{"id":8962,"date":"2022-10-04T10:58:14","date_gmt":"2022-10-04T08:58:14","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=8962"},"modified":"2024-02-01T11:31:21","modified_gmt":"2024-02-01T10:31:21","slug":"bias","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/project-archive\/bias\/","title":{"rendered":"BIAS"},"content":{"rendered":"<div data-colibri-id=\"8962-c1\" class=\"style-9229 style-local-8962-c1 position-relative\">\r\n  <!---->\r\n  <div data-colibri-component=\"section\" data-colibri-id=\"8962-c2\" id=\"reusable-sections-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-14367 style-local-8962-c2 position-relative\">\r\n    <!---->\r\n    <!---->\r\n    <div class=\"h-section-grid-container h-section-boxed-container\">\r\n      <!---->\r\n      <div data-colibri-id=\"8962-c3\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-14368 style-local-8962-c3 position-relative\">\r\n        <!---->\r\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14369-outer style-local-8962-c4-outer\">\r\n            <div data-colibri-id=\"8962-c4\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-14369 style-local-8962-c4 position-relative\">\r\n              <!---->\r\n              <!---->\r\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                <!---->\r\n                <div data-colibri-id=\"8962-c5\" class=\"d-block style-14370 style-local-8962-c5 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-image__frame-container-outer\">\r\n                    <div class=\"h-image__frame-container\">\r\n                      <!---->\r\n                      <!---->\r\n                      <img decoding=\"async\" width=\"455\" height=\"455\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Bias_Logo_RGB_72dpi_2.jpeg\" class=\"wp-image-7220 style-14370-image style-local-8962-c5-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Bias_Logo_RGB_72dpi_2.jpeg 455w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Bias_Logo_RGB_72dpi_2-300x300.jpeg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Bias_Logo_RGB_72dpi_2-150x150.jpeg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Bias_Logo_RGB_72dpi_2-12x12.jpeg 12w\" data-sizes=\"(max-width: 455px) 100vw, 455px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 455px; --smush-placeholder-aspect-ratio: 455\/455;\" \/>\r\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-14370-frameImage style-local-8962-c5-frameImage\"><\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"8962-c6\" class=\"h-text h-text-component style-14383 style-local-8962-c6 h-hide-lg h-hide-md position-relative h-element\">\r\n                  <!---->\r\n                  <!---->\r\n                  <div class=\"\">\r\n                    <p>Voreingenommenheit und Diskriminierung in Big Data und algorithmischer Verarbeitung. Philosophische Bewertungen, rechtliche Dimensionen und technische L\u00f6sungen<\/p>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"8962-c7\" class=\"style-14371 style-local-8962-c7 position-relative h-element\">\r\n                  <!---->\r\n                <\/div>\r\n                <div data-colibri-id=\"8962-c8\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-14372 style-local-8962-c8 position-relative\">\r\n                  <!---->\r\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14373-outer style-local-8962-c9-outer\">\r\n                      <div data-colibri-id=\"8962-c9\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14373 style-local-8962-c9 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c10\" class=\"h-text h-text-component style-14374 style-local-8962-c10 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Start:<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14375-outer style-local-8962-c11-outer\">\r\n                      <div data-colibri-id=\"8962-c11\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14375 style-local-8962-c11 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c12\" class=\"h-text h-text-component style-14376 style-local-8962-c12 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>01.09.2019<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"8962-c13\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-14372 style-local-8962-c13 position-relative\">\r\n                  <!---->\r\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14373-outer style-local-8962-c14-outer\">\r\n                      <div data-colibri-id=\"8962-c14\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14373 style-local-8962-c14 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c15\" class=\"h-text h-text-component style-14374 style-local-8962-c15 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Ende:<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14375-outer style-local-8962-c16-outer\">\r\n                      <div data-colibri-id=\"8962-c16\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14375 style-local-8962-c16 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c17\" class=\"h-text h-text-component style-14376 style-local-8962-c17 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>30.09.2023<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"8962-c18\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-14372 style-local-8962-c18 position-relative\">\r\n                  <!