{"id":90395,"date":"2020-07-31T13:42:28","date_gmt":"2020-07-31T11:42:28","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/ibm-otkryl-tulkit-gomomorfnogo-shifrovaniya-dlya-linux"},"modified":"2020-07-31T13:42:28","modified_gmt":"2020-07-31T11:42:28","slug":"ibm-otkryl-tulkit-gomomorfnogo-shifrovaniya-dlya-linux","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/news\/ibm-otkryl-tulkit-gomomorfnogo-shifrovaniya-dlya-linux","title":{"rendered":"IBM ka hapur nj\u00eb mjet p\u00ebr kodimin homomorfik p\u00ebr Linux","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Kompania IBM <noindex><a rel=\"nofollow\" href=\"https:\/\/www.ibm.com\/blogs\/research\/2020\/07\/homomorphic-encryption-comes-to-linux-on-ibm-z\/\">njoftoi<\/a><\/noindex> p\u00ebr hapjen e kodit burimor t\u00eb mjetit <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/ibm\/fhe-toolkit-linux\">FHE<\/a><\/noindex> (IBM Fully Homomorphic Encryption) me implementimin e sistemit <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.wikipedia.org\/wiki\/%D0%93%D0%BE%D0%BC%D0%BE%D0%BC%D0%BE%D1%80%D1%84%D0%BD%D0%BE%D0%B5_%D1%88%D0%B8%D1%84%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\">t\u00eb enkriptimit t\u00eb plot\u00eb homomorfik<\/a><\/noindex> p\u00ebr p\u00ebrpunimin e t\u00eb dh\u00ebnave n\u00eb form\u00eb t\u00eb enkriptuar. FHE mund\u00ebson krijimin e sh\u00ebrbimeve p\u00ebr llogaritje konfidenciale, ku t\u00eb dh\u00ebnat p\u00ebrpunohen t\u00eb enkriptuara dhe nuk shfaqen kurr\u00eb n\u00eb form\u00eb t\u00eb hapur n\u00eb asnj\u00eb nga etapet. Rezultati gjithashtu formohet i enkriptuar. Kodi \u00ebsht\u00eb shkruar n\u00eb gjuh\u00ebn C++ dhe <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/ibm\/fhe-toolkit-linux\">shp\u00ebrndahet<\/a><\/noindex> n\u00eb licenc\u00ebn MIT. P\u00ebrve\u00e7 versionit p\u00ebr Linux, gjithashtu po zhvillohen mjete t\u00eb ngjashme p\u00ebr <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/IBM\/fhe-toolkit-macos\">macOS<\/a><\/noindex> dhe  <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/IBM\/fhe-toolkit-ios\">iOS<\/a><\/noindex>, t\u00eb shkruara n\u00eb Objective-C. N\u00eb t\u00eb ardhmen e af\u00ebrt pritet publikimi i nj\u00eb varianti p\u00ebr  <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/IBM\/fhe-toolkit-android\">Android<\/a><\/noindex>.<\/p>\n<p>FHE mb\u00ebshtet <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.wikipedia.org\/wiki\/%D0%9F%D0%BE%D0%BB%D0%BD%D0%BE%D1%81%D1%82%D1%8C%D1%8E_%D0%B3%D0%BE%D0%BC%D0%BE%D0%BC%D0%BE%D1%80%D1%84%D0%BD%D0%BE%D0%B5_%D1%88%D0%B8%D1%84%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\">operacione t\u00eb plota<\/a><\/noindex> homomorfike, q\u00eb mund\u00ebsojn\u00eb realizimin e mbledhjes dhe shum\u00ebzimit t\u00eb t\u00eb dh\u00ebnave t\u00eb enkriptuara (dmth. mund t\u00eb realizohen \u00e7do llogaritje t\u00eb rast\u00ebsishme) dhe t\u00eb marrin si rezultat nj\u00eb rezultat t\u00eb enkriptuar, i cili do t\u00eb ishte i ngjash\u00ebm me enkriptimin e rezultateve t\u00eb mbledhjes ose shum\u00ebzimit t\u00eb t\u00eb dh\u00ebnave fillestare. Enkriptimi homomorfik mund t\u00eb konsiderohet si nj\u00eb etap\u00eb tjet\u00ebr e zhvillimit t\u00eb enkriptimit t\u00eb plot\u00eb (end-to-end) \u2014 p\u00ebrve\u00e7 mbrojtjes s\u00eb transferimit t\u00eb t\u00eb dh\u00ebnave, ofrohet mund\u00ebsia e p\u00ebrpunimit t\u00eb t\u00eb dh\u00ebnave pa i destrukturuar ato. <\/p>\n<p>Nga nj\u00eb pik\u00ebpamje praktike, kuadri mund t\u00eb jet\u00eb i dobish\u00ebm