{"id":206,"date":"2023-11-17T14:45:59","date_gmt":"2023-11-17T14:45:59","guid":{"rendered":"https:\/\/ivory-network.eu\/?page_id=206"},"modified":"2024-09-17T14:51:29","modified_gmt":"2024-09-17T14:51:29","slug":"dc2","status":"publish","type":"page","link":"https:\/\/ivory-network.eu\/index.php\/dc2\/","title":{"rendered":"DC2. Explainable AI for road safety: benchmarking AI methods and data"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_heading title=&#8221;DC2. Explainable AI for road safety: benchmarking AI methods and data&#8221; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_3,2_3&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/ivory-network.eu\/wp-content\/uploads\/2024\/09\/DC2-Manjinder-Singh-logo.png&#8221; title_text=&#8221;DC2 &#8211; Manjinder Singh &#8211; logo&#8221; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; hover_enabled=&#8221;0&#8243; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h3>Manjinder Singh<\/h3>\n<p><strong>Education<\/strong><br \/>Mtech. in transportation engineering from IIT Delhi<br \/><strong>About<\/strong><br \/>With a strong foundation in civil engineering and a specialization in Transportation Engineering, Manjinder is a doctoral researcher interested in exploring the intersection of transportation economics, choice modelling, traffic safety and machine learning. He frequently works with the transportation research community and has published articles in peer-reviewed journals. His work in the Ivory project broadly involves analyzing the capabilities and limitations of statistical, econometric, and machine learning models in the context of road safety. Outside of academia, Manjinder enjoys exploring different cultures through travel and finds inspiration in various art forms, especially music.<strong><\/strong><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;2_3&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><strong>Hosts:<\/strong> TUD &amp; AGILYSIS<\/p>\n<p><strong>Objectives:<\/strong><\/p>\n<ul>\n<li>To define the needs for explainability in AI for road safety, from the perspective of policy makers (transport authorities)<\/li>\n<li>To disentangle strengths and weaknesses (prediction accuracy and interpretability) of two types of AI methodologies \u2013ML algorithms<\/li>\n<li>and statistical\/econometric models<\/li>\n<li>To understand the performance and optimally integrate both techniques with benchmark datasets and applications in road safety for AI<\/li>\n<li>transparency in decision support<\/li>\n<\/ul>\n<p><strong>Expected results:<\/strong><\/p>\n<ul>\n<li>A taxonomy of explainable AI methodologies and their applications in road safety<\/li>\n<li>A model-agnostic methodological framework for mixing ML algorithms and statistical\/econometric methods<\/li>\n<li>A new explainable AI-based risk mapping tool for urban roads in West Midlands, UK<\/li>\n<\/ul>\n<p><strong>Planned secondment(s):<\/strong><\/p>\n<ul>\n<li>Transport for West Midlands, Purpose: to incorporate the decision maker\u2019s perspective on explainable AI and collect data for testing the explainable AI framework.<\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; theme_builder_area=&#8221;post_content&#8221; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221;][et_pb_row _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; theme_builder_area=&#8221;post_content&#8221; type=&#8221;4_4&#8243;][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Manjinder Singh EducationMtech. in transportation engineering from IIT DelhiAboutWith a strong foundation in civil engineering and a specialization in Transportation Engineering, Manjinder is a doctoral researcher interested in exploring the intersection of transportation economics, choice modelling, traffic safety and machine learning. He frequently works with the transportation research community and has published articles in peer-reviewed [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-206","page","type-page","status-publish","hentry"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/pages\/206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/comments?post=206"}],"version-history":[{"count":7,"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/pages\/206\/revisions"}],"predecessor-version":[{"id":705,"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/pages\/206\/revisions\/705"}],"wp:attachment":[{"href":"https:\/\/ivory-network.eu\/index.php\/wp-json\/wp\/v2\/media?parent=206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}