---->\r\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14373-outer style-local-8962-c19-outer\">\r\n                      <div data-colibri-id=\"8962-c19\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14373 style-local-8962-c19 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c20\" class=\"h-text h-text-component style-14374 style-local-8962-c20 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Webseite:<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14375-outer style-local-8962-c21-outer\">\r\n                      <div data-colibri-id=\"8962-c21\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14375 style-local-8962-c21 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c22\" class=\"h-x-container style-14377 style-local-8962-c22 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-x-container-inner style-dynamic-8962-c22-group style-14377-spacing style-local-8962-c22-spacing\"><span class=\"h-link__outer style-14378-outer style-local-8962-c23-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.bias-project.org\/\" target=\"_blank\" data-colibri-id=\"8962-c23\" class=\"d-flex w-100 align-items-center h-link style-14378 style-local-8962-c23 position-relative\" rel=\"noopener\"><!----><!----> <span>www.bias-project.org<\/span><\/a>\r\n                              <\/span>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14379-outer style-local-8962-c24-outer\">\r\n            <div data-colibri-id=\"8962-c24\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14379 style-local-8962-c24 position-relative\">\r\n              <!---->\r\n              <!---->\r\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                <!---->\r\n                <div data-colibri-id=\"8962-c25\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-14380 style-local-8962-c25 position-relative\">\r\n                  <!---->\r\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-12 h-col-md-12 h-col-12 style-14381-outer style-local-8962-c26-outer\">\r\n                      <div data-colibri-id=\"8962-c26\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-14381 style-local-8962-c26 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c27\" class=\"h-global-transition-all h-heading style-14382 style-local-8962-c27 h-hide-sm position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-heading__outer style-14382 style-local-8962-c27\">\r\n                              <!---->\r\n                              <!---->\r\n                              <h2 class=\"\">BIAS<\/h2>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c28\" class=\"h-text h-text-component style-18733 style-local-8962-c28 h-hide-sm position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Voreingenommenheit und Diskriminierung in Big Data und algorithmischer Verarbeitung. Philosophische Bewertungen, rechtliche Dimensionen und technische L\u00f6sungen<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c29\" class=\"style-14384 style-local-8962-c29 position-relative h-element\">\r\n                            <!---->\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c30\" class=\"h-text h-text-component style-14385 style-local-8962-c30 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>KI-Techniken, die auf Big Data und algorithmischer Verarbeitung beruhen, werden zunehmend als Entscheidungshilfe in wichtigen gesellschaftlichen Bereichen eingesetzt, z. B. bei Einstellungsentscheidungen, Hochschulzulassungen, Kreditvergabe und Kriminalit\u00e4tsvorhersagen. Die diskriminierende Wirkung KI-gest\u00fctzter Entscheidungsfindung auf bestimmte Bev\u00f6lkerungsgruppen wurde bereits in einer Reihe von F\u00e4llen beobachtet, und es wurde festgestellt, dass es notwendig ist, \u00fcber herk\u00f6mmliche, auf Vorhersageleistung optimierte KI-Algorithmen hinauszugehen. Unser interdisziplin\u00e4res Team von Experten aus den Bereichen Philosophie, Recht und Informatik wird untersuchen, wie die Standards f\u00fcr unvoreingenommene Einstellungen und nichtdiskriminierende Praktiken bei der Big-Data-Analyse und der algorithmengest\u00fctzten Entscheidungsfindung erf\u00fcllt werden k\u00f6nnen.<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c31\" class=\"style-14386 style-local-8962-c31 position-relative h-element\">\r\n                            <!---->\r\n                          <\/div>\r\n                          <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"8962-c32\" class=\"h-accordion style-14387 style-local-8962-c32 position-relative h-element\">\r\n                            <!---->\r\n                            <div data-colibri-id=\"8962-c33\" class=\"h-accordion-item h-accordion-item-first-child style-14388 style-local-8962-c33 position-relative h-element\">\r\n                              <!---->\r\n                              <a data-open-by-default=\"false\" href=\"#8962-c33\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\r\n                                <!----><span>F\u00f6rderprogramm<\/span>\r\n                                <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"plus\" viewbox=\"0 0 512 545.5\"><path d=\"M240 112h32v160h160v32H272v160h-32V304H80v-32h160V112z\"><\/path><\/svg><\/span><\/div>\r\n                                <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"minus\" viewbox=\"0 0 512 545.5\"><path d=\"M80 272h352v32H80v-32z\"><\/path><\/svg><\/span><\/div>\r\n                              <\/a>\r\n                              <div id=\"8962-c33\" class=\"h-accordion-item-content__container\">\r\n                                <div class=\"w-100 h-y-container h-accordion-item-content\">\r\n                                  <!---->\r\n                                  <div data-colibri-id=\"8962-c34\" class=\"h-text h-text-component style-14389 style-local-8962-c34 position-relative h-element\">\r\n                                    <!