V. and Destexhe, A., (2020). Brain-scale emergence of slow-wave synchrony and highly responsive asynchronous states based on biologically realistic population models simulated in The Virtual Brain. bioRxiv.<br \/>\nhttps:\/\/doi.org\/10.1101\/2020.12.28.424574<br \/>\n[6] V. Braitenberg and A. Schuz. (1991) Anatomy of the Cortex: Statistics and Geometry. Springer.<br \/>\n[7] H. Markram. (2006) The blue brain project. Nature Reviews Neuroscience, 7 (2), 153\u2013160.<br \/>\n[8] Gonzalez, R.T., Riascos, J.A., Barone, D.A.C. (2017) How Artificial Intelligence is Supporting Neuroscience Research: A Discussion About Foundations, Methods and Applications. In: Barone D., Teles E., Brackmann C. (eds) Computational Neuroscience. LAWCN 2017. Communications in Computer and Information Science, vol 720. Springer.<br \/>\n[9] SAS Institute Inc. (2021) Deep Learning https:\/\/doi.org\/10.1 007\/978-3-319-71011-2_6<br \/>\n[10] Hassabis D, Kumaran D, Summerfield C, Botvinick M. (2017) Neuroscience-Inspired Artificial Intelligence, Neuron, 95(2). https:\/\/doi.org\/10.1016\/j.neuron.2017.06.011<br \/>\n[11] Marblestone H, Wayne G, Kording KP. (2016). Toward an integration of deep learning and neuroscience. Front. Comput. Neurosci., 10, p. 94<br \/>\n[12] Ribeiro, J. (2021) Neuro\u00e9tica e Intelig\u00eancia Artificial, Jornal P\u00fablico, (in Portuguese). https:\/\/www.publico.pt\/2021\/02\/11\/opiniao\/noticia\/neuroetica-inteligencia-artificial-1950013 consulted on May 7, 2022.<br \/>\n[13] Parlamento Europeu (2020) Parlamento na vanguarda das normas europeias sobre intelig\u00eancia artificial, (in Portuguese) https:\/\/www.europarl.europa.eu\/news\/pt\/press-room\/20201016IPR89544\/parlamento-na-vanguarda-das-normas-europeias-sobre-inteligencia-artificial consulted on May 7, 2022.<br \/>\n[14] Antunes, J. (2010, Janeiro, 18) Neuroci\u00eancias, os Avan\u00e7os e os Desafios que se Colocam, VI Confer\u00eancia da Ind\u00fastria Farmac\u00eautica, Lisboa. (in Portuguese) https:\/\/www.medicina.ulisboa.pt\/newsfmul-artigo\/11\/vi-conferencia-da-industria-farmaceutica consulted on May 7, 2022.<br \/>\n[\/vc_custom_heading][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Jo\u00e3o Em\u00edlio Almeida, Assistant Professor at ISTEC Porto<br \/>\nCarlos Teixeira, Student at ISTEC-Porto<br \/>\nJo\u00e3o Morais, Student at ISTEC-Porto<br \/>\nErnesto Oliveira, Student at ISTEC-Porto<br \/>\nLu\u00eds Couto, Student at ISTEC-Porto<br \/>\nDOI: 10.31112\/kriativ-tech-2022-06-75<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[70],"tags":[],"_links":{"self":[{"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=\/wp\/v2\/posts\/66474"}],"collection":[{"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=66474"}],"version-history":[{"count":2,"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=\/wp\/v2\/posts\/66474\/revisions"}],"predecessor-version":[{"id":66477,"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=\/wp\/v2\/posts\/66474\/revisions\/66477"}],"wp:attachment":[{"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=66474"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=66474"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kriativ-tech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=66474"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}