{"id":1592,"date":"2023-09-11T14:40:29","date_gmt":"2023-09-11T18:40:29","guid":{"rendered":"https:\/\/carleton.ca\/sam3\/?page_id=1592"},"modified":"2026-02-18T12:01:52","modified_gmt":"2026-02-18T17:01:52","slug":"mldlai","status":"publish","type":"page","link":"https:\/\/carleton.ca\/sam3\/mldlai\/","title":{"rendered":"Expertise: Machine Learning \/ Data Analytics \/ Deep Learning \/ AI"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        Expertise: Machine Learning \/ Data Analytics \/ Deep Learning \/ AI\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1195\" height=\"407\" src=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg\" alt=\"AgeWell logo\" class=\"wp-image-104\" style=\"width:300px\" srcset=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg 1195w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-160x54.jpg 160w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-240x82.jpg 240w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-768x262.jpg 768w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-400x136.jpg 400w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-360x123.jpg 360w\" sizes=\"auto, (max-width: 1195px) 100vw, 1195px\" \/><\/figure>\n\n\n\n<h2 id=\"sam3-expertise-areas-machine-learning-data-analytics-deep-learning-artificial-intelligence\" class=\"wp-block-heading\">SAM3 Expertise Areas: Machine Learning \/ Data Analytics \/ Deep Learning \/ Artificial Intelligence<\/h2>\n\n\n\n<p>SAM3 researchers have expertise in many advanced analytics methods that allow for the processing of large data sets or complex sensor data.&nbsp; Through these methods, vast arrays of sensor and other data are analyzed to determine knowledge and information that can be communicated to the older adult leading to action.<\/p>\n\n\n\n<p><strong>Analytics Expertise Areas<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Applications to: Video analysis, Audio and acoustic analysis, Smart home sensor fusion, Driving Assessment<\/li>\n\n\n\n<li>Methods: Machine Learning, Deep Learning, Artificial Intelligence including supervised and unsupervised learning<\/li>\n\n\n\n<li>Big data analysis including datasets &gt;1TB<\/li>\n\n\n\n<li>Processing models including cluster and GPU assisted methods<\/li>\n<\/ul>\n\n\n\n    \n\n\n                                                                                                                                                                                                                                                                                                                                                                                    \n\n\n\n<section class=\"w-screen px-6 cu-section cu-section--white cu-section--cards ml-offset-center md:px-8 lg:px-14\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;130&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <span class=\"!absolute !-m-px !h-px !w-px !overflow-hidden !whitespace-nowrap !border-0 !p-0 ![clip:rect(0,0,0,0)]\">\n        Loading&#8230;\n    <\/span>\n<\/div>\n\n                                        \n        <p class=\"cu-no-posts hidden\">\n            No\n            category\n\n            posts are available.\n        <\/p>\n\n                <div class=\"cu-column cu-component not-contained mx-auto grid max-w-5xl md:grid-cols-3 gap-6 md:gap-10\">\n                        \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2026-03-29T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 30, 2026\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        IEEE Video Tutorial: \n\u201cThe Supportive Smart Home: Solutions Enabling Independence \u2013 Ambient Sensing, Artificial Intelligence in Ethical Context\u201c\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/ieee-video-tutorial-the-supportive-smart-home-solutions-enabling-independence-ambient-sensing-artificial-intelligence-in-ethical-context\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                IEEE Video Tutorial: \n\u201cThe Supportive Smart Home: Solutions Enabling Independence \u2013 Ambient Sensing, Artificial Intelligence in Ethical Context\u201c\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-12-22T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        December 23, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        K. Van Benthem, B. Wallace, L. McCauley, J. Keillor, S. Marshall, F. Knoefel, T. Friedman, and C. Herdman, \u201cProfiles of Mature Drivers and Their Trust in Telematics\u2011Based Safety Technologies\u201d, ISG 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/k-van-benthem-b-wallace-l-mccauley-j-keillor-s-marshall-f-knoefel-t-friedman-and-c-herdman-profiles-of-mature-drivers-and-their-trust-in-telematics%e2%80%91based-safety-technologies\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                K. Van Benthem, B. Wallace, L. McCauley, J. Keillor, S. Marshall, F. Knoefel, T. Friedman, and C. Herdman, \u201cProfiles of Mature Drivers and Their Trust in Telematics\u2011Based Safety Technologies\u201d, ISG 2026\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-12-22T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        December 23, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        B. Chimehi, J. Larivi\u00e8re-Chartier, B. Wallace, L. Ault, F. Knoefel, J. Kaye, Z. Beattie, J. Steele, L. Anderson, N.Thomas, \u201cDigital Signatures of Caregiver Burden: Machine Learning Classification Using Multimodal In-Home Sensor Data\u201d, ISG 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/b-chimehi-j-lariviere-chartier-b-wallace-l-ault-f-knoefel-j-kaye-z-beattie-j-steele-l-anderson-n-thomas-digital-signatures-of-caregiver-burden-machine-learning-classification-usi\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                B. Chimehi, J. Larivi\u00e8re-Chartier, B. Wallace, L. Ault, F. Knoefel, J. Kaye, Z. Beattie, J. Steele, L. Anderson, N.Thomas, \u201cDigital Signatures of Caregiver Burden: Machine Learning Classification Using Multimodal In-Home Sensor Data\u201d, ISG 2026\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-28T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 29, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        S. Shafiyan, K. Fraser, F. Knoefel, N. Thomas, M. Kunz, B. Wallace, R. Goubran, A.a Zumbansen, \u201cRevisiting the Cookie Theft Picture for Cognitive Impairment: Assessing Its Relevance for Discourse Analysis After Four