{"id":321,"date":"2024-08-27T12:59:10","date_gmt":"2024-08-27T10:59:10","guid":{"rendered":"https:\/\/www.hsu-hh.de\/dataeng\/?page_id=321"},"modified":"2026-08-07T11:58:08","modified_gmt":"2026-08-07T09:58:08","slug":"vaibhav-gupta","status":"publish","type":"page","link":"https:\/\/www.hsu-hh.de\/dataeng\/mitarbeiter\/vaibhav-gupta\/","title":{"rendered":"Vaibhav Gupta"},"content":{"rendered":"<script type=\"application\/ld+json\">[{\"@context\": \"https:\/\/www.schema.org\",\"@type\": \"Person\",\"name\": \"Vaibhav Gupta, M.Sc.\",\"worksFor\": [{\t\"@type\": \"Organization\",\t\"name\": \"Helmut-Schmidt-Universit\u00e4t\",\t\"url\": \"https:\/\/www.hsu-hh.de\"\t, \"department\": {\"@type\": \"Organization\",\t\t\t\t\t\"name\": \"Fakult\u00e4t f\u00fcr Elektrotechnik\",\t\t\t\t\t\"location\": {\t\t\t\t\t\t\"@type\": \"PostalAddress\",\t\t\t\t\t\t\"addressLocality\": \"\",        \t\t\t\t\"postalCode\": \"22043\",        \t\t\t\t\"streetAddress\": \"Holstenhofweg 85 , Geb\u00e4ude H3\"\t\t\t\t\t}},\t\"location\": {\t\t\"@type\": \"PostalAddress\",    \t\"addressLocality\": \"\",    \t\"postalCode\": \"22008\",    \t\"postOfficeBoxNumber\": \"700822\"\t}   }],\"image\": \"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Vaibhav-150x150.jpg\",\"telephone\": \"+49406541-2270\",\"faxNumber\": \"\",\"email\": \"guptav@hsu-hh.de\"}]<\/script><div class=\"clearfix\"><\/div><div class=\"ansprechparter-container \" style=\"margin-top:1em; \"><div class=\"row ansprechpartner-item ansprechparter-header\" ><div class=\"col-xs-8 col-lg-12\" style=\"margin-bottom: 30px;\"><h3 class=\"ansprechparter-headline\">Vaibhav Gupta, M.Sc.<\/h3><\/div><\/div><div class=\"col-md-4 col-lg-3 col-xs-4 ansprechpartner-item floatright img-circle center-block\" style=\"margin-bottom: 30px;\"><div class=\"img-responsive-wrapper\"><img decoding=\"async\" src=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Vaibhav-150x150.jpg\" alt=\"\" class=\"img-circle img-responsive center-block\" \/><\/div><\/div><div class=\"col-md-12 col-lg-3 col-xs-12 ansprechpartner-item kontakt floatright\" style=\"margin-bottom: 30px; \"><div class=\"row\"><div class=\"col-xs-12 col-sm-6 col-lg-12\"><div class=\"row\"><div class=\"col-xs-4 col-lg-4 row-text bold\" >Raum:<\/div><div class=\" row-text\">117<\/div><\/div><\/div><div class=\"col-xs-12 col-sm-6 col-lg-12\"><div class=\"row\"><div class=\"col-xs-4 col-lg-4 row-text bold\">Telefon:<\/div><div class=\" row-text\">+49406541-2270<\/div><\/div><\/div><div class=\"col-xs-12 col-sm-6 col-lg-12\"><div class=\"row\"><div class=\"col-xs-4 col-lg-4 row-text bold\">E-Mail:<\/div><div class=\"row-text\" style=\"overflow:hidden; word-break: break-word\"><a href=\"mailto:guptav@hsu-hh.de\" rel=\"nofollow\">guptav@hsu-hh.de<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"col-md-6 col-lg-3 col-xs-12 ansprechpartner-item anschrift floatright\" ><div class=\"row-headline\">Besucheranschrift<\/div><div class=\"dataBesucheranschrift\" style=\"\"><div class=\"row-text\">Helmut-Schmidt-Universit\u00e4t<\/div><div class=\"row-text\">Geb\u00e4ude H3<\/div><div class=\"row-text\">Holstenhofweg 85<\/div><div class=\"row-text\">22043 Hamburg<\/div><\/div><\/div><div class=\"col-md-6 col-lg-3 col-xs-12 ansprechpartner-item anschrift floatright\"><div class=\"row-headline\">Postanschrift<\/div><div class=\"dataPostanschrift\" style=\"\"><div class=\"row-text\">Helmut-Schmidt-Universit\u00e4t<\/div><div class=\"row-text\">Fakult\u00e4t f\u00fcr Elektrotechnik<\/div><div class=\"row-text\">Postfach 70 08 22<\/div><div class=\"row-text\">22008 Hamburg<\/div><\/div><\/div><\/div><div class=\"clearfix\"><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><a href=\"https:\/\/www.linkedin.com\/in\/vaibhav-gupta-4ba660228\/\" rel='nofollow'><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-1024x1024.png\" data-credit=\"By LinkedIn - This file has been extracted from another file, Public Domain, https:\/\/commons.wikimedia.org\/w\/index.php?curid=100133709\" alt=\"\" class=\"wp-image-597\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/LinkedIn_logo.