{"id":4105,"date":"2014-03-11T12:00:00","date_gmt":"2014-03-11T11:00:00","guid":{"rendered":"http:\/\/www.gouvinfo.org\/IAI\/?p=4105"},"modified":"2014-02-14T17:56:05","modified_gmt":"2014-02-14T16:56:05","slug":"la-qualite-des-donnees-et-le-big-data-3c","status":"publish","type":"post","link":"https:\/\/gouvinfo.org\/IAI\/la-qualite-des-donnees-et-le-big-data-3c\/","title":{"rendered":"La qualit\u00e9 des donn\u00e9es et le Big Data (3\/4) &#8211; Qualit\u00e9, encore et encore"},"content":{"rendered":"<h2 style=\"text-align: justify;\"><b><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-4157 img-responsive\" alt=\"db_add\" src=\"https:\/\/i0.wp.com\/gouvinfo.org\/IAI\/wp-content\/uploads\/db_add.png?resize=128%2C128&#038;ssl=1\" width=\"128\" height=\"128\" srcset=\"https:\/\/i0.wp.com\/gouvinfo.org\/IAI\/wp-content\/uploads\/db_add.png?w=128&amp;ssl=1 128w, https:\/\/i0.wp.com\/gouvinfo.org\/IAI\/wp-content\/uploads\/db_add.png?resize=32%2C32&amp;ssl=1 32w, https:\/\/i0.wp.com\/gouvinfo.org\/IAI\/wp-content\/uploads\/db_add.png?resize=64%2C64&amp;ssl=1 64w, https:\/\/i0.wp.com\/gouvinfo.org\/IAI\/wp-content\/uploads\/db_add.png?resize=96%2C96&amp;ssl=1 96w\" sizes=\"(max-width: 128px) 100vw, 128px\" \/>La qualit\u00e9 des donn\u00e9es appliqu\u00e9e au big data<\/b><\/h2>\n<p style=\"text-align: justify;\">Elle va englober les th\u00e8mes suivants<\/p>\n<ul style=\"text-align: justify;\">\n<li>La qualit\u00e9 de donn\u00e9es classique<\/li>\n<li>L\u2019extension aux nouveaux types de donn\u00e9es \u00a0et aux domaines de l\u2019information<\/li>\n<li>Le m\u00e9lange des diff\u00e9rents types de donn\u00e9es<\/li>\n<li>La dimension temporelle, temps r\u00e9el , voire mutante de certaines donn\u00e9es. Par exemple le sabir \u00ab\u00a0djeun\u00a0\u00bb \u00e9volue tr\u00e8s vite et certaines expressions supplantent d\u2019autres rapidement. YOLO\u00a0!<\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"text-decoration: underline;\">Les donn\u00e9es transactionnelles auxquelles nous sommes habitu\u00e9es<\/span><\/p>\n<ul>\n<li>La d\u00e9marche qualit\u00e9 de donn\u00e9es est celle que nous connaissons.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"text-decoration: underline;\">Les informations d\u2019entreprise auxquelles nous sommes habitu\u00e9es<\/span><\/p>\n<ul>\n<li>Il s\u2019agit de tous les fichiers word, xls, pdf, emails, mod\u00e8les de donnes etc. Ce domaine comprend aussi l\u2019ECM (Enterprise Content Management), la GED, les glossaires, les \u00ab\u00a0records\u00a0\u00bb, les documents juridiques, les donn\u00e9es web.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Nous ne connaissons pas de travaux permettant de d\u00e9finir et encore moins d\u2019\u00e9valuer la qualit\u00e9 de ces informations. Du moins avant la perc\u00e9e des big data. Cette absence r\u00e9v\u00e8le soit la cohabitation en silo des mondes des donn\u00e9es auxquelles appartiennent applications et la majorit\u00e9 des syst\u00e8mes informatiques et les mondes de l\u2019information auxquelles appartiennent taxinomies, libraires et gestion documentaires. Soit elle r\u00e9v\u00e8le que le big data est vraiment le big data et pas le big information auquel cas le traitement des donn\u00e9es peu ou non structur\u00e9es tombe dans un zone floue \u00e0 cheval entre le mondes des donn\u00e9es et\u00a0 le monde des informations. Ce qui nous am\u00e8ne au paragraphe suivant.