p\u00ebr organizimin e llogaritjeve konfidenciale n\u00eb re, n\u00eb sistemet e votimit elektronik, n\u00eb protokollet e anonimizuara t\u00eb rrug\u00ebzimit, p\u00ebr p\u00ebrpunimin e enkriptuar t\u00eb k\u00ebrkesave n\u00eb DBMS, p\u00ebr trajnimin konfidencial t\u00eb sistemeve t\u00eb m\u00ebsimit t\u00eb makinerive. Si nj\u00eb shembull i aplikimit t\u00eb FHE p\u00ebrmendet organizimi i analiz\u00ebs s\u00eb informacionit mbi pacient\u00ebt n\u00eb institucionet mjek\u00ebsore n\u00eb kompanit\u00eb e sigurimeve pa i dh\u00ebn\u00eb kompanis\u00eb s\u00eb sigurimeve akses n\u00eb t\u00eb dh\u00ebna q\u00eb mund t\u00eb identifikonin pacient\u00eb t\u00eb caktuar. Po ashtu <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/IBM\/fhe-toolkit-linux\/tree\/master\/samples\/credit_card_fraud\">p\u00ebrmendet<\/a><\/noindex> zhvillimi i sistemeve t\u00eb m\u00ebsimit t\u00eb makinerive p\u00ebr identifikimin e aktiviteteve mashtruese me karta kredi mbi baz\u00ebn e p\u00ebrpunimit t\u00eb transaksioneve financiare anonime t\u00eb enkriptuara.<\/p>\n<p>Mjeti p\u00ebrmban nj\u00eb bibliotek\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/homenc\/HElib\/\">HElib<\/a><\/noindex> me realizimin e disa skemave t\u00eb kriptimit homomorfik, nj\u00eb ambient t\u00eb integruar zhvillimi (puna kryhet p\u00ebrmes shfletuesit) dhe nj\u00eb grup shembujsh. P\u00ebr t\u00eb thjeshtuar dislokimin, jan\u00eb p\u00ebrgatitur imazhe docker t\u00eb gatshme mbi baz\u00ebn e CentOS, Fedora dhe Ubuntu. Gjithashtu, jan\u00eb t\u00eb disponueshme udh\u00ebzime p\u00ebr nd\u00ebrtimin e toolkit-it nga kodet burimore dhe instalimin n\u00eb sistemin lokal.<\/p>\n<p>Projekti \u00ebsht\u00eb duke u zhvilluar q\u00eb nga viti 2009, por arritja e indikator\u00ebve t\u00eb pranuesh\u00ebm t\u00eb performanc\u00ebs q\u00eb lejojn\u00eb p\u00ebrdorimin e tij n\u00eb praktik\u00eb \u00ebsht\u00eb b\u00ebr\u00eb e mundur vet\u00ebm tani. Vlen t\u00eb theksohet se FHE e b\u00ebn llogaritjen homomorfe t\u00eb arritshme p\u00ebr t\u00eb gjith\u00eb ata q\u00eb d\u00ebshirojn\u00eb, me an\u00eb t\u00eb FHE, programuesit e zakonsh\u00ebm t\u00eb korporatave do t\u00eb jen\u00eb n\u00eb gjendje t\u00eb b\u00ebjn\u00eb p\u00ebr nj\u00eb minut\u00eb t\u00eb nj\u00ebjt\u00ebn pun\u00eb q\u00eb m\u00eb par\u00eb k\u00ebrkonte or\u00eb dhe dit\u00eb me angazhimin e ekspert\u00ebve me grad\u00eb akademike.<\/p>\n<p><center><br \/>\n<div class=\"youtube-placeholder\" data-id=\"dtAgIUNuyE8\" onclick=\"loadVideo(this)\">\r\n        <img decoding=\"async\" src=\"https:\/\/img.youtube.com\/vi\/dtAgIUNuyE8\/hqdefault.jpg\" alt=\"Luaj videon\" loading=\"lazy\" width=\"480\" height=\"360\" style=\"width:100%;height:auto;\">\r\n        <div class=\"play-button\"><\/div>\r\n    <\/div><\/center><\/p>\n<p>Nga zhvillimet e tjera n\u00eb fush\u00ebn e llogaritjeve t\u00eb angazhuara, mund t\u00eb theksohet <noindex><a rel=\"nofollow\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2020\/06\/24\/differential-privacy-harvard-opendp\/\">publikimi i projektit<\/a><\/noindex> <noindex><a rel=\"nofollow\" href=\"http:\/\/opendp.io\/\">OpenDP<\/a><\/noindex> me implementimin e metodave <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.wikipedia.org\/wiki\/%D0%94%D0%B8%D1%84%D1%84%D0%B5%D1%80%D0%B5%D0%BD%D1%86%D0%B8%D0%B0%D0%BB%D1%8C%D0%BD%D0%B0%D1%8F_%D0%BF%D1%80%D0%B8%D0%B2%D0%B0%D1%82%D0%BD%D0%BE%D1%81%D1%82%D1%8C\">privat\u00ebsis\u00eb diferenciale<\/a><\/noindex>, t\u00eb cilat lejojn\u00eb t\u00eb kryhen