{"id":2273,"date":"2022-12-09T18:53:12","date_gmt":"2022-12-09T18:53:12","guid":{"rendered":"https:\/\/harpocrates-project.eu\/vue-densemble\/"},"modified":"2023-09-12T09:03:16","modified_gmt":"2023-09-12T09:03:16","slug":"vue-densemble","status":"publish","type":"page","link":"https:\/\/harpocrates-project.eu\/fr\/vue-densemble\/","title":{"rendered":"Vue d’ensemble"},"content":{"rendered":"

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MOTIVATION<\/span><\/h3>\n

<\/span>\u00c0 l’\u00e8re du num\u00e9rique, o\u00f9 le nombre de personnes utilisant divers services et outils num\u00e9riques est plus \u00e9lev\u00e9 que jamais, les possibilit\u00e9s de collecter de grandes quantit\u00e9s de donn\u00e9es \u00e0 des fins statistiques et d’identification de mod\u00e8les comportementaux sont nombreuses. Ces donn\u00e9es peuvent \u00eatre utilis\u00e9es \u00e0 des fins d’analyse et de prise de d\u00e9cision par les parties prenantes de diff\u00e9rents secteurs, notamment le commerce de d\u00e9tail, les transports, les soins de sant\u00e9, l’assurance, les m\u00e9dias et le divertissement ou les secteurs publics tels que la recherche m\u00e9dicale, les statistiques d\u00e9mographiques, etc.<\/span><\/span><\/p>\n

<\/span><\/span><\/p>\n

L’utilisation des grands volumes de donn\u00e9es disponibles sur les utilisateurs est tr\u00e8s limit\u00e9e pour des raisons de respect de la vie priv\u00e9e. C’est pourquoi les donn\u00e9es sont isol\u00e9es dans des \u00eelots du syst\u00e8me et ne sont pas disponibles pour une utilisation et un traitement secondaires. En outre, la pratique a montr\u00e9 que, dans de nombreux cas, les donn\u00e9es sont consult\u00e9es et partag\u00e9es avec des tiers de mani\u00e8re injustifi\u00e9e et que, m\u00eame lorsque le consentement au traitement des donn\u00e9es existe, les mod\u00e8les d’apprentissage int\u00e8grent des approximations qui sont inexactes, partiales et souvent injustes.<\/span> <\/span><\/p>\n

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Pourquoi Harpocrates<\/h3>\n

 <\/p>\n

Le projet HARPOCRATES vise \u00e0 jeter les bases de syst\u00e8mes d’\u00e9valuation num\u00e9riquement aveugles qui, de par leur conception, \u00e9limineront les variables indirectes telles que la g\u00e9ographie, le sexe, la race et d’autres facteurs, et auront \u00e0 terme un impact tangible sur la construction de soci\u00e9t\u00e9s plus justes, d\u00e9mocratiques et impartiales. Pour ce faire, nous pr\u00e9voyons de concevoir plusieurs sch\u00e9mas cryptographiques pratiques (chiffrement fonctionnel et chiffrement homomorphique hybride) pour analyser les donn\u00e9es en pr\u00e9servant la vie priv\u00e9e.<\/span><\/p>\n

Outre le traitement des donn\u00e9es statistiques dans le respect de la vie priv\u00e9e, nous visons \u00e9galement \u00e0 permettre une approche plus riche, plus \u00e9quilibr\u00e9e et plus compl\u00e8te dans laquelle l’analyse des donn\u00e9es et la cryptographie vont de pair avec une \u00e9volution vers une plus grande protection de la vie priv\u00e9e.<\/span><\/p>\n

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Bases de donn\u00e9es sur les privatisations<\/h4>\n

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Dans HARPOCRATES, nous montrerons d’abord comment combiner efficacement la cryptographie avec les principes de la confidentialit\u00e9 diff\u00e9rentielle pour s\u00e9curiser et privatiser les bases de donn\u00e9es.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb background_color=\u00a0\u00bb#FFFFFF\u00a0\u00bb border_radii=\u00a0\u00bbon|10px|10px|10px|10px\u00a0\u00bb box_shadow_style=\u00a0\u00bbpreset2″ global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb header_4_font=\u00a0\u00bbMontserrat|700|||||||\u00a0\u00bb header_4_text_color=\u00a0\u00bb#1f2437″ header_4_font_size=\u00a0\u00bb20px\u00a0\u00bb custom_margin=\u00a0\u00bb||5px|||\u00a0\u00bb custom_padding=\u00a0\u00bb1rem|||1rem|false|false\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