<\/p>\n<p style=\"text-align: justify;\"><span style=\"text-decoration: underline;\">Les nouveaux types de donn\u00e9es<\/span><\/p>\n<p style=\"text-align: justify;\">Ce sont les donn\u00e9es semi structur\u00e9es et non structur\u00e9es. Les donn\u00e9es semi structur\u00e9es comprennent les logs web, machine et autres xml. Les donn\u00e9es non structur\u00e9es comprennent<\/p>\n<ul style=\"text-align: justify;\">\n<li>les informations\u00a0: la structure n\u2019est pas au niveau des donn\u00e9es mais dans l\u2019assemblage, la grammaire, le sabir local, les figures de style. Par exemple, la richesse de \u00ab\u00a0A la recherche du temps perdu\u00a0\u00bb est due \u00e0 l\u2019auteur plus qu\u2019\u00e0 la richesse du vocabulaire employ\u00e9.<\/li>\n<li>Les videos, les images et les bandes audio<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Pour chaque type, de nouvelles techniques sont n\u00e9cessaires.<\/p>\n<p style=\"text-align: justify;\"><span style=\"text-decoration: underline;\">Le m\u00e9lange des genres<\/span><\/p>\n<p style=\"text-align: justify;\">De nouvelles techniques sont n\u00e9cessaires pour mener \u00e0 bien la qualit\u00e9 de donn\u00e9es de diff\u00e9rents types.<\/p>\n<p style=\"text-align: justify;\"><span style=\"text-decoration: underline;\">La volatilit\u00e9 de certaines donn\u00e9es big data<\/span><\/p>\n<p style=\"text-align: justify;\">Certaines techniques sont connues. Toutefois les contraintes sont particuli\u00e8rement fortes<\/p>\n<ul style=\"text-align: justify;\">\n<li>Les ex\u00e9cuter en temps r\u00e9el<\/li>\n<li>Faire face \u00e0 des format qui sont susceptibles d\u2019\u00e9voluer<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">De nouvelles approches peuvent s\u2019av\u00e9rer n\u00e9cessaire pour tenir compte de ces contraintes.<\/p>\n<p style=\"text-align: justify;\"><b>R\u00e9capitulatif des articles de la s\u00e9rie sur le big data et qualit\u00e9 des donn\u00e9es\u00a0:<\/b><\/p>\n<ul style=\"text-align: justify;\">\n<li><b>Parall\u00e9lisme entre profilage des donn\u00e9es et le big data<\/b><\/li>\n<li><b>Les exigences suppl\u00e9mentaires du big data<\/b><\/li>\n<li><b>La qualit\u00e9 des donn\u00e9es appliqu\u00e9e au big data<\/b><\/li>\n<li><b>Les conditions de succ\u00e8s<\/b><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><strong><em>Le sujet vous int\u00e9resse, vous souhaitez le travailler avec une approche globale et transverse, venez nous retrouver dans le groupe\u00a0<a href=\"http:\/\/www.gouvinfo.net\/cominfo\/bigdata-et-gouvinfo\/\">Associer le Big Data et la Gouvernance de l&#8217;information<\/a>\u00a0de la communaut\u00e9 GouvInfo. \u00a0Gr\u00e9gory Maubon et moi m\u00eame vous attendons !<\/em><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>La qualit\u00e9 des donn\u00e9es appliqu\u00e9e au big data Elle va englober les th\u00e8mes suivants La qualit\u00e9 de donn\u00e9es classique L\u2019extension aux nouveaux types de donn\u00e9es \u00a0et aux [&hellip;]<\/p>\n","protected":false},"author":10001,"featured_media":4157,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[45,3,53,223],"tags":[846,851],"class_list":["post-4105","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fondamentaux","category-gouvinfo","category-information-governance","category-innovation","tag-big-data","tag-qualite"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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