2011 Heuristics for Detecting Malware Attacks 0BDRM018
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- すずり たみや
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1 2011 Heuristics for Detecting Malware Attacks 0BDRM018
2
3 iii ( ) BotHunter (Web ) jsunpack-n Chaosreader Virus Total aguse ( ) clamav tcpflow Wireshark CCC DATAset D3M
4 iv MW MW UDP MW Drive-by-download D3M A B C( ) Drive-by-download
5 v Drive-by-download Drive-by-download
6
7 1 1.1 ( ) PC Web Drive-by-Download PC IRC 1) FBI [1] DDoS Drive-by-Download Web Web 2009 Gunblar 2009 Gumblar JR Web [2][3][4] Drive-by-Download Web OS 1.2 Web Driveby-download 1) Internet Relay Chat
8 Web Drive-by-download 6 Web Drive-by-download 7
9 2 2.1 ( ) BotHunter BotHunter MW PC Guofei Gu Snort [5] 2.1 Bothunter 2.1: Bothunter
10 2.2. (WEB ) (Web ) jsunpack-n jsunpack-n Blake Hartstein JavaScript shellcode exe python 2.2 URL 2.2: jsunpack-n ( )
11 2.2. (WEB ) Chaosreader Brendan Gregg TCP HTML Perl [8] 2.3 Chaosreader 2.3: Chaosreader
12 Virus Total Virus Total Hispasec Sistemas Web [6] aguse aguse URL [7] 2.4 ( ) clamav Clam Antivirus Tomasz Kojm UNIX [9] tcpflow tcpflow TCP UNIX Wireshark Wireshark GUI
13 3 3.1 CCC DATAset CCC DATAset [11] MD5 SHA tcpdump libpcap 1 OS Windows 2000 XP 2 OS OS csv IP IP TCP UDP SHA1
14 3.2 D3M D3M NTT Web (Marionette[12]) 2 Web Marionette CCC DATAset D3M Web Web Web 10 tcpdump libpcap OS WindowsXP SP2 Internet Explorer 6.0 Adobe Reader Flash Player WinZip QuickTime JRE 10 URL malwaredomainlist.com[13] URL URL D3M2011 URL URL URL
15 4 4.1 ( MW) PC 4.1 MW ( DL ) 1) IRC [15] [16] [17] [18] DNS [20] 2 [21]. MW DL MW MW WORM_SWTYMLAI.CD(WO3) MW DoS 2) MW MW PC DL 2008 [19] 1) 1 MW 2 69 DL [14] 2) 4.8 WO3 3 MW (s4) DoS SMTP
16 : IP MW IP IRC ( CCC) 94 CCC DATAset 2009 DL MW (1) (2) (3) CCC DATAset 2009 BotHunter BotSniffer[22] BotHunter
17 MW PC MW PC BotSniffer MW PC C&C 3) IRC CCC DATAset 2.3 MW MW CCC DATA set tcpdump libpcap [23] 1 OS Windows 2000 XP 2 OS OS. 1 1 ( ) ) MW MW UH DL PE_VIRUT.AV MW 8 MW DL 3) C&C Command and Control PC 4) CCC DATASet Windows XP NTP NTP
18 : 2 MW MW UH DL PE_VIRUT.AV PE TCP PE_BOBAX.AK PE TCP PE_VIRUT.AT PE3 1 1 TCP BKDR_POEBOT.GN BK TCP BKDR_MYBOT.AH BK UDP BKDR_RBOT.ASA BK3 4 5 UDP TROJ_AGENT.ARWZ TR1 1 6 TCP TROJ_BUZUS.AGB TR TCP WORM_ALLAPLE.IK WO1 1 1 TCP WORM_POEBOT.AX WO2 1 1 TCP WORM_SWTYMLAI.CD WO TCP WORM_AUTORUN.CZU WO4 1 3 TCP WORM_IRCBOT.CHZ WO5 1 1 TCP UNKNOWN UK 1 5 TCP MW 4.2 WORM_SWTYMLAI.CD MW 4.2: MW MW (s4) (r2) DoS SMTP PE_VIRUT.AV PE_BOBAX.AK BKDR_POEBOT.GN WORM_SWTYMLAI.CD TROJ_BUZUS.AGB P I P O MW 4 Network Grep[24] s 4 4
