{"id":2031,"date":"2023-09-08T15:53:32","date_gmt":"2023-09-08T13:53:32","guid":{"rendered":"https:\/\/www.uni.lu\/fhse-en\/blog\/research-groups\/computational-cognitive-science-and-modelling\/research\/"},"modified":"2025-06-18T15:15:37","modified_gmt":"2025-06-18T13:15:37","slug":"research","status":"publish","type":"research-groups","link":"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/","title":{"rendered":"Research"},"content":{"rendered":"<div class=\"section py-0 static\">\n<section class=\"py-0 wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\"><!-- SecondaryNavigationMirror --><div class=\"js-secondary-nav--sticky wp-block-unilux-blocks-secondary-navigation\" id=\"822f4f7b-760e-4db7-b28e-7e9951a304e5\">\n    <nav id=\"secondary-navigation\" role=\"navigation\" aria-label=\"Secondary menu\" class=\"secondary-nav\">\n        <button class=\"secondary-nav__button btn btn-solid--primary w-full\" aria-expanded=\"false\" aria-controls=\"secondary-navigation__list\" title=\"The selected page is Overview\" type=\"button\">\n            <span class=\"btn__name mr-auto\">Overview<\/span>\n            <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n                <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-down\" \/>\n            <\/svg>\n        <\/button>\n\n        <ul id=\"secondary-navigation__list\" class=\"secondary-nav__list\">\n            <li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Overview<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link isactived\" aria-current=\"page\">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Research<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/publications\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Publications<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/people\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">People<\/span>\n    <\/a>\n<\/li>\n<li class=\"secondary-nav__item\">\n    <a href=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/join-us\/\" target=\"\" rel=\"noreferrer noopener\" class=\"secondary-nav__link \">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--xs\">\n            <use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\" \/>\n        <\/svg>\n        <span class=\"secondary-nav__name\">Join us<\/span>\n    <\/a>\n<\/li>\n        <\/ul>\n    <\/nav>\n<\/div>\n<!-- end SecondaryNavigationMirror --><\/div><\/section>\n\n\n\n<section class=\"wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\">\n<h1 class=\"has-text-align-left wp-block-unilux-blocks-heading\"        id=\"models-and-methods-of-cognition-an-perception\"\n    >\nModels and Methods of cognition an perception<\/h1>\n\n\n\n<p>We aim to formulate our theories as models that make concrete predictions for  human behavior and develop statistical methods to fit and evaluate those models on data. To do so, we leverage the large methodological overlap between modern machine learning and statistics tools and models how humans might understand the world.<\/p>\n\n\n\n<ul class=\"wp-block-unilux-blocks-custom-buttons btn-list\"><li class=\"wp-block-unilux-blocks-custom-button\"    aria-disabled=\"false\"\n    >\n    <a\n        role=\"link\"\n        aria-disabled=\"false\"\n                    href=\"https:\/\/orbilu.uni.lu\/handle\/10993\/57104\"\n                target=\"_self\"\n        class=\"btn btn--secondary\"\n            >Publications<\/a>\n<\/li>\n\n\n<li class=\"wp-block-unilux-blocks-custom-button\"    aria-disabled=\"false\"\n    >\n    <a\n        role=\"link\"\n        aria-disabled=\"false\"\n                    href=\"https:\/\/github.com\/Schuett-lab\"\n                target=\"_self\"\n        class=\"btn btn--primary\"\n            >Code<\/a>\n<\/li>\n<\/ul>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\"><div class=\"content-card content-card--right content-card__overlay--hidden wp-block-unilux-blocks-content-card\">\n    \n<h2 class=\"content-card__heading has-text-align-left wp-block-unilux-blocks-heading\"        id=\"models-and-methods\"\n    >\nModels and methods<\/h2>\n<div class=\"content-card__visual wp-block-unilux-blocks-content-card-visual-area\">\n    \n<section class=\"wp-block-unilux-blocks-image-video-wrapper\">\n    <figure