{"id":238298,"date":"2015-05-01T00:00:00","date_gmt":"2015-05-01T07:00:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/msr-research-item\/uncertaint-abstractions-for-uncertain-hardware-and-software\/"},"modified":"2018-10-16T22:04:57","modified_gmt":"2018-10-17T05:04:57","slug":"uncertaint-abstractions-for-uncertain-hardware-and-software","status":"publish","type":"msr-research-item","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/uncertaint-abstractions-for-uncertain-hardware-and-software\/","title":{"rendered":"Uncertain< T >: Abstractions for Uncertain Hardware and Software"},"content":{"rendered":"<div class=\"asset-content\">\n<p>Building correct, efficient systems that reason about the approximations produced by sensors, machine learning, big data, humans, and approximate hardware and software requires new standards and abstractions. The Uncertain<T> software abstraction aims to tackle these pervasive correctness, optimization, and programmability problems and guide hardware and software designers in producing estimates.<\/p>\n<\/div>\n<p><!-- .asset-content --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Building correct, efficient systems that reason about the approximations produced by sensors, machine learning, big data, humans, and approximate hardware and software requires new standards and abstractions. The Uncertain software abstraction aims to tackle these pervasive correctness, optimization, and programmability problems and guide hardware and software designers in producing estimates.<\/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":"IEEE MICRO Top Picks, 35(3):132--143","msr_editors":"","msr_how_published":"","msr_isbn":"","msr_issue":"3","msr_journal":"IEEE MICRO Top Picks","msr_number":"","msr_organization":"","msr_pages_string":"","msr_page_range_start":"132","msr_page_range_end":"143","msr_series":"","msr_volume":"35","msr_copyright":"\u00a9 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting\/ republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted components of this work in other works.","msr_conference_name":"","msr_doi":"","msr_arxiv_id":"","msr_s2_paper_id":"","msr_mag_id":"","msr_pubmed_id":"","msr_other_authors":"James Bornholt","msr_other_contributors":"","msr_speaker":"","msr_award":"","msr_affiliation":"","msr_institution":"","msr_host":"","msr_version":"","msr_duration":"","msr_original_fields_of_study":"","msr_release_tracker_id":"","msr_s2_match_type":"","msr_citation_count_updated":"","msr_published_date":"2015-05-01","msr_highlight_text":"","msr_notes":"","msr_longbiography":"","msr_publicationurl":"","msr_external_url":"","msr_secondary_video_url":"","msr_conference_url":"","msr_journal_url":"","msr_s2_pdf_url":"","msr_year":2015,"msr_citation_count":0,"msr_influential_citations":0,"msr_reference_count":0,"msr_s2_match_confidence":0,"msr_microsoftintellectualproperty":true,"msr_s2_open_access":false,"msr_s2_author_ids":[],"msr_pub_ids":[],"msr_hide_image_in_river":0,"footnotes":""},"msr-research-highlight":[],"research-area":[13552,13560],"msr-publication-type":[193715],"msr-publisher":[],"msr-focus-area":[],"msr-locale":[268875],"msr-post-option":[],"msr-field-of-study":[],"msr-conference":[],"msr-journal":[],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-238298","msr-research-item","type-msr-research-item","status-publish","hentry","msr-research-area-hardware-devices","msr-research-area-programming-languages-software-engineering","msr-locale-en_us"],"msr_publishername":"IEEE - 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