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1 2015 User-AgentDNS F058-7
2 DNS DNS DNS DNS DNS DNS DNS TTL User-Agent
3 4.5 IP
4 2.1 Windows HTTP DNS HTTP DNS TTL TTL User-Agent Windows Mac OS ios Android Internet Explorer Google Chrome Firefox User-Agent Windows Mac OS Android ios Internet Explorer Google Chrome Firefox platform.twitter.com, User-Agent
5 4.18 platform.twitter.com, Windows platform.twitter.com, Mac OS platform.twitter.com, ios platform.twitter.com, Internet Explorer platform.twitter.com, Google Chrome platform.twitter.com, Firefox platform.twitter.com, Safari User-Agent
6 1 1.1 DNS (Domain Name System) IP DNS DNS [1] DNS 1 BIND 9 [2] DNS TLD (Top Level Domain) DNS DNS Web DNS DNS DNS [3] DNS HTTPS Google [4] Yahoo [5] HTTPS CDN (Contents Delivery Network) DNS HTTPS 5
7 TTL TTL 2 OS (Operating System) Web OS Web DNS User-Agent DNS DNS
8 2 DNS 2.1 DNS DNS DNS DNS IP ( ) [6] IP IP DNS DNS DNS DNS DNS DNS IP com IP DNS DNS com example.com IP DNS example.com IP DNS IP 7
9 2 DNS DNS DNS DNS DNS DNS DNS DNS DNS DNS IP TTL IP DNS TTL 0 DNS DNS DNS DNS Web OS DNS DNS OS Web Web DNS DNS Windows 7 [7] DNS 2 Web Internet Explorer [8] ( ) Google 8
![1 Windows 7 [7] DNS 2 Web HTTP://www.goto.info.waseda.ac.](/docs-images/53/20122822/images/page_9.jpg "jp/ Internet Explorer [8] ( 11.0.9600.17959) Google 8")
10 2 DNS Chrome [9] ( m 64-bit) 2.1: Windows 2 Internet Explorer Google Chrome Windows Web 2 OS DNS Internet Explorer Fire Fox [10] ( ) OS DNS 1 2 OS DNS 2 Web Twitter [11] Web Web DNS 2.2 Google Chrome pcap Wireshark [12] DNS HTTP DNS DNS 9
![Explorer Fire Fox [10] ( 40.0.2) OS DNS 1 2 OS DNS 2 Web Twitter [11] Web Web DNS 2.](/docs-images/53/20122822/images/page_10.jpg "2 Google Chrome HTTP://www.apple.com/ 10 10 pcap Wireshark [12] HTTP://www.apple.com/ DNS HTTP://www.")
11 2 DNS DNS 2.2: DNS TTL TTL pcap HTTP 1 10
12 2 DNS 2.3: 1 HTTP HTTP DNS 1 HTTP TCP 10 DNS TCP DNS TTL 60 ipconfig /flushdns Windows DNS info.waseda.ac.jp DNS : DNS 10 DNS 10 OS DNS 11
13 2 DNS DNS pcap HTTP 1 index.html : 1 HTTP TCP TCP 10 DNS HTTP DNS DNS 12
14 DNS TTL DNS TTL
15 3 3.1: DNS TTL 3 DNS 1 1 IP TTL DNS TTL 10 TTL TTL TTL 20 DNS 1 2 TTL 20 TTL DNS q(t) = Nre r mod(t,ttl) + ϵ (3.1) q(t) : N : TTL 14
16 3 r : [1/s] t : [s] TTL : TTL ϵ : TTL mod(t, TTL) : t TTL TTL TTL N ϵ TTL DNS TTL TTL 3.2: N =
17 3 r = 0.1 ϵ = 100 TTL = 60 DNS q(t) TTL 0 TTL ϵ 0 N, r, ϵ TTL DNS DNS DNS DNS TTL DNS TTL TTL TTL T c = T 2 (T 1 + TTL) (3.2) T 1 : n DNS T 2 : n+1 DNS TTL : n DNS TTL
18 3 3.3: TTL DNS 12:00:00 TTL 30 DNS 30 12:00:30 DNS 12:01:10 T 1 = (12 : 00 : 00), T 2 = (12 : 01 : 00), TTL = 30 TTL T c = 40(s) TTL DNS DNS DNS DNS DNS () User-Agent 17
19 3 3.4: DNS HTTP pcap DNS DNS HTTP HTTP 18
20 3 1 DNS HTTP DNS User-Agent HTTP User-Agent HTTPS IP User-Agent 2 3 HTTP TTL DNS TTL TTL () 1 User-Agent 19
21 4 4.1 DNS HTTP TTL HTTP HTTPS 4 1 ( ) Web 4 Web 2 Web User-Agent HTTP 3 20