class=\"wp-block-dev4-reusable-blocks-image  object-fit--cover\">\n    \n<img decoding=\"async\" class=\"wp-block-image unilux-custom-image-block\"\n                alt=\"\"\n            src=\"https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/braini4vjoS.jpg\"\n                srcset=\"https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/braini4vjoS-300x200.jpg 300w, https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/braini4vjoS-1024x682.jpg 1024w, https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/braini4vjoS-768x512.jpg 768w, https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/braini4vjoS-1536x1024.jpg 1536w, https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/braini4vjoS.jpg 2000w\"\n                style=\"object-position: 50.00% 50.00%; font-family: &quot;object-fit: cover; object-position: 50.00% 50.00%;&quot;; aspect-ratio: 3\/2; object-fit: cover; width: 100%;\"\n        loading=\"lazy\"\n\/>    <\/figure><\/section>\n<div class=\"wp-block-unilux-blocks-wrapper content-card__overlay\">\n<a class=\"wp-block-unilux-blocks-button-highlight-rounded bottom-left\" \n    href=\"#\"\n    target=\"_self\"\n>\n    \n<span class=\"btn-highlight-rounded__name wp-block-unilux-blocks-plain-text\"><\/span>    <span class=\"icon-rounded\">\n        <svg aria-hidden=\"true\" focusable=\"false\" class=\"icon icon-outline icon--arrow-right icon--lg\"><use xlink:href=\"https:\/\/www.uni.lu\/wp-content\/themes\/unilux-theme\/assets\/images\/icons\/icons-outline.svg#icon--arrow-right\"><\/use><\/svg>    <\/span>\n<\/a><\/div>\n<\/div><div class=\"content-card__body  wp-block-unilux-blocks-content-card-free-area\">\n    \n<div class=\"wp-block-columns is-layout-flex wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Models<\/strong><br><br>We develop models of human perception and cognition, aiming to develop models that work for complex situations. For perceptual processes this implies models that can take arbitrary images or videos as input. This allows us to study how we are able to reduce the complexity of the world around us to a level that allows prediction, memory, planning and cognition in general.<br><br>To achieve this we use methods from deep neural networks and machine learning and artificial intelligence in general.  <\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Methods<\/strong><br><br>To evaluate models of complex behavior quite advanced statistical methods are necessary. In particular, the high dimensionality of the data and the flexibility of the models we use require special attention.<br><br>When we develop better methods, we always aim to publish them as useful toolboxes for others to use in their research as we have done with psignifit and the RSA toolbox before.<\/p>\n<\/div>\n<\/div>\n<\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-unilux-blocks-free-section section\"><div class=\"container xl:max-w-screen-xl\">\n<h2 class=\"has-text-align-left wp-block-unilux-blocks-heading\"        id=\"research-projects\"\n    >\nResearch projects<\/h2>\n\n\n<ul class=\"flex flex-wrap mt-24 -mx-16  wp-block-unilux-blocks-free-content-card\">\n    <li class=\"w-full sm:w-1\/2 lg:w-1\/3 px-16  wp-block-unilux-blocks-free-content-card-item\">\n    <div class=\"ulux-card card-project-related bg-theme\">\n        <div class=\"ulux-card__container card__container\">\n                        <div class=\"ulux-card__body wp-block-unilux-blocks-free-content-card-item-body\">\n    \n<span class=\"ulux-card__related wp-block-unilux-blocks-plain-text\"><\/span>\n<h3 class=\"ulux-card__title has-text-align-left wp-block-unilux-blocks-heading\"    >\n<\/h3>\n<\/div>        <\/div>\n    <\/div>\n<\/li><li class=\"w-full sm:w-1\/2 lg:w-1\/3 px-16  wp-block-unilux-blocks-free-content-card-item\">\n    <div class=\"ulux-card card-project-related bg-theme\">\n        <div class=\"ulux-card__container card__container\">\n                        <div class=\"ulux-card__body wp-block-unilux-blocks-free-content-card-item-body\">\n    \n<span class=\"ulux-card__related wp-block-unilux-blocks-plain-text\"><\/span>\n<h3 class=\"ulux-card__title has-text-align-left wp-block-unilux-blocks-heading\"    >\n<\/h3>\n<\/div>        <\/div>\n    <\/div>\n<\/li><li class=\"w-full sm:w-1\/2 