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><a href=\"https:\/\/scholar.google.com\/citations?user=BpAlyRIAAAAJ\" rel='nofollow'><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1024x1024.png\" data-credit=\"By Google - Eigenes Werk nach Vorlage, Gemeinfrei, https:\/\/commons.wikimedia.org\/w\/index.php?curid=34749800\" alt=\"\" class=\"wp-image-596\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1024x1024.png\" data-credit=\"By Rejol - Own work, CC0, https:\/\/commons.wikimedia.org\/w\/index.php?curid=97726671\" alt=\"\" class=\"wp-image-604\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1536x1536.png 1536w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-full is-resized\"><a href=\"https:\/\/orcid.org\/0009-0004-5359-6263\" rel='nofollow'><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo.png\" data-credit=\"By ORCID - doi:10.23640\/07243.5008697.v2, ORCID-iD_icon-vector.svg, CC0, https:\/\/commons.wikimedia.org\/w\/index.php?curid=77173854\" alt=\"\" class=\"wp-image-632\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo.png 512w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-100x100.png 100w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><a href=\"https:\/\/github.com\/guptav08\" rel='nofollow'><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1024x1024.png\" data-credit=\"By GitHub Inc., MIT, https:\/\/commons.wikimedia.org\/w\/index.php?curid=33440579\" alt=\"\" class=\"wp-image-650\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Profil<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vaibhav Gupta ist seit 2024 als wissenschaftlicher Mitarbeiter an der Professur f\u00fcr Data Engineering t\u00e4tig. Seine Forschung an der <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr> konzentriert sich auf die Entwicklung zuverl\u00e4ssiger und interpretierbarer datengetriebener Methoden in den Bereichen Gesundheitswesen und Materialwissenschaften. Im Gesundheitsbereich besch\u00e4ftigt er sich mit Datens\u00e4tzen zum Diabetesmanagement sowie mit kognitiven Daten, wobei der Schwerpunkt auf der Bewertung der Datenqualit\u00e4t und der Imputation fehlender Daten liegt. F\u00fcr die Rekonstruktion fehlender Daten entwickelt er an die Gr\u00f6\u00dfe der Datenl\u00fccken angepasste Imputationsverfahren. Dabei kommen polynomiale Methoden f\u00fcr kurze Datenl\u00fccken sowie Deep-Learning- und diffusionsbasierte Ans\u00e4tze f\u00fcr gr\u00f6\u00dfere Datenl\u00fccken zum Einsatz. Im Bereich des Datenqualit\u00e4tsmanagements entwickelt er umfassende Benchmarking-Frameworks, die verschiedene Evaluationsdimensionen miteinander kombinieren, um die Qualit\u00e4t und Zuverl\u00e4ssigkeit medizinischer Datens\u00e4tze systematisch zu bewerten. Dar\u00fcber hinaus befasst sich seine Forschung mit der Entdeckung <strong>interpretierbaren mathematischer Gleichungen (Equation Discovery) und Physics-Informed Neural Networks (PINNs),<\/strong> um physiologische Prozesse zu modellieren und Dom\u00e4nenwissen in datengetriebene Modelle zu integrieren. Sowohl im Gesundheitswesen als auch in den Materialwissenschaften untersucht er Ans\u00e4tze zur Gleichungsentdeckung und PINN-basierte Methoden, um aussagekr\u00e4ftige Zusammenh\u00e4nge in Daten zu identifizieren und das zugrunde liegende Verhalten physiologischer Systeme sowie auxetischer Strukturen zu modellieren. \u00dcbergeordnetes Ziel seiner Forschung ist es, die Zuverl\u00e4ssigkeit von Daten zu verbessern und gleichzeitig interpretierbare sowie durch Dom\u00e4nenwissen gest\u00fctzte Machine-Learning-Methoden f\u00fcr reale Anwendungsbereiche zu entwickeln.