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Donn\u00e9es crypt\u00e9es<\/h4>\n

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Ensuite, nous construirons des mod\u00e8les d’apprentissage automatique pr\u00e9servant la vie priv\u00e9e, capables de classer les donn\u00e9es crypt\u00e9es en effectuant des pr\u00e9dictions tr\u00e8s pr\u00e9cises directement sur les cryptogrammes dans des espaces de donn\u00e9es f\u00e9d\u00e9r\u00e9s.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb background_color=\u00a0\u00bb#FFFFFF\u00a0\u00bb border_radii=\u00a0\u00bbon|10px|10px|10px|10px\u00a0\u00bb box_shadow_style=\u00a0\u00bbpreset2″ global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb header_4_font=\u00a0\u00bbMontserrat|700|||||||\u00a0\u00bb header_4_text_color=\u00a0\u00bb#1f2437″ header_4_font_size=\u00a0\u00bb20px\u00a0\u00bb custom_margin=\u00a0\u00bb||5px|||\u00a0\u00bb custom_padding=\u00a0\u00bb1rem|||1rem|false|false\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]\"\"<\/p>\n

Partage des donn\u00e9es<\/h4>\n

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Enfin, pour d\u00e9montrer comment ces solutions r\u00e9pondent aux besoins des utilisateurs, nous mettrons en \u0153uvre deux sc\u00e9narios r\u00e9els de partage transfrontalier de donn\u00e9es li\u00e9s \u00e0 l’analyse des donn\u00e9es de sant\u00e9 pour la m\u00e9decine du sommeil et au renseignement sur les menaces pour les autorit\u00e9s locales.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb background_color=\u00a0\u00bb#FFFFFF\u00a0\u00bb border_radii=\u00a0\u00bbon|10px|10px|10px|10px\u00a0\u00bb box_shadow_style=\u00a0\u00bbpreset2″ global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb header_4_font=\u00a0\u00bbMontserrat|700|||||||\u00a0\u00bb header_4_text_color=\u00a0\u00bb#1f2437″ header_4_font_size=\u00a0\u00bb20px\u00a0\u00bb custom_margin=\u00a0\u00bb||5px|||\u00a0\u00bb custom_padding=\u00a0\u00bb1rem|||1rem|false|false\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

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\u00c9cosyst\u00e8me<\/h4>\n

[\/et_pb_text][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb custom_padding=\u00a0\u00bb0rem|1rem|2rem|1rem|false|false\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

En outre, Harpocrates construira un \u00e9cosyst\u00e8me en s’appuyant sur les \u00e9cosyst\u00e8mes et les communaut\u00e9s existants, minimisant ainsi la quantit\u00e9 de travail et de ressources n\u00e9cessaires pour contribuer au renforcement des capacit\u00e9s de cybers\u00e9curit\u00e9 et de la souverainet\u00e9 de l’UE dans le domaine des technologies num\u00e9riques.<\/span> <\/span><\/p>\n

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<\/span>Objectifs du projet<\/span><\/h3>\n

<\/span><\/p>\n

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La disponibilit\u00e9 des Big Data combin\u00e9e aux progr\u00e8s de l’intelligence artificielle (IA) permet aux acteurs priv\u00e9s et publics de disposer de vastes capacit\u00e9s. Cependant, le partage de donn\u00e9es entre organisations et entre pays, conform\u00e9ment au GDPR, est de plus en plus difficile, car la collecte de donn\u00e9es personnelles granulaires et multidimensionnelles se heurte \u00e0 l’am\u00e9lioration des capacit\u00e9s de recoupement des ensembles de donn\u00e9es. <\/span><\/p>\n