19 r 3 3 IP MW ( ) [23] UNKNOWN MW CCC DATAset : slot ID(0,..., 145) P I, P O ( ) [pkt] MZ MZ P E PE DOS!This program cannot be run in DOS mode. win!windows Program N, J NICK JOIN ip1 #las6 * ipscan s.s.s.s dcom2 -s ip2 #last * ipscan s.s.s.s dcom2 -s ST (s 2 s 3 s 4 r 3 ) DL MW total ave 145 MW Rule 1 5 Rule 6 8 MW Rule
20 : ( )1 P I P O MZ P E DOS N J ip1 ip2 ST (s 4 ) ip ip ip ip ip ip total ave : ( )2 MW 0 P E1 T R2 W O W O1 P E1 T R2 W O3 1 3 P E1 T R2 W O3 P E BK1 T R2 W O BK1 W O3 T R2 BK BK2 83 P E1 2 T R2 W O P E2 W O4 W O P E2 W O4 W O3 3 total 200 ave 1.38
21 : NO. ( ) Rule 1 PE_VIRUT.AV WORM_SWTYMLAI.CD TROJ_BUZUS.AGB 4.2 Rule 2 WORM_SWTYMLAI.CD TROJ_BUZUS.AGB JOIN 4.2 Rule 3 WORM_SWTYMLAI.CD TROJ_BUZUS.AGB DL 4.7,4.9 Rule 4 PE_VIRUT.AV Rule 5 WORM_SWTYMLAI.CD TROJ_BUZUS.AGB Rule 6 PE_VIRUT.AV DL Rule 7 IRC JOIN Rule Rule 9 MZ PE TCP Rule 10 UDP win TFTP ( ) DL 1 MW MW MW DL IP 4.2 ( ) S 1 S 2 S 3, 3 /DL PE t 0 TROJ WORM MW t 2 (Rule 1). TROJ WORM C&C S 0 IRC NICK 5) JOIN (Rule 2) t 4. MW MW IRC JOIN T 1 = t 2 t 1 T 2 = t 4 t 2 5) NICK C&C
22 (Source) S1 DL:PE ΔT1 DL:TORJ S2 DL:WORM S3 IRC connection/dst1 NICK JOIN Portscan/dst2 ΔT2 t0 t1 t2 t3 t4 Time 4.2: 4.7 PE_VIRUT.AV DL IP WORM_SWTYMLAI.CD TROJ_BUZUS.AGB DL IP (Rule 3) PE_VIRUT.AV 5 (Rule 4) TROJ_BUZUS.AGB WORM_SWTYMLAI.CD 80 (Rule 5) MW MW MW DL 1 MW T 1 MW DL PE_VIRUT.AV (10 ) TROJ WORM
23 : 1 srcip dstport MW 0 0:02: A1.B PE_VIRUT.AV 0 0:03: C1.D1 80 TROJ_BUZUS.AGB 0 0:03: E1.F1 80 WORM_SWTYMLAI.CD 2 0:36: A2.B PE_VIRUT.AV 2 0:36: E1.F1 80 WORM_SWTYMLAI.CD 2 0:36: C1.D1 80 TROJ_BUZUS.AGB 3 0:46: A2.B PE_VIRUT.AV 3 0:48: C1.D1 80 TROJ_BUZUS.AGB 3 0:48: E1.F1 80 WORM_SWTYMLAI.CD 16 5:17: A3.B PE_VIRUT.AV 16 5:18: C1.D1 80 TROJ_BUZUS.AGB 16 5:18: E1.F1 80 WORM_SWTYMLAI.CD 4.8: ID 1 PE1 TR2 WO BK1 TR2 WO PE2 WO4 WO WO DL ( PC) IP 3 IP 1 2 (Rule 6) IP 3 4 IP [s] 256 (Rule 8) 4 1 s 4 3 r 3 2 JOIN
24 : MW DL MW DL PE_VIRUT.AV 10 TROJ_BUZUS.AGB 1 WORM_SWTYMILAI.CD : DL IP slot DL C1.D E1.F E1.F C2.D E2.F E2.F C2.D E2.F E2.F C3.D E3.F E3.F C4.D E4.F E4.F A.B.C.D A.B.E.F A.B.E.F + 1 T X JOIN Y ( ) T 2 26 s 4 JOIN 5 (Rule 7) MW 4.4 MZ PE (Rule 9) UDP UDP tftp 6 MW 5 BKDR_RBOT.ASA 1 BKDR_MYBOT.AH (Rule 10) ( )
25 Inbound [packets] time [s] Outbound [packets] time [s] 4.3: 4.3 P I 85 DOS exe!this program cannot be run in DOS mode. (Y) (N) (Windows XP) (Windows 2000) C4.5[25][26] (49/0) 49 1( ) 0
26 sec 40 Scan [s] Join [s] 4.4: JOIN Scan T : ( ) \ total slot Out_pkt < (False Positive) i Rule j x ij = 1 i S i = 9 j x ij
27 P I 85 < 85 MZ and PE none y n (63/0) DOS Win (Rule 10) y n y n JOIN UDP infection UDP infection none (Rule 7) (3/0) (2/0) (20/0) y n TCP infection Port Scan (28/0) TCP infection (29/4) 4.5: ( ) (PE2 WO4 WO3) 6) CCC DATAset ) ( ) 4.14 Rule ( ) PE_VIRUT.AV 38 WORM TROJ ) )