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Lehre<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><abbr title=\"Rechenzentrum\">RZ<\/abbr>-Praktikum: NFC\/ WiFi Hacking &#8211; Flipper Zero<\/li>\n\n\n\n<li>Large-Scale Data Management<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Ausgew\u00e4hlte Publikationen<\/h2>\n\n\n\n<div class=\"wp-block-hsu-publicationblock\"><div class=\"img-area download-image\"><img decoding=\"async\" src=\"\/wp-content\/themes\/hsu\/img\/dummy\/downloads_dummy.png\" alt=\"Publikation Symbol-Icon\" \/><\/div><div class=\"content-area\"><a href=\"https:\/\/doi.org\/10.1016\/j.imavis.2025.105797\" rel='nofollow'>Imputing missing multi-sensor data in the healthcare domain: A systematic review<br><\/a>Vaibhav Gupta, Florian Grensing, Beyza Cinar, Maria Maleshkova<br>Image and Vision Computing Volume 164, December 2025, 105797<\/div><\/div>\n\n\n\n<div class=\"wp-block-hsu-publicationblock\"><div class=\"img-area download-image\"><img decoding=\"async\" src=\"\/wp-content\/themes\/hsu\/img\/dummy\/downloads_dummy.png\" alt=\"Publikation Symbol-Icon\" \/><\/div><div class=\"content-area\">Improving Hypoglycemia Prediction by Benchmarking Heart Rate Data Quality Using Impute Paradigm<br>Vaibhav Gupta, Beyza Cinar, Maria Maleshkova<br>EMBC 2026, Toronto, Canada, 2026 (Accepted)<\/div><\/div>\n\n\n\n<div class=\"wp-block-hsu-publicationblock\"><div class=\"img-area download-image\"><img decoding=\"async\" src=\"\/wp-content\/themes\/hsu\/img\/dummy\/downloads_dummy.png\" alt=\"Publikation Symbol-Icon\" \/><\/div><div class=\"content-area\"><a href=\"https:\/\/doi.org\/10.1109\/BIBE66822.2025.00080\" rel='nofollow'>FRAM-SHAP: Framework for Combined Evaluation Metrics through SHAP Analysis<\/a><br>Vaibhav Gupta, Florian Grensing, Louisa van den Boom, Maria Maleshkova<br><em><em>Proceedings of the 2025 IEEE 25th BIBE<\/em><\/em><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Profil Vaibhav Gupta ist seit 2024 als wissenschaftlicher Mitarbeiter an der Professur f\u00fcr Data Engineering t\u00e4tig. Seine Forschung an der HSU konzentriert sich auf die Entwicklung zuverl\u00e4ssiger und interpretierbarer datengetriebener [&hellip;]<\/p>\n","protected":false},"author":3889,"featured_media":0,"parent":106,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-321","page","type-page","status-publish","hentry","category-forschung"],"lang":"de","translations":{"de":321,"en":703},"pll_sync_post":{},"_links":{"self":[{"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/321","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/users\/3889"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/comments?post=321"}],"version-history":[{"count":19,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/321\/revisions"}],"predecessor-version":[{"id":2026,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/321\/revisions\/2026"}],"up":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/106"}],"wp:attachment":[{"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/media?parent=321"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/categories?post=321"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/tags?post=321"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}