{"id":244094,"date":"2011-06-05T00:00:40","date_gmt":"2011-06-05T07:00:40","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&#038;p=244094"},"modified":"2018-10-26T18:10:02","modified_gmt":"2018-10-27T01:10:02","slug":"data-driven-modeling-approach-stochastic-computation-low-energy-biomedical-devices","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/data-driven-modeling-approach-stochastic-computation-low-energy-biomedical-devices\/","title":{"rendered":"A Data-driven Modeling Approach to Stochastic Computation for Low-energy Biomedical Devices"},"content":{"rendered":"<p>Data-driven modeling is a powerful way to handle errors in hardware by taking advantage of machine learning algorithms. We propose a error-aware models that handle high rate of errors in arrhythmia and seizure detection applications with nearly no extra cost in hardware.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data-driven modeling is a powerful way to handle errors in hardware by taking advantage of machine learning algorithms. We propose a error-aware models that handle high rate of errors in arrhythmia and seizure detection applications with nearly no extra cost in hardware.<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":null,"msr_publishername":"IEEE - Institute of Electrical and Electronics Engineers","msr_publisher_other":"","msr_booktitle":"","msr_chapter":"","msr_edition":"","msr_editors":"","msr_how_published":"","msr_isbn":"","msr_issue":"","msr_journal":"","msr_number":"","msr_organization":"","msr_pages_string":"","msr_page_range_start":"","msr_page_range_end":"","msr_series":"","msr_volume":"","msr_copyright":"\u00a9 IEEE. Personal use of this material is permitted. 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