operacione statistike mbi nj\u00eb grup t\u00eb dh\u00ebnash me nj\u00eb sakt\u00ebsi mjaft t\u00eb lart\u00eb pa mund\u00ebsuar identifikimin e regjistrimeve t\u00eb ve\u00e7anta n\u00eb t\u00eb. Projekti zhvillohet n\u00eb m\u00ebnyr\u00eb t\u00eb p\u00ebrbashk\u00ebt nga studiuesit e kompanis\u00eb Microsoft dhe Universitetit t\u00eb Harvardit. Implementimi \u00ebsht\u00eb shkruar n\u00eb Rust dhe Python dhe <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/opendifferentialprivacy\/\">ofrohet<\/a><\/noindex> n\u00ebn licenc\u00ebn MIT.<\/p>\n<p>Analiza me p\u00ebrdorimin e metodave t\u00eb privat\u00ebsis\u00eb diferenciale lejon organizatat t\u00eb b\u00ebjn\u00eb mostra analitike nga bazat e t\u00eb dh\u00ebnave statistike, pa lejuar p\u00ebrjashtimin e parametrave t\u00eb individ\u00ebve t\u00eb caktuar nga informacioni total. P\u00ebr shembull, p\u00ebr t\u00eb identifikuar diferencat n\u00eb trajtimin e pacient\u00ebve, studiuesve mund t'u jepet informacion q\u00eb lejon krahasimin e mesatares s\u00eb koh\u00ebs q\u00eb pacient\u00ebt kalojn\u00eb n\u00eb spitale, duke ruajtur n\u00eb t\u00eb nj\u00ebjt\u00ebn koh\u00eb privat\u00ebsin\u00eb e pacient\u00ebve dhe pa lejuar identifikimin e t\u00eb dh\u00ebnave p\u00ebr ta. <\/p>\n<p>P\u00ebr mbrojtjen e informacionit personal ose konfidencial t\u00eb identifikuesh\u00ebm, p\u00ebrdoren dy mekanizma: 1. Shtimi i nj\u00eb 'zhurme' statistikore t\u00eb vog\u00ebl n\u00eb \u00e7do rezultat, e cila nuk ndikon n\u00eb sakt\u00ebsin\u00eb e t\u00eb dh\u00ebnave t\u00eb nxjerra, por maskon kontributin e elementeve t\u00eb ve\u00e7anta t\u00eb t\u00eb dh\u00ebnave.<br \/>\n2. P\u00ebrdorimi i buxhetit t\u00eb privat\u00ebsis\u00eb, i cili kufizon v\u00ebllimin e t\u00eb dh\u00ebnave t\u00eb l\u00ebshuara p\u00ebr \u00e7do k\u00ebrkes\u00eb dhe nuk lejon k\u00ebrkesa t\u00eb tjera q\u00eb mund t\u00eb d\u00ebmtojn\u00eb privat\u00ebsin\u00eb.<\/p>\n<p><noindex><a rel=\"nofollow\" name=\"link\"><\/a><\/noindex><\/p>\n<p>Burimi: <a \ncontent=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=53459\">opennet.ru<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f IBM \u043e\u0431\u044a\u044f\u0432\u0438\u043b\u0430 \u043e\u0431 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432 \u0442\u0443\u043b\u043a\u0438\u0442\u0430 FHE (IBM Fully Homomorphic Encryption) \u0441 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0433\u043e\u043c\u043e\u043c\u043e\u0440\u0444\u043d\u043e\u0433\u043e \u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c \u0432\u0438\u0434\u0435. FHE \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u0435\u0440\u0432\u0438\u0441\u044b \u0434\u043b\u044f \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439, \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u0438 \u043d\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u0443\u044e\u0442 \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u043d\u0438 \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u044d\u0442\u0430\u043f\u043e\u0432. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u0430\u043a\u0436\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c. \u041a\u043e\u0434 \u043d\u0430\u043f\u0438\u0441\u0430\u043d \u043d\u0430 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-90395","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f IBM \u043e\u0431\u044a\u044f\u0432\u0438\u043b\u0430 \u043e\u0431 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432 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