{"id":703,"date":"2025-02-05T14:10:00","date_gmt":"2025-02-05T13:10:00","guid":{"rendered":"https:\/\/www.hsu-hh.de\/dataeng\/?page_id=703"},"modified":"2026-08-07T11:58:07","modified_gmt":"2026-08-07T09:58:07","slug":"vaibhav-gupta","status":"publish","type":"page","link":"https:\/\/www.hsu-hh.de\/dataeng\/en\/team\/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 , Building 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-1-150x150.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-1-150x150.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\">Building 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-1-1024x1024.png\" data-credit=\"By LinkedIn - 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Eigenes Werk nach Vorlage, Gemeinfrei, https:\/\/commons.wikimedia.org\/w\/index.php?curid=34749800\" alt=\"\" class=\"wp-image-672\" 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-1-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/Google_Scholar_logo-1.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-1-1024x1024.png\" data-credit=\"By Rejol - Own work, CC0, https:\/\/commons.wikimedia.org\/w\/index.php?curid=97726671\" alt=\"\" class=\"wp-image-675\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-1536x1536.png 1536w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ResearchGate_logo-1.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-1.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-674\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-1.png 512w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-1-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-1-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/ORCID_logo-1-100x100.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-1-1024x1024.png\" data-credit=\"By GitHub Inc., MIT, https:\/\/commons.wikimedia.org\/w\/index.php?curid=33440579\" alt=\"\" class=\"wp-image-671\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1-1024x1024.png 1024w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1-300x300.png 300w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1-150x150.png 150w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1-768x768.png 768w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1-100x100.png 100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1-1100x1100.png 1100w, https:\/\/www.hsu-hh.de\/dataeng\/wp-content\/uploads\/sites\/879\/2025\/02\/GitHub_logo-1.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Profile<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vaibhav Gupta has been a research assistant at the Chair of Data Engineering since 2024. His research at <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr> focuses on developing reliable and interpretable data-driven methods across healthcare and materials science. In healthcare, he works with diabetes management and cognitive datasets, focusing on data-quality benchmarking and missing-data imputation. He develops gap-size-aware imputation techniques, using polynomial methods for short gaps and deep-learning and diffusion-based approaches for larger gaps. For data-quality management, he develops comprehensive benchmarking frameworks that combine multiple evaluation dimensions to systematically assess the quality and reliability of healthcare datasets. His research also explores <strong>interpretable equation discovery and physics-informed neural networks (PINNs)<\/strong> to model physiological processes and incorporate domain knowledge into data-driven models. Across healthcare and materials science, he investigates equation discovery and PINN-based approaches to identify meaningful relationships within data and model the underlying behavior of physiological systems and auxetic structures. Overall, his work aims to improve data reliability while developing interpretable and domain-informed machine-learning methods for real-world applications.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Teaching<\/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\">Selected Publications<\/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>Profile Vaibhav Gupta has been a research assistant at the Chair of Data Engineering since 2024. His research at HSU focuses on developing reliable and interpretable data-driven methods across healthcare [&hellip;]<\/p>\n","protected":false},"author":4068,"featured_media":0,"parent":110,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-703","page","type-page","status-publish","hentry","category-research"],"lang":"en","translations":{"en":703,"de":321},"pll_sync_post":{},"_links":{"self":[{"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/703","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\/4068"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/comments?post=703"}],"version-history":[{"count":10,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/703\/revisions"}],"predecessor-version":[{"id":2025,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/703\/revisions\/2025"}],"up":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/pages\/110"}],"wp:attachment":[{"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/media?parent=703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/categories?post=703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hsu-hh.de\/dataeng\/wp-json\/wp\/v2\/tags?post=703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}