28 : C : ( ) Rule i S i total
29 coordinated attack not coordinated attack 8 Heuristics Score Slot ID 4.7: 4.13: \ FP FN /28 0/ /3 0/7 4.14: Rule [ ] [ ](%) Rule 1 17/145 17/38 (45%) Rule 2 17/145 17/27 (89%) Rule 3 22/145 22/27 (81%) Rule 4 17/145 17/17 (100%) Rule 5 17/145 17/17 (100%) Rule 6 17/145 17/17 (100%) Rule 7 28/145 28/28 (100%) Rule 8 28/145 26/28 (93%) Rule 9 55/145 55/63 (87%) Rule 10 6/145 6/6 (100%)
30 MW tcpflow[27] MW 4.15 MW HTTP UDP 4.15: MW MW TCP 192/ /192 UDP 6/6 6/6 MW / /
31 25 5 Drive-by-download 5.1 Web Drive-by-Download [30] Gumblar [31] IP IP Drive-by-Download Web [32] Drive-by-download : Drive-by-download
32 5.2. D3M Web MWS2010 D3M2010 [33] Drive-by-Download 3 A Drive-by-Download IP B URL C 5.2 D3M 2010 D3M 2010 Web 10 URL pcap URL [13] URL Drive-by-Download URL ( URL URL ) ( ) 1 URL HTTP URL - ID (1)Referer ( URL) GET (2) URL URL URL GET (3)GET URL URL URL DNS 5.2 URL URL
33 GET URL 1 URL D3M : URL 2010/3/8 3/9 3/11 URL URL URL URL : URL URL 2010/3/8 3/9 3/11 URL DNS DNS DNS (3-way ) D3M2010 Gamblar 8080 ru:8080[35] [36] 10 ru:8080 URL : ru:8080 URL ( ID 308-8)
34 ( ) ru: B1 5.3: ru: No. ru:8080 Gumblar /index.htm.html 2.com.php.com.cn.php /in.php 3 /index.php?jl= /js 4 /pics/jquery.jxx /download/index.php 5 /mycontentguide.ru:8080 /main.php?id=0 /download/jabber.php 6 /pics/changelog.pdf /download/banner.php?spl=mdac 7 /pics/java.html 8 /pics/javajopa.jar 9 /pics/javajopa.jar 10 /pics/javajopa.jar 11 /pics/javajopa.jar 12 /welcome.php?id=9&hey A A1... A12 URL DNS IP IP 13 1 IP pdf.php A3
35 : ( B 1) B 3.1 Web URL DNS B1... B C( ) CVE Blake Hartstein jsunpackn[34] jsunpack-n D3M CVE
36 : A / IP A1 index.php?spl=2 27 A2 cache/pdf.php?st=internet\%20explorer\% A3 pdf.php[pdf] 55 A4 load.php?a=a\&e=6$ 15 A5 /load.php?spl=mdac$ 8 A6 /load.php?id=0$ 7 A7 /load.php 24 A A A A11 $/newload.php?ids=mdac$ 7 A URL G(ru: ) A B C A1 A5 A7 ru:8080 R A8080 = 4 13 = 0.31 P A8080 = 4 49 = R A3126 = 2/13 = 0.15 P A3126 = 2/5 = 0.4 A R A = = 0.20
37 : B 1 B /res/1/1/images/page_progressbar.gif B /java 19 B /cache/css.css 11 B4 199 /zcv.gif 20 B /new/da.js 11 B /pca3.crl 12 B7 56 /index.php 17 B8 53 or 63 /in.cgi?3 11 B9 4 /cache/pdf.php?st=internet\%20explorer% B11 (198) /x/?html=1&id=992&hash=6339a5f067adeab2eb7cd0e942c B /wp.js 6 B13 (7) 6 /cry217/xd.php 3 B14 (190) /webalizer/050709wareza/crack=17=keygen=serial.html 5 B15 58 /intl/ja/images/jawh_prodicons1.png 3 B16 (188) 52 /script/in.cgi?2 30 B17 72 /pdf.php 3 B18 12 /ga.js 7 B19 52 /in.cgi?2 3 B20 (54) /in.cgi?4 6 B21 (187) /s/ 2 A G B G C B4 C1 C2 ru:8080 R B8080 = 2/13 = 0.15 R B3126 = 8/13 = 0.61 R C8080 = 4/13 = 0.31 R C3126 = 10/13 = 0.91 R B = 0.38 R C = 0.54 C A C 5.11 A C
