{"id":138,"date":"2024-11-25T13:46:24","date_gmt":"2024-11-25T12:46:24","guid":{"rendered":"https:\/\/www.futuremobilitylabs.eu\/?page_id=138"},"modified":"2025-07-09T17:41:54","modified_gmt":"2025-07-09T15:41:54","slug":"fraud-detection","status":"publish","type":"page","link":"https:\/\/www.futuremobilitylabs.eu\/en\/projekte\/fraud-detection\/","title":{"rendered":"Fraud Detection"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"138\" class=\"elementor elementor-138\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0e66b41 e-flex e-con-boxed e-con e-parent\" data-id=\"0e66b41\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d5fd814 e-con-full e-flex e-con e-child\" data-id=\"d5fd814\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e359276 e-con-full e-flex e-con e-child\" data-id=\"e359276\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53152d9 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"53152d9\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M400 64h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v352c0 26.5 21.5 48 48 48h352c26.5 0 48-21.5 48-48V112c0-26.5-21.5-48-48-48zm-6 400H54c-3.3 0-6-2.7-6-6V160h352v298c0 3.3-2.7 6-6 6z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-23615e4 e-con-full e-flex e-con e-child\" data-id=\"23615e4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc968ee elementor-widget elementor-widget-text-editor\" data-id=\"cc968ee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>April 2024 \u2013 September 2024<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0a5a5cf e-con-full e-flex e-con e-child\" data-id=\"0a5a5cf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ce9dc90 e-con-full e-flex e-con e-child\" data-id=\"ce9dc90\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4255279 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4255279\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-map-marker-alt\" viewbox=\"0 0 384 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M172.268 501.67C26.97 291.031 0 269.413 0 192 0 85.961 85.961 0 192 0s192 85.961 192 192c0 77.413-26.97 99.031-172.268 309.67-9.535 13.774-29.93 13.773-39.464 0zM192 272c44.183 0 80-35.817 80-80s-35.817-80-80-80-80 35.817-80 80 35.817 80 80 80z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c513b96 e-con-full e-flex e-con e-child\" data-id=\"c513b96\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acbf16a elementor-widget elementor-widget-text-editor\" data-id=\"acbf16a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>M\u00fcnster, Germany<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a90021 e-con-full e-flex e-con e-child\" data-id=\"1a90021\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9ce88da e-con-full e-flex e-con e-child\" data-id=\"9ce88da\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-22c3bd6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"22c3bd6\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-users\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M96 224c35.3 0 64-28.7 64-64s-28.7-64-64-64-64 28.7-64 64 28.7 64 64 64zm448 0c35.3 0 64-28.7 64-64s-28.7-64-64-64-64 28.7-64 64 28.7 64 64 64zm32 32h-64c-17.6 0-33.5 7.1-45.1 18.6 40.3 22.1 68.9 62 75.1 109.4h66c17.7 0 32-14.3 32-32v-32c0-35.3-28.7-64-64-64zm-256 0c61.9 0 112-50.1 112-112S381.9 32 320 32 208 82.1 208 144s50.1 112 112 112zm76.8 32h-8.3c-20.8 10-43.9 16-68.5 16s-47.6-6-68.5-16h-8.3C179.6 288 128 339.6 128 403.2V432c0 26.5 21.5 48 48 48h288c26.5 0 48-21.5 48-48v-28.8c0-63.6-51.6-115.2-115.2-115.2zm-223.7-13.4C161.5 263.1 145.6 256 128 256H64c-35.3 0-64 28.7-64 64v32c0 17.7 14.3 32 32 32h65.9c6.3-47.4 34.9-87.3 75.2-109.4z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd11fff e-con-full e-flex e-con e-child\" data-id=\"cd11fff\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2976fb3 elementor-widget elementor-widget-text-editor\" data-id=\"2976fb3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>University of M\u00fcnster, Transdev<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f53b5bd e-flex e-con-boxed e-con e-parent\" data-id=\"f53b5bd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e85936 elementor-widget elementor-widget-image\" data-id=\"3e85936\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/www.futuremobilitylabs.eu\/wp-content\/uploads\/2024\/12\/Gruppenbild_FuMoLab_SoSe24-1024x536.jpg\" class=\"attachment-large size-large wp-image-427\" alt=\"\" srcset=\"https:\/\/www.futuremobilitylabs.eu\/wp-content\/uploads\/2024\/12\/Gruppenbild_FuMoLab_SoSe24-1024x536.jpg 1024w, https:\/\/www.futuremobilitylabs.eu\/wp-content\/uploads\/2024\/12\/Gruppenbild_FuMoLab_SoSe24-300x157.jpg 