---->\r\n                                    <!---->\r\n                                    <div class=\"\">\r\n                                      <p>Die Volkswagenstiftung f\u00f6rdert das Projekt im Rahmen der Initiative \"K\u00fcnstliche Intelligenz \u2013 Ihre Auswirkungen auf die Gesellschaft von morgen\".<\/p>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                            <div data-colibri-id=\"8962-c35\" class=\"h-accordion-item style-14390 style-local-8962-c35 position-relative h-element\">\r\n                              <!---->\r\n                              <a data-open-by-default=\"false\" href=\"#8962-c35\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\r\n                                <!----><span>Projektpartner<\/span>\r\n                                <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"plus\" viewbox=\"0 0 512 545.5\"><path d=\"M240 112h32v160h160v32H272v160h-32V304H80v-32h160V112z\"><\/path><\/svg><\/span><\/div>\r\n                                <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"minus\" viewbox=\"0 0 512 545.5\"><path d=\"M80 272h352v32H80v-32z\"><\/path><\/svg><\/span><\/div>\r\n                              <\/a>\r\n                              <div id=\"8962-c35\" class=\"h-accordion-item-content__container\">\r\n                                <div class=\"w-100 h-y-container h-accordion-item-content\">\r\n                                  <!---->\r\n                                  <div data-colibri-id=\"8962-c36\" class=\"h-text h-text-component style-14391 style-local-8962-c36 position-relative h-element\">\r\n                                    <!---->\r\n                                    <!---->\r\n                                    <div class=\"\">\r\n                                      <p>\u2013<\/p>\r\n                                      <p>\r\n                                        <br>\r\n                                      <\/p>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c37\" class=\"style-14392 style-local-8962-c37 position-relative h-element\">\r\n                            <!---->\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"8962-c38\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-14393 style-local-8962-c38 position-relative\">\r\n                  <!---->\r\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14394-outer style-local-8962-c39-outer\">\r\n                      <div data-colibri-id=\"8962-c39\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-14394 style-local-8962-c39 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c40\" class=\"h-global-transition-all h-heading style-14395 style-local-8962-c40 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-heading__outer style-14395 style-local-8962-c40\">\r\n                              <!---->\r\n                              <!---->\r\n                              <h1 class=\"\">Kontakt<\/h1>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-14396-outer style-local-8962-c41-outer\">\r\n                      <div data-colibri-id=\"8962-c41\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-14396 style-local-8962-c41 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"8962-c42\" class=\"d-block style-14397 style-local-8962-c42 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-image__frame-container-outer\">\r\n                              <a href=\"https:\/\/www.l3s.de\/de\/people\/members\/eirini-ntoutsi\/\" h-use-smooth-scroll=\"true\" class=\"image-link\">\r\n                                <div class=\"h-image__frame-container\">\r\n                                  <!---->\r\n                                  <!---->\r\n                                  <img decoding=\"async\" width=\"238\" height=\"251\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Ntoutsi-Eirini.png\" class=\"wp-image-5457 style-14397-image style-local-8962-c42-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Ntoutsi-Eirini.png 238w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Ntoutsi-Eirini-11x12.png 11w\" data-sizes=\"(max-width: 238px) 100vw, 238px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 238px; --smush-placeholder-aspect-ratio: 238\/251;\" \/>\r\n                                  <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-14397-frameImage style-local-8962-c42-frameImage\"><\/div>\r\n                                <\/div>\r\n                              <\/a>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c43\" class=\"h-global-transition-all h-heading style-14398 style-local-8962-c43 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-heading__outer style-14398 style-local-8962-c43\">\r\n                              <!---->\r\n                              <!---->\r\n                              <a href=\"https:\/\/www.l3s.de\/de\/people\/members\/eirini-ntoutsi\/\" h-use-smooth-scroll=\"true\">\r\n                                <h4 class=\"\">Prof. Dr. Eirini Ntoutsi<\/h4>\r\n                              <\/a>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c44\" class=\"h-text h-text-component style-14399 style-local-8962-c44 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Projektmanager<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"8962-c45\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-14400 style-local-8962-c45 position-relative\">\r\n                            <!---->\r\n                            <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\r\n                              <!