38 : C1 CVE C2 CVE C3 CVE C4 CVE C5 CVE C6 CVE C7 CVE C8 CVE C9 CVE C10 CVE C11 CVE C12 CVE C13 CVE C14 CVE : A G G A : B G G B : G C G C
39 node frequency Number of nodes 5.3: 5.11: A C A C
40
41 35 6 Drive-by-download 3.4 C 6.1 D3M URL (CVE 1) ) CVE D3M2010 [33] D3M2011 [37] 2 D3M 2011 NTT Web Web D3M2010 D3M2011 Web 10 OS WindowsXP SP2 Internet Explorer 6.0 Adobe Reader Flash Player WinZip QuickTime JRE URL (MDL[13]) URL URL jsunpack-n[34] MW 6.1 MW ( ) MW 203 MW DL Web MW 1) CVE Mitre Common Vulnerabilities and Exposures [38]
42 PE worm MW MW 6.1: MW 2010/3/8 3/9 3/ /3/8 3/14 3/16 MW MW : MW ( 10 ) MW DL HEUR_PDFEXP.B 85 EXPL_EXECOD.A 83 Expl_ShellCodeSM 78 TROJ_PIDIEF.SMZB 46 JS_EXPLOIT.SMDX 32 TROJ_PIDIEF.SMAA 27 JS_ONLOAD.SMD 27 TROJ_KRAP.SMEP 24 JS_FPRAY.SMA 24 TROJ_PIDIEF.SML CVE No.1 CVE CVE CVE Adobe CVE Javascript PDF
43 : 2010/03/08 3/09 3/ /3/8 3/14 3/16 CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE NO-MATCH CVE JavaScript CVE MW DL Web 3 A MW DL B MW-A DL MW-A DL C MW-A DL MW-B DL
44 : ( 10 ) No. 1 CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE CVE
45 CCC DATAset 2009 UDP MW ( ) 2/28(7%) (FP) (FN) Drive-by-download 3 D3M2010 pdf.php A3
46 MW Drive-by-download apriori prefixspan
47 [1] FBI Operation Ghost Click: [2] Gumblar Web : jp-gr-iss-weekly-soc-report html [3] Web : threatreport/1010_mtmw_report.pdf [4] Internet Infrastructure Review vol.7 - IIJ: [5] Guofei Gu, Junjie Zhang and Wenke Lee: Botsniffer: Detecting botnet command and control channel, Internet Society Proc of Network and Distributed System Security Symposium(NDSS 2008), Feb [6] virustotal: [7] aguse: [8] chaosreader: [9] clamav: [10] tcpflow: [11] Cyber Clean Center:
48 42 [12] Mitsuaki Akiyama, et al: Design and Implementation of High Interaction Client Honeypot for Drive-by-download Attacks, IEICE Transaction s on Communication Vol.E93-B No.5 pp ( ) [13] MALWARE DOMAIN LIST: [14] : 2008 (MWS2008) pp [15] : 2008 (MWS2008) pp [16] 2008 (MWS2008) pp [17], 2008 (MWS2008), pp [18],, pp , 2008 [19] : 2008 (MWS2008), pp , 2008 [20] DNS 2008 (MWS2008), pp , 2008 [21] : 2008 (MWS2008), pp , 2008 [22] Guofei Gu, Phillip Porras, Vinod Yegneswaran, Martin Fong, and Wenke Lee: BotHunter: Detecting Malware Infection Through IDS-Driven Dialog Correlation, USENIX, Proc. of 16th USENIX Security Symposium, [23] : 2009 (MWS2009), pp. 1-8, 2009 [24] Network Grep ( )
49 43 [25] Quinlan J R : C4.5 Progarams for Machine Learning Morgan Kaufmann San Mateo, California [26] : GUI ID3E 67 vol w-8 3 pp [27] tcpflow ( ) [28] : 2008 (MWS2008) pp , 2008 [29] : C&C FIT2007, L-033, pp , 2007 [30] Alexander Moshchuk, Tanya Bragin, Steven D. Gribble, and Henry M. Levy: A Crawler-based Study of Spyware on the Web [31] : Web. B, J92-B(10), , [32] : Web Vol.2010-CSEC-48 No.9, [33] : MWS 2010 Datasets 2010 MWS [34] jsunpack-n: [35] Andrew Brandta: When admins attack: 30 hours in the life of a Gumblar victim [36] : [37] : MWS 2011 Datasets 2011 MWS [38] CVE:
