1-rasm. Mashinani o‘rganish bosqichlari ...................................... ................................................................ .....7
2-rasm. BoT-IoT uchun nomutanosib sinf taqsimoti................................... ...................................25 3-rasm.Nashr
etilgan ishlarni ierarxik guruhlash .... ................................................................ ......................29 4-rasm. BoT-IoT
ma'lumotlar to'plami bo'yicha nomutanosiblikni davolash toifalarini solishtirish .............. .............30 5-rasm.
Muvozanatsizlikni davolashning toifalari - so'rovda o'tkazilgan barcha
hujjatlarni muvozanatni
davolashning barcha toifalari bo'yicha taqqoslash.................. ................................................................ ..................................31
6-rasm. Taklif etilayotgan texnikalar mavjud texnikalar bilan solishtirilgan hujjatlarni solishtirish. tatbiq
qilingan. ................................................................ ................................................................ ...................31 7-
rasm. Barcha uchta ma'lumotlar to'plamida yondashuvlarni
taklif qiladigan, qo'llaydigan yoki eslatib
o'tadigan
maqolalar sonini
solishtirish ............ ................................................................ ................................................................ ....................32
8-rasm. KNN uchun pol tahlili................... ................................................................ ......................41 9-rasm. RF
uchun chegara tahlili .................... ................................................................ ........................42 10-rasm. LR
uchun pol tahlili ................... ................................................................ .........................43 11-rasm. KNN, RF va
LR uchun pol chegarasini solishtirish ............ ..........................................44 12-rasm. 2-qism
uchun tahlil Ruxsat
etilgan hujum namunalari bilan KNN va LR...................................... .....45 13-rasm. Ruxsat etilgan hujum
namunalari bilan RF uchun 2-qism tahlili................................ .............................46 14-rasm. KNN, RF va LR-
Reconnaissance uchun ishlash ko'rsatkichlarini taqqoslash.. ......................47 15-rasm. KNN,
RF va LR-DDoS
uchun ishlash ko'rsatkichlarini solishtirish ............ ..........................48 16-rasm. Mustaqil xususiyat
tushishi ................. ................................................................ ..........................49 17-rasm.
Razvedka hujumi
uchun mustaqil xususiyat tushishi .............. ..........................................50 18-rasm. Mustaqil funksiya tushishi
DDoS hujumi ................................................... ......................51 19-rasm.
Guruh funksiyasining
tushishi...................... ................................................................ ...........................52 20-rasm. Razvedka hujumi
uchun guruh xususiyatlarining tushishi......... ................................................................ .....52 21-rasm. DDoS
hujumi uchun guruh funksiyalarining tushishi................................... ..........................................53 22-rasm.
Xususiyatlarning tushishini taqqoslash KNN klassifikatoridan foydalangan holda razvedka uchun .........................54
23-rasm. RF yordamida razvedka uchun tushishni taqqoslash xususiyati klassifikator......................................55
24-rasm. LR yordamida razvedka qilish uchun xususiyat tushishini taqqoslash klassifikator ......................................56
25-rasm. KNN yordamida DDoS hujumi uchun xususiyat tushishini taqqoslash klassifikator......................................56
26-rasm. DDoS hujumi uchun xususiyat tushishini taqqoslash RF klassifikatoridan foydalanish ...........................................57 27-rasm. Xususiyat LR klassifikatori yordamida DDoS hujumini tushirishni taqqoslash...................................... 57
vii