lg:w-1\/3 px-16  wp-block-unilux-blocks-free-content-card-item\">\n    <div class=\"ulux-card card-project-related bg-theme\">\n        <div class=\"ulux-card__container card__container\">\n                        <div class=\"ulux-card__body wp-block-unilux-blocks-free-content-card-item-body\">\n    \n<span class=\"ulux-card__related wp-block-unilux-blocks-plain-text\"><\/span>\n<h3 class=\"ulux-card__title has-text-align-left wp-block-unilux-blocks-heading\"    >\n<\/h3>\n<\/div>        <\/div>\n    <\/div>\n<\/li><\/ul>\n\n\n<ul class=\"wp-block-unilux-blocks-custom-buttons btn-list justify-center\"><li class=\"wp-block-unilux-blocks-custom-button\"    aria-disabled=\"false\"\n    >\n    <a\n        role=\"link\"\n        aria-disabled=\"false\"\n                    href=\"https:\/\/www.uni.lu\/research-en\/research-projects-overview\/?fq_research-projects-taxonomies-organisation%5B%5D=computational-cognitive-science-and-modelling%7CComputational+Cognitive+Science+and+Modelling%7COrganisation\"\n                target=\"_self\"\n        class=\"btn btn--primary\"\n            >All projects<\/a>\n<\/li>\n<\/ul>\n<\/div><\/section>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>We aim to formulate our theories as models that make concrete predictions for  human behavior and develop statistical methods to fit and evaluate those models on data. To do so, we leverage the large methodological overlap between modern machine learning and statistics tools and models how humans might understand the world.<\/p>\n","protected":false},"author":109,"featured_media":2028,"parent":2030,"menu_order":1,"template":"","meta":{"featured_image_focal_point":[],"show_featured_caption":false,"ulux_newsletter_groups":"","uluxPostTitle":"Computational Cognitive Science and Modelling","uluxPrePostTitle":"Research Group","_trash_the_other_posts":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false},"field-of-interest":[],"organisation":[],"authorship":[109,107,111,296,391],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v22.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Research - Computational Cognitive Science and Modelling - FHSE research group I University of Luxembourg<\/title>\n<meta name=\"description\" content=\"We aim to formulate our theories as models that make concrete predictions for human behavior and develop statistical methods to fit and evaluate those models on data. To do so, we leverage the large methodological overlap between modern machine learning and statistics tools and models how humans might understand the world.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Research\" \/>\n<meta property=\"og:description\" content=\"We aim to formulate our theories as models that make concrete predictions for human behavior and develop statistical methods to fit and evaluate those models on data. To do so, we leverage the large methodological overlap between modern machine learning and statistics tools and models how humans might understand the world.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/\" \/>\n<meta property=\"og:site_name\" content=\"FHSE EN\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-18T13:15:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/Compmodel1MmXUVq.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2000\" \/>\n\t<meta property=\"og:image:height\" content=\"1301\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/\",\"url\":\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/\",\"name\":\"Research - Computational Cognitive Science and Modelling - FHSE research group I University of Luxembourg\",\"isPartOf\":{\"@id\":\"https:\/\/www.uni.lu\/fhse-en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.uni.lu\/fhse-en\/research-groups\/computational-cognitive-science-and-modelling\/research\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.uni.lu\/wp-content\/uploads\/sites\/2\/2023\/09\/Compmodel1MmXUVq.jpeg\",\"datePublished\":\"2023-09-08T13:53:32+00:00\",\"dateModified\":\"2025-06-18T13:15:37+00:00\",\"description\":\"We aim to formulate our theories as models that make concrete predictions for human behavior and develop statistical methods to fit and evaluate those models on data. 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