---->\r\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-14401-outer style-local-8962-c46-outer\">\r\n                                <div data-colibri-id=\"8962-c46\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-14401 style-local-8962-c46 position-relative\">\r\n                                  <!---->\r\n                                  <!---->\r\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\r\n                                    <!---->\r\n                                    <div data-colibri-id=\"8962-c47\" class=\"h-x-container style-14402 style-local-8962-c47 position-relative h-element\">\r\n                                      <!---->\r\n                                      <div class=\"h-x-container-inner style-dynamic-8962-c47-group style-14402-spacing style-local-8962-c47-spacing\"><span class=\"h-link__outer style-14403-outer style-local-8962-c48-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:ntoutsi@l3s.de\"  data-colibri-id=\"8962-c48\" class=\"d-flex w-100 align-items-center h-link style-14403 style-local-8962-c48 position-relative\"><!----><span  class=\"h-svg-icon h-link__icon style-14403-icon style-local-8962-c48-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"at\" viewbox=\"0 0 512 545.5\"><path d=\"M259 96c101.396 1.487 185.92 84.632 189 186 .072 2.295 0 4.384 0 6.5-.19 52.625-43.457 95.52-96 95.5-20.34-.013-38.25-10.054-50-25-13.23 15.168-32.434 25-54 25-39.575 0-72-32.425-72-72v-48c0-39.575 32.425-72 72-72 14.84 0 28.503 4.713 40 12.5V192h32v128c0 17.852 14.128 31.99 32 32 35.33.013 63.872-28.253 64-63.5 0-1.948.056-3.7 0-5.5-2.553-84.04-73.423-153.767-157.5-155-98.644-1.443-176.773 85.568-160 187.5 11.138 67.737 66.915 121.81 135 131 46.706 6.307 89.767-7.23 122.5-33.5l20 25c-39.235 31.49-91.06 47.485-146.5 40-82.22-11.098-149.53-75.573-163-157.5C46.634 199.776 141.164 94.275 259 96zm-11 128c-22.28 0-40 17.72-40 40v48c0 22.28 17.72 40 40 40s40-17.72 40-40v-48c0-22.28-17.72-40-40-40z\"><\/path><\/svg><\/span>                                        <span>ntoutsi@l3s.de<\/span><\/a>\r\n                                        <\/span>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                    <div data-colibri-id=\"8962-c49\" class=\"h-x-container style-14404 style-local-8962-c49 position-relative h-element\">\r\n                                      <!---->\r\n                                      <div class=\"h-x-container-inner style-dynamic-8962-c49-group style-14404-spacing style-local-8962-c49-spacing\"><span class=\"h-link__outer style-14403-outer style-local-8962-c50-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"tel:+49 511 762-17756\"  data-colibri-id=\"8962-c50\" class=\"d-flex w-100 align-items-center h-link style-14403 style-local-8962-c50 position-relative\"><!----><span  class=\"h-svg-icon h-link__icon style-14403-icon style-local-8962-c50-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"phone\" viewbox=\"0 0 512 545.5\"><path d=\"M138.5 80c8.375 0 16.656 3.024 23.5 8.5l1 .5.5.5 64 66 1.5 1.5-.5.5c14.174 13.212 13.968 35.53.5 49l-32 32c4.92 11.277 18.33 40.02 44.5 65 26.358 25.16 53.932 39.467 65.5 45l31.5-31.5.5-.5c13.28-13.28 36.72-13.28 50 0l.5 1 65 65c13.28 13.28 13.28 36.22 0 49.5L405 481.5l-.5.5-.5.5c-15.01 12.867-36.04 17.486-55.5 11h-.5c-37.55-14.693-113.51-48.01-181.5-116C98.773 309.773 64.052 234.84 50.5 196c-.035-.1.034-.4 0-.5-6.703-18.434-1.915-39.738 13.5-54l-.5-.5 50-51.5.5-.5 1-.5c6.844-5.476 15.125-8.5 23.5-8.5zm0 32c-1.172 0-2.344.575-3.5 1.5L86.5 163l-.5.5-.5.5c-5.674 4.863-7.44 14.493-5 21 12.12 34.847 45.2 106.7 108.5 170 62.784 62.784 133.224 93.76 169.5 108 9.34 3.113 17.11 1.833 24.5-4.5l49-49c2.72-2.72 2.72-1.78 0-4.5l-65.5-65.5c-2.72-2.72-2.28-2.72-5 0l-40 40-7.5 7.5-10-4.5s-43.83-18.552-81-52.5l-3.5-3c-38.595-36.84-57-86-57-86l-3.5-10 7.5-7 40-40c1.966-1.966.874-3.6 1-3.5l-.5-.5-1-1-64-65.5c-1.156-.925-2.328-1.5-3.5-1.5z\"><\/path><\/svg><\/span>                                        <span>+49 511 762-17756<\/span><\/a>\r\n                                        <\/span>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Bias and Discrimination in Big Data and Algorithmic Processing. Philosophical Assessments, Legal Dimensions, and Technical Solutions Start: 01.09.2019 End: 30.09.2023 Website: www.bias-project.org BIAS Bias and Discrimination in Big Data and Algorithmic Processing. Philosophical Assessments, Legal Dimensions, and Technical Solutions AI techniques based on big data and algorithmic processing are increasingly used to guide decisions in [&hellip;]<\/p>","protected":false},"author":7,"featured_media":8963,"parent":10129,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[75],"tags":[119],"class_list":["post-8962","page","type-page","status-publish","has-post-thumbnail","hentry","category-project-archive","tag-archive"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-05 17:14:55","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/8962","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=8962"}],"version-history":[{"count":1,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/8962\/revisions"}],"predecessor-version":[{"id":30143,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/8962\/revisions\/30143"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/10129"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/8963"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=8962"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=8962"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=8962"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}