Kuye kwaziwa ukuba iingcali ezivela kwiMicrosoft kunye ne-Intel ngokudibeneyo ziphuhlisa indlela entsha yokuchonga isoftware engalunganga. Indlela isekelwe kufundo olunzulu kunye nenkqubo yokumela i-malware ngendlela yemifanekiso eqingqiweyo kwi-grayscale.
Umthombo unika ingxelo yokuba abaphandi beMicrosoft abasuka kwiQela lobuNhloli boKhuselo beTreat basebenza noogxa abavela kwi-Intel ukujonga ukuba kunokwenzeka ukusebenzisa ukufunda okunzulu ukulwa ne-malware. Inkqubo ephuhliswayo ibizwa ngokuba yi-STAtic Malware-as-Image Network Analysis, okanye i-STAMINA. Isixokelelwano siqhuba iifayile ze-malware yokubini ezinikezelwe kwimo yemifanekiso ye-monochrome. Abaphandi bafumanise ukuba imifanekiso enjalo ye-malware evela kwintsapho efanayo inokufana kwesakhiwo, oku kuthetha ukuba ukuthungwa kunye neepateni zesakhiwo zinokuhlalutywa kwaye zichongwe njengento enobungozi okanye enobungozi.
Ukuguqula iifayile zebinary zibe yimifanekiso iqala ngokunika i-byte nganye ixabiso ukusuka kwi-0 ukuya kwi-255, ehambelana nobukhulu bombala we-pixel. Emva koko, iipikseli zifumana amaxabiso amabini asisiseko abonisa ububanzi kunye nobude. Ukongeza, ubungakanani befayile busetyenziselwa ukumisela ububanzi kunye nobude bomfanekiso wokugqibela. Abaphandi ke basebenzise itekhnoloji yokufunda koomatshini ukwenza i-malware classifier esetyenziswa kwinkqubo yokuhlalutya.
I-STAMINA yavavanywa ngokusebenzisa i-2,2 yezigidi zeefayile ezinokusetyenziswa. Abaphandi baye bafumanisa ukuba ukuchaneka kokuchonga ikhowudi enobungozi kufikelela kwi-99,07%. Ngelo xesha, inani leengxelo zobuxoki zabhalwa kwi-2,58% yamatyala, ngokuqhelekileyo isiphumo esihle.
Ukuchonga izoyikiso ezinzima ngakumbi, uhlalutyo lwe-static lunokusetyenziswa ngokudibanisa nohlalutyo oluguquguqukayo kunye nokuziphatha ukwenza iinkqubo zokufumanisa isoyikiso ezibanzi.
umthombo: 3dnews.ru