{"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=\"2026-04-13T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 14, 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        B. Laska, B. Chimehi, P. Masson, Bruce Wallace, H. Sveistrup, R. Goubran. \u201cReference-Free Estimation of Speech Recognition Error Rates via Cross-Model Concordance.\u201d 2026 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 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\/2026\/b-laska-b-chimeh-p-masson-bruce-wallace-h-sveistrup-r-goubran-reference-free-estimation-of-speech-recognition-error-rates-via-cross-model-concordance-2026-ieee-internatio\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                B. Laska, B. Chimehi, P. Masson, Bruce Wallace, H. Sveistrup, R. Goubran. \u201cReference-Free Estimation of Speech Recognition Error Rates via Cross-Model Concordance.\u201d 2026 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 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=\"2026-04-13T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 14, 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        Sloan, Thomas \u201cIndoor 3D Modeling Using Consumer Drones and Neural Simultaneous Localization and Mapping (SLAM) for Virtual Reality\u201d MASc diss., Carleton University, 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                \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\/sloan-thomas-indoor-3d-modeling-using-consumer-drones-and-neural-simultaneous-localization-and-mapping-slam-for-virtual-reality-masc-diss-carleton-university-2024\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Sloan, Thomas \u201cIndoor 3D Modeling Using Consumer Drones and Neural Simultaneous Localization and Mapping (SLAM) for Virtual Reality\u201d MASc diss., Carleton University, 2024.\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=\"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. Sveistrup, \u201cCross-Body Transfer Learning for Human Activity Recognition\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=\"2025-02-02T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 3, 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        Pioneering Voice AI with Carleton University\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                Story by partner company Edge Signal about the work we have done with them within a SAM3 SME Support for Aging in Place Technology project.\n                                    &#8230;\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\/pioneering-voice-ai-with-carleton-university\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Pioneering Voice AI with Carleton University\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center \" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block 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<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n\n\n\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SAM3 Expertise Areas: Machine Learning \/ Data Analytics \/ Deep Learning \/ Artificial Intelligence 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 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_cu_dining_location_slug":"","footnotes":"","_links_to":"","_links_to_target":""},"cu_page_type":[],"class_list":["post-1592","page","type-page","status-publish","hentry"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/1592","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/comments?post=1592"}],"version-history":[{"count":4,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/1592\/revisions"}],"predecessor-version":[{"id":2489,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/1592\/revisions\/2489"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/media?parent=1592"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/cu_page_type?post=1592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}