Decades\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/c-39s-shafiyan-k-fraser-f-knoefel-n-thomas-m-kunz-b-wallace-r-goubran-a-a-zumbansen-revisiting-the-cookie-theft-picture-for-cognitive-impairment-assessing-its-relevance-for-d\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                S. Shafiyan, K. Fraser, F. Knoefel, N. Thomas, M. Kunz, B. Wallace, R. Goubran, A.a Zumbansen, \u201cRevisiting the Cookie Theft Picture for Cognitive Impairment: Assessing Its Relevance for Discourse Analysis After Four Decades\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-28T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 29, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM, \u201cCommunicating increased driving risk: A study of mature driver expectations\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/c-1nasr-m-s-e-masson-p-wallace-b-a-benthem-k-v-herdman-c-keillor-j-goubran-r-knoefel-f-marshall-sm-identifying-mature-driver-risk-from-naturalistic-driving-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM, \u201cCommunicating increased driving risk: A study of mature driver expectations\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-28T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 29, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Nasr, M. S. E., Masson, P., Wallace, B., A., Benthem, K. V., Herdman, C., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM. \u201cIdentifying Mature Driver Risk from Naturalistic Driving\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/c-1nasr-m-s-e-masson-p-wallace-b-a-benthem-k-v-herdman-c-keillor-j-goubran-r-knoefel-f-marshall-sm-identifying-mature-driver-risk-from-naturalistic-driving\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Nasr, M. S. E., Masson, P., Wallace, B., A., Benthem, K. V., Herdman, C., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM. \u201cIdentifying Mature Driver Risk from Naturalistic Driving\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-04-17T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 18, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        W. Sloan, B. Wallace, R. Goubran, H. Sveistrup, \u201cImproved Activity Recognition Through Fusion of Earable Pairs\u201d at IEEE Medical Measurement and Applications Symposium (MeMeA 2025), 2025\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/w-sloan-b-wallace-r-goubran-h-sveistrup-improved-activity-recognition-through-fusion-of-earable-pairs-accepted-at-ieee-medical-measurement-and-applications-symposium-memea-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                W. Sloan, B. Wallace, R. Goubran, H. Sveistrup, \u201cImproved Activity Recognition Through Fusion of Earable Pairs\u201d at IEEE Medical Measurement and Applications Symposium (MeMeA 2025), 2025\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-03-05T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 6, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        M. Kunz, K. Fraser, B. Wallace, F. Knoefel, R. Goubran, S. Shafiyan, N. Thomas \u201cAddressing Age Bias in the Application of Appearance-Based Gaze-Tracking for Older Adults\u201d, IEEE\/CVF Winter Conference on Applications of Computer Vision, 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                (Best Paper Award)\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/m-kunz-k-fraser-b-wallace-f-knoefel-r-goubran-s-shafiyan-n-thomas-addressing-age-bias-in-the-application-of-appearance-based-gaze-tracking-for-older-adults-ieee-cvf-win\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Kunz, K. Fraser, B. Wallace, F. Knoefel, R. Goubran, S. Shafiyan, N. Thomas \u201cAddressing Age Bias in the Application of Appearance-Based Gaze-Tracking for Older Adults\u201d, IEEE\/CVF Winter Conference on Applications of Computer Vision, 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2025-03-01T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 2, 2025\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        W. Sloan, B. Wallace, R. Goubran, H. Sveistrup, \u201cCross-Body Transfer Learning for Human Activity Recognition\u201d at 2025 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2025\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                &nbsp; &nbsp;\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/w-sloan-b-wallace-r-goubran-h-sveistrup-ray-tracing-modelling-using-lidar-3d-scans-for-rapid-acoustical-measurement-and-simulation-accepted-at-2025-ieee-international-instrum\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                W. Sloan, B. Wallace, R. Goubran, H. 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Laghai, B. Wallace, B. Laska, R. Goubran, \u201cRay Tracing Modelling Using LiDAR 3D Scans for Rapid Acoustical Measurement and Simulation\u201d at 2025 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2025\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/a-laghai-b-wallace-b-laska-r-goubran-ray-tracing-modelling-using-lidar-3d-scans-for-rapid-acoustical-measurement-and-simulation-accepted-at-2025-ieee-international-instrument\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                A. Laghai, B. Wallace, B. Laska, R. Goubran, \u201cRay Tracing Modelling Using LiDAR 3D Scans for Rapid Acoustical Measurement and Simulation\u201d at 2025 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2025\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2024-08-30T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 31, 2024\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Stewart, Matthew, Caitlin Higginson, Julien Lariviere-Chartier, Elliott Lee, James Green, Rafik Goubran, Frank Knoefel, and Rebecca Robillard. \u201cClassification of Central and Obstructive Sleep Apnea Using Respiratory Inductance Plethysmography and Convolutional Neural Networks.\u201d In 2024 IEEE Sensors Applications Symposium (SAS), pp. 1-6. IEEE, 2024.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2024\/stewart-matthew-caitlin-higginson-julien-lariviere-chartier-elliott-lee-james-green-rafik-goubran-frank-knoefel-and-rebecca-robillard-classification-of-central-and-obstructive-sleep-apnea-u\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Stewart, Matthew, Caitlin Higginson, Julien Lariviere-Chartier, Elliott Lee, James Green, Rafik Goubran, Frank Knoefel, and Rebecca Robillard. \u201cClassification of Central and Obstructive Sleep Apnea Using Respiratory Inductance Plethysmography and Convolutional Neural Networks.\u201d In 2024 IEEE Sensors Applications Symposium (SAS), pp. 1-6. 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