HARPOCRATES s’appuie sur de nouveaux sch\u00e9mas cryptographiques pour faire progresser les capacit\u00e9s de l’apprentissage automatique pr\u00e9servant la vie priv\u00e9e (PPML) et de l’apprentissage f\u00e9d\u00e9r\u00e9 (FL), permettant ainsi une formation, une validation et une pr\u00e9diction d\u00e9centralis\u00e9es sur des donn\u00e9es crypt\u00e9es. Ces services de pr\u00e9servation de la vie priv\u00e9e et de calcul s\u00e9curis\u00e9 permettent aux utilisateurs de b\u00e9n\u00e9ficier de l’intelligence des machines en nuage tout en gardant le contr\u00f4le des donn\u00e9es. <\/span><\/p>\n

HARPOCRATES permettra de mettre en place des syst\u00e8mes d’\u00e9valuation num\u00e9riquement aveugles, d\u00e9montr\u00e9s dans des sc\u00e9narios d’application pratiques, contribuant ainsi \u00e0 construire des soci\u00e9t\u00e9s plus justes, d\u00e9mocratiques et impartiales.<\/span><\/p>\n

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Nos objectifs<\/h3>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u00a0\u00bb1_4,1_4,1_4,1_4″ make_equal=\u00a0\u00bbon\u00a0\u00bb _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb width=\u00a0\u00bb100%\u00a0\u00bb max_width=\u00a0\u00bb1540px\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

\"\"
Concevoir des sch\u00e9mas efficaces de cryptage fonctionnel cachant des fonctions.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

\"\"
Combinez le chiffrement fonctionnel et la confidentialit\u00e9 diff\u00e9rentielle pour obtenir des bases de donn\u00e9es chiffr\u00e9es priv\u00e9es.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

\"\"
Conception d’un syst\u00e8me pratique de cryptage homomorphique hybride multi-clients.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

\"\"
Construire un cadre d’apprentissage automatique pr\u00e9servant la vie priv\u00e9e en combinant le chiffrement fonctionnel et le chiffrement homomorphe hybride.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u00a0\u00bb1_4,1_4,1_4,1_4″ make_equal=\u00a0\u00bbon\u00a0\u00bb _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb width=\u00a0\u00bb100%\u00a0\u00bb max_width=\u00a0\u00bb1540px\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

\"\"
Sch\u00e9ma d’apprentissage f\u00e9d\u00e9r\u00e9 robuste \u00e0 la Byzantine avec des garanties de confidentialit\u00e9 des donn\u00e9es.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

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\u00c9tudes de cas r\u00e9els et contribution \u00e0 la science ouverte et \u00e0 la recherche reproductible.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][et_pb_text _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb text_font=\u00a0\u00bbRaleway||||||||\u00a0\u00bb text_text_color=\u00a0\u00bb#9b9b9b\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb]<\/p>\n

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Contribuer \u00e0 la mise en conformit\u00e9 GDPR automatis\u00e9e et \u00e9volutive.<\/span><\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u00a0\u00bb1_4″ _builder_version=\u00a0\u00bb4.19.1″ _module_preset=\u00a0\u00bbdefault\u00a0\u00bb global_colors_info=\u00a0\u00bb{}\u00a0\u00bb][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"

\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t
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<\/span> Home<\/span><\/a><\/span> &#x39;<\/span> <\/span><\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>MOTIVATION \u00c0 l’\u00e8re du num\u00e9rique, o\u00f9 le nombre de personnes utilisant divers services et outils num\u00e9riques est plus \u00e9lev\u00e9 que jamais, les possibilit\u00e9s de collecter de grandes quantit\u00e9s de donn\u00e9es \u00e0 des fins statistiques et d’identification de mod\u00e8les comportementaux sont nombreuses. Ces donn\u00e9es peuvent \u00eatre utilis\u00e9es […]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"class_list":["post-2273","page","type-page","status-publish","hentry"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/pages\/2273","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/comments?post=2273"}],"version-history":[{"count":5,"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/pages\/2273\/revisions"}],"predecessor-version":[{"id":2278,"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/pages\/2273\/revisions\/2278"}],"wp:attachment":[{"href":"https:\/\/harpocrates-project.eu\/fr\/wp-json\/wp\/v2\/media?parent=2273"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}