300w, https:\/\/www.futuremobilitylabs.eu\/wp-content\/uploads\/2024\/12\/Gruppenbild_FuMoLab_SoSe24-768x402.jpg 768w, https:\/\/www.futuremobilitylabs.eu\/wp-content\/uploads\/2024\/12\/Gruppenbild_FuMoLab_SoSe24-1536x804.jpg 1536w, https:\/\/www.futuremobilitylabs.eu\/wp-content\/uploads\/2024\/12\/Gruppenbild_FuMoLab_SoSe24.jpg 1655w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad81374 elementor-widget elementor-widget-heading\" data-id=\"ad81374\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Project description<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17c3d02 elementor-widget elementor-widget-text-editor\" data-id=\"17c3d02\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The Future Mobility Lab project focuses on developing and implementing fraud detection systems. Innovative solutions were created to detect and prevent fraud in the ticketing system, particularly in the context of the Germany Ticket and passenger rights. The project leverages modern machine learning algorithms and data analysis methods to identify suspicious transactions and optimize the processes of Germany\u2019s largest private mobility provider.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d411ce3 elementor-widget elementor-widget-heading\" data-id=\"d411ce3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Project goals<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b50ee18 elementor-widget elementor-widget-text-editor\" data-id=\"b50ee18\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul class=\"wp-block-list\">\n<li>Development and implementation of an ML-based fraud detection system<\/li>\n<li>Optimization of data input and collection processes to improve data quality<\/li>\n<li>Creation of interactive dashboards for visualizing and analyzing fraud patterns<\/li>\n<li>Integration of fraud detection into the existing IT infrastructure with AWS<\/li>\n<li>Standardization of the refund process to reduce fraud risks<\/li>\n<li>\u00a0<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1628af0 elementor-widget elementor-widget-heading\" data-id=\"1628af0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Project team<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e42053 elementor-widget elementor-widget-heading\" data-id=\"2e42053\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Students<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71cc3c3 elementor-widget elementor-widget-text-editor\" data-id=\"71cc3c3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul class=\"wp-block-list\">\n<li>Asad Mahmood Ahmad<\/li>\n<li>Aron Br\u00fcnink<\/li>\n<li>Tilo Freudenberg<\/li>\n<li>Adrian Frisch<\/li>\n<li>Gerrit Krampe<\/li>\n<li>Raphaela Kuhlmann<\/li>\n<li>Cedric Matz<\/li>\n<li>Nicolas Mischke<\/li>\n<li>Hans N\u00e4scher<\/li>\n<li>Carolin Vahland<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a775978 elementor-widget elementor-widget-heading\" data-id=\"a775978\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Supervisor<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66122c9 elementor-widget elementor-widget-text-editor\" data-id=\"66122c9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul class=\"wp-block-list\">\n<li>Mara Burger<\/li>\n<li>Jan vom Brocke<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>April 2024 \u2013 September 2024 M\u00fcnster, Deutschland Universit\u00e4t M\u00fcnster, Transdev Projektbeschreibung Das Projekt Future Mobility Lab konzentriert sich auf die Entwicklung und Implementierung von Betrugserkennungssystemen. Es wurden innovative L\u00f6sungen zur Erkennung und Verhinderung von Betrug im Ticketing-System, insbesondere im Rahmen des Deutschland-Tickets und der Fahrgastrechte, entwickelt. Das Projekt nutzt moderne Algorithmen des maschinellen Lernens und [&hellip;]<\/p>","protected":false},"author":2,"featured_media":0,"parent":14,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-138","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/pages\/138","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/comments?post=138"}],"version-history":[{"count":25,"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/pages\/138\/revisions"}],"predecessor-version":[{"id":6491,"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/pages\/138\/revisions\/6491"}],"up":[{"embeddable":true,"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/pages\/14"}],"wp:attachment":[{"href":"https:\/\/www.futuremobilitylabs.eu\/en\/wp-json\/wp\/v2\/media?parent=138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}