22 4 platform.twitter.com Yahoo! JAPAN [13] Yahoo! JAPAN Google [14] 2 9 [15] Facebook [16] [17] platform.twitter.com Twitter User-Agent OS Web OS 4 OS Windows Mac OS Android ios Windows (Microsoft Windows) Microsoft OS [7] Mac OS Apple OS [18] NetMarketShare [19] 2013 Windows 9 LinuxOS Android Google OS [20] ios Apple OS Apple iphone ipad [21] Web 4 Internet Explorer Google Chrome Firefox Safari 21
23 4 Internet Explorer Microsoft Windows Web 2013 Microsoft Web Edge [22] Google Chrome Google Web Firefox (Mozilla Firefox) Mozilla Web Safari Apple Web Apple OS Mac OS ios [23] OS Web OS Web All User-Agent OS Web OS Web OS Web 22
24 4 4.1: User-Agent 4.2: Windows 23
25 4 4.3: Mac OS 4.4: ios 24
26 4 4.5: Android 4.6: Internet Explorer 25
27 4 4.7: Google Chrome 4.8: Firefox 26
28 4 4.9: User-Agent 4.10: Windows 27
29 4 4.11: Mac OS 4.12: Android 28
30 4 4.13: ios 4.14: Internet Explorer 29
31 4 4.15: Google Chrome 4.16: Firefox 30
32 4 4.17: platform.twitter.com, User-Agent 4.18: platform.twitter.com, Windows 31
33 4 4.19: platform.twitter.com, Mac OS 4.20: platform.twitter.com, ios 32
34 4 4.21: platform.twitter.com, Internet Explorer 4.22: platform.twitter.com, Google Chrome 33
35 4 4.23: platform.twitter.com, Firefox 4.24: platform.twitter.com, Safari 34
36 4 4.4 () DNS TTL TTL 2 DNS TTL platform.twitter.com 3600 TTL 3.3 TTL DNS TTL ios 0 DNS ios 4.20 DNS ios 0 DNS 3.1 Nre r mod(t,ttl) TTL ϵ ios Facebook DNS TTL Facebook DNS 3.1 Nre r mod(t,ttl) ϵ 35
37 Google Chrome Android DNS DNS TTL DNS Google Chrome Android Google Web OS Google Chrome DNS OS Google Chrome DNS TTL 60 [24] Google Chrome TTL 30 TTL TTL DNS User-Agent 36
38 4 4.25: User-Agent Android 4.12 platform.twitter.com TTL DNS DNS IP 4.3 DNS 0 DNS 0 37
39 4 IP A B 2 A B A B : 100 B A A 2.78% IP 38
40 4 4.27: 4.26 A B 4.3 DNS 39
41 5 5.1 DNS User-Agent User-Agent OS Web OS Web 4.2 LinuxOS User-Agent User-Agent DNS HTTP Windows Internet Explorer All 2 User-Agent 40
42 5 Windows Internet Explorer Web OS OS Web All User-Agent All User-Agent 41
43 NTT 42
44 [1],,, DNS, B Vol.J98-B No.6, pp , June, [2] BIND Internet System Consortium [3] A. Shimoda, K. Ishibashi, K. Sato, M. Tsujino, T. Inoue, M. Shimura, T. Takebe, K. Takahashi, T. Mori, and S. Goto, Inferring Popularity of Domain Names with DNS Traffic: Exploiting Cache Timeout Heuristics IEEE Global Communications Conference, December 2015, San Diego CA, US. [4] Post-PRISM, Google Confirms Quietly Moving To Make All Searches Secure, Except For Ad Clicks [5] Yahoo! SSL [6] Paul Albitz, Cricket Liu,,,, DNS&BIND ( 4 ),, Feb [7] Windows Windows [8] Internet Explorer - Microsoft Windows [9] Chrome - Google [10] Firefox browser - Mozilla 43
45 [11] Twitter [12] Wireshark [13] Yahoo! JAPAN [14] Google [15] ( ) [16] Facebook [17] Facebook [18] OS X - OS X? - Apple [19] NetMarketShare [20] Android Google OS [21] ios 9 - Apple [22] Microsoft Edge - [23] OS X - Safari - Apple [24] 1 min TTL in DNS cache 44
46 [25] Chrome Networking: DNS Prefetch & TCP Preconnect 45
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