50 44 [1] 2009 MWS2009 pp [2] K. Kazuya, Hiroaki Kikuchi, Masashi Fujiwara and Masato Terada, 4th International Workshop on Advances in Information Security (WAIS2010) pp [3] Vol.51 No9 pp [4] Drive-by-Download 2010 MWS2010 pp [5] 2009 MWS 2009.
51 Scanners Scanners OB 2
2 [2] Flow Visualizer 1 DbD 2. DbD [4] Web (PV) Web Web Web 3 ( 1) ( 1 ) Web ( 2 ) Web Web ( 3 ) Web DbD DbD () DbD DbD DbD 2.1 DbD DbD URL URL Google
![2 [2] Flow Visualizer 1 DbD 2. DbD [4] Web (PV) Web Web Web 3 ( 1) ( 1 ) Web ( 2 ) Web Web ( 3 ) Web DbD DbD () DbD DbD DbD 2.1 DbD DbD URL URL Google](/thumbs/39/20194526.jpg "2 [2] Flow Visualizer 1 DbD 2. DbD [4] Web (PV) Web Web Web 3 ( 1) ( 1 ) Web ( 2 ) Web Web ( 3 ) Web DbD DbD () DbD DbD DbD 2.1 DbD DbD URL URL Google")
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Intrusion Detection Method using Online Learning by Kouki Takahata BA Thesis at Future University Hakodate, 2017 Advisor: Ayahiko N
28 1013251 29 1 31 Intrusion Detection Method using Online Learning by Advisor: Ayahiko Niimi Department of Media Architecture Future University Hakodate January 31, 2017 Abstract Cyber-attacks such as
ii
2011 Apriori PrefixSpan Apriori PrefixSpan Hybrid Approach for Automated Detection of Botnet Coordinated Attacks 0BDRM004 ii 1 1 1.1......................................... 1 1.2.........................................
2 web high interaction web low interaction Capture- HPC[11] HoneyClient[5] HoneyC[12] SpyBye[7] HoneyC SpyBye snort exploit 3 Drive-by-download Web (
![2 web high interaction web low interaction Capture- HPC[11] HoneyClient[5] HoneyC[12] SpyBye[7] HoneyC SpyBye snort exploit 3 Drive-by-download Web (](/thumbs/67/56684392.jpg "2 web high interaction web low interaction Capture- HPC[11] HoneyClient[5] HoneyC[12] SpyBye[7] HoneyC SpyBye snort exploit 3 Drive-by-download Web (")
NTT 3-9-11 {akiyama.mitsuaki,iwamura.makoto,kawakoya.yuhei, aoki.kazufumi,itoh.mitsutaka}@lab.ntt.co.jp Web drive-by-download web drive-by-download web web Implementation and Evaluation of Detection Methods
29 jjencode JavaScript
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検知を目指した不正リダイレクトの分析 寺田剛陽古川忠延東角芳樹鳥居悟 株式会社富士通研究所ソフトウェア & ソリューション研究所 あらまし本稿ではDrive by Download 攻撃におけるWebページへのアクセスの遷移に着目し, そのアクセス履歴の特徴を明らかにした.Webクライアント型ハニーポット(Marionette) により収集された攻撃通信データ (D3M 2010) を元に, マルウェアホストへ不正にリダイレクトされる状況を分析した.
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