{"id":1942,"date":"2026-03-28T15:24:59","date_gmt":"2026-03-28T20:24:59","guid":{"rendered":"https:\/\/it.rutgers.edu\/research-computing\/?page_id=1942"},"modified":"2026-07-07T13:26:51","modified_gmt":"2026-07-07T17:26:51","slug":"travis-williams","status":"publish","type":"page","link":"https:\/\/it.rutgers.edu\/research-computing\/travis-williams\/","title":{"rendered":"Travis Williams"},"content":{"rendered":"    <section class=\"cc--component-container cc--hero-basic  hero-basic color-light-gray\">\n\n<div class=\"c--component c--hero-basic\">\n        \n<div class=\"outer-wrapper\">\n    <div class=\"inner-wrapper\">\n        <div class=\"text-container\">\n            <div class=\"text-wrapper\">\n\t\t\t\t<div class=\"f--field f--page-title \"><h1>Travis Williams<\/h1>\n\n<\/div><!-- f--field f--page-title -->\n\t\t\t\t<div class=\"f--field f--text \"><p>Senior Scientist Biomedical &#038; Clinical Informatics<\/p>\n<\/div><!-- f--field f--text -->\n            <\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\n\n<\/div><!-- c--component c--hero-basic -->\n\n    <\/section><!-- cc--component-container cc--section -->\n\n\n    <section class=\"cc--component-container cc--rich-text  rich-text\">\n\n<div class=\"c--component c--rich-text\">\n        <div class=\"inner-wrapper\">\n    \n    <div class=\"f--field f--rich-text \"><figure class=\"rudr-image align-right embed-small\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/it.rutgers.edu\/research-computing\/wp-content\/uploads\/sites\/95\/2025\/06\/Travis-Williams-Headshot.jpeg\" alt=\"\" width=\"512\" height=\"512\" \/><\/figure>\n<p><strong>Location:<\/strong> CoRE Building, 96 Frelinghuysen Road, Room 712 Piscataway, NJ 08854<br \/>\n<strong>Phone:<\/strong> <a href=\"phone:8484455225\"><strong>(848) 445-5225<\/strong><\/a><br \/>\n<strong>Email:<\/strong> <a href=\"mailto:tw593@rutgers.edu\"><strong>tw593@rutgers.edu<\/strong><\/a><\/p>\n<p><strong>Biography<\/strong><br \/>\nTravis received his PhD in Electrical Engineering from North Carolina A&amp;T State University in 2017. His dissertation, \u201cAdvanced Image Classification using Deep Neural Networks,\u201d combined wavelet theory and deep learning to increase the accuracy and efficiency of deep learning algorithms. He worked as a Research Scholar at Memorial Sloan Kettering Cancer Center under Drs. Amber Simpson &amp; Mithat G\u00f6nen. His research at MSK applied machine learning to classifying tumors in the pancreas and liver as cancerous, benign, predicting survival, etc.<\/p>\n<p>Currently in his role as a Senior Scientist, he advises professors, medical doctors and<br \/>\nresearchers, and students\/postdocs\/fellows in the areas of machine learning, deep learning, and image processing. Additionally, he creates workshops for the broader Rutgers community on topics of interest in machine learning and image processing. Some projects he has been working on with other researchers include: Prognostic factors for neurological post-acute sequelae of SARS-CoV-2 Infection; Prognostic markers of heart rate variability in neurological conditions; Using multi-modal data fusion to build a predictive model for disease progression in oral potentially malignant disorders.<\/p>\n<p>Skills and Expertise:<br \/>\nPattern Recognition, Biomedical Informatics, Biomedical Signal Processing, Deep Learning, Digital Signal Processing, Digital Image Processing, Computer Vision<\/p>\n<p>Recent Publications:<\/p>\n<ol>\n<li><strong>Williams, Travis<\/strong> and Li, Robert, \u201cThreshout Regularization for Deep Neural Networks\u201d, 2021 IEEE SoutheastCon, March 2021.<\/li>\n<li><strong>Travis L. Williams<\/strong>, Lily V. Saadat, Mithat Gonen, Alice Wei, Richard K. G. Do &amp; Amber L. Simpson (2021) \u201cRadiomics in surgical oncology: applications and challenges\u201d, Computer Assisted Surgery, 26:1, 85-96, DOI: 10.1080\/24699322.2021.1994014<\/li>\n<li>K. A. Harrington, <strong>T. L. Williams<\/strong>, S. A. Lawrence, J. Chakraborty, M. A. Al Efishat, M. A. Attiyeh M.D., G. Askan, Y. Chou, A. Pulvirenti M.D., C. A. McIntyre, M. Gonen, O. Basturk, V. P. Balachandran, T. P. Kingham M.D., M. I. D&#8217;Angelica, W. R. Jarnagin M.D., J. A. Drebin, R. K. G. Do M.D., P. J. Allen M.D., and A. L. Simpson &#8220;A multimodal radiomics and cyst fluid inflammatory markers model to predict preoperative risk in intraductal papillary mucinous neoplasms&#8221;, Journal of Medical Imaging 7(3), 031502 (25 June 2020).<\/li>\n<li><strong>T. L. Williams<\/strong>, K. A. Harrington, S. A. Lawrence, J. Chakraborty, M. A. Al Efishat, M. A. Attiyeh M.D., G. Askan, Y. Chou, A. Pulvirenti M.D., C. A. McIntyre, M. Gonen, O. Basturk, V. P. Balachandran, T. P. Kingham M.D., M. I. D&#8217;Angelica M.D., W. R. Jarnagin M.D., J. A. Drebin, R. K. G. Do M.D., P. J. Allen M.D., and A. L. Simpson &#8220;A combined radiomics and cyst fluid inflammatory markers model to predict preoperative risk in pancreatic cystic lesions&#8221;, Proc. SPIE 11315, Medical Imaging 2020: Image-Guided Procedures, Robotic Interventions, and Modeling, 113151Q (16 March 2020)<\/li>\n<li>Roberts, S., Strome, A., Choi, C., Andreou, C., Kossatz, S., Brand, C., <strong>Williams, T.<\/strong>, Bradbury, M., Kircher, M., Reshetnyak, Y., Grimm, J., Lewis, J., Reiner, T., \u201cAcid specific dark quencher QC1-pHLIP for multi-spectral optoacoustic diagnoses of breast cancer\u201d, Scientific Reports, 9, 2019.<\/li>\n<li><strong>Williams, Travis<\/strong> and Li, Robert, \u201cWavelet Pooling for Convolutional Neural Networks\u201d, ICLR 2018, April 30 \u2013May 3, 2018.<\/li>\n<\/ol>\n<\/div><!-- f--field f--rich-text -->\n\n    <\/div>\n    <style>\n        .cc--rich-text .c--rich-text:has(.inner-wrapper) {\n            padding: 0 !important;\n        }\n\n        .cc--rich-text .c--rich-text .inner-wrapper {\n            padding-right: 8%;\n            padding-left: 8%;\n        }\n\n        @media screen and (min-width: 768px) {\n            .cc--rich-text .c--rich-text .inner-wrapper {\n                padding-right: 12%;\n                padding-left: 12%;\n            }\n        }\n\n        @media screen and (min-width: 1024px) {\n            .cc--rich-text .c--rich-text .inner-wrapper {\n                padding-right: 10%;\n                padding-left: 10%;\n            }\n        }\n    <\/style>\n<\/div><!-- c--component c--rich-text -->\n\n    <\/section><!-- cc--component-container cc--section -->\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":992,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"page-category":[],"class_list":["post-1942","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - 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