Introducing artificial intelligence security according to knowledge security environment v1.0
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讌覲伎蟆曙 磯ジ 瑚概讌 覲伎螳 Introducing artificial intelligence security according to knowledge security environment v1.0
![Deep Learning is
JH Security Lab(www.jhseculab.com)
豢豌:[るT] 譬襯 覓伎 蠏碁(HER)! 襷 覈磯 伎 螻襴讀(KBS news)
觜讌
讌
13 / 69](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-13-320.jpg)
![Deep Learning is
JH Security Lab(www.jhseculab.com)
豢豌:[るT] 譬襯 覓伎 蠏碁(HER)! 襷 覈磯 伎 螻襴讀(KBS news)
14 / 69](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-14-320.jpg)
![Deep Learning is
JH Security Lab(www.jhseculab.com)
豢豌:[るT] 譬襯 覓伎 蠏碁(HER)! 襷 覈磯 伎 螻襴讀(KBS news)
15 / 69](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-15-320.jpg)
![Deep Learning (1/2)
JH Security Lab(www.jhseculab.com)
碁 碁襦讌 讌朱 蠍語 れ朱
る 覦 Lechal (蟾谿曙伎)
る語 [蠍一 襦覺]
(る語れ, 磯Μ豌 ?)
企┯語企 襦覺 讀 讀螳る觜も => 蟲蠍 語
24 / 69
<豢豌: 覲伎郁規_覓 2016 ル 碁碁) >](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-24-320.jpg)
![ル (蟲)
JH Security Lab(www.jhseculab.com)
[2014] Human vs Omrons ping-pong playing robot
谿瑚 : https://youtu.be/lUxigwoPsTc
27 / 69
<豢豌: 覲伎郁規_覓 2016 ル 碁碁) >](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-27-320.jpg)
![[谿瑚] : 瑚譴讌レ 螳
JH Security Lab(www.jhseculab.com)
PayPal FDS 蠍旧蠍 蟇磯 ろ ( 覿蟇磯 襷 狩企ゼ 譴)
覦: 豈殊-豈襴一(champions-and-challengers) 覦 蠏朱
蠍給殊 襴ろ 蟯襴襯 覦 蠍一ヾ 譴 (豈殊)螻 襦
(豈襴一)襯 狩 蟆曙 ろ 企蓋 伎覲企 旧 覦
28 / 69
<豢豌: 覲伎郁規_覓 2016 ル 碁碁) >](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-28-320.jpg)
![[谿瑚] 覩碁: 瑚譴讌レ 螳
JH Security Lab(www.jhseculab.com)
KIBO- 襷れ 讌螻
襦覺(襴曙燕 覦 ,螳)
覦伎狩一 襷(2000) 瑚 螻 苦危 襦覺
(企┯語企 る襯 も 伎手鍵)
Her(2013)-瑚概讌 襷れ 觜讌 伎手鍵 蟲蠍 譯狩豺
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<豢豌: 覲伎郁規_覓 2016 ル 碁碁) >](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-29-320.jpg)
![ル 蠍 襦
MS螳 譴蟲 れれ伎(XiaoIce) 瑚概讌 觜(2015豢)
JH Security Lab(www.jhseculab.com)
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( ル) Her(2013)
瑚概讌 襷れ 觜讌 伎手鍵
れれ伎(XiaoIce)瑚概讌[17 讌レ螳讌]
襷伎 襷危襦(MS) 襴豺 覿レ 讌 譴蟲 瑚概讌 觜 れれ伎
(Xiaoice)螳 誤 至 も覃 MS 螻 語磯 襦覺 襷 ロ螻 も螻 .
[豢豌: 譴朱慨] 讌ル揃る碁覺, 10 蠍一 蟲 螳モ](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-31-320.jpg)
![JH Security Lab(www.jhseculab.com)
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[企 貅伎 襦讌]
: ろ, 豸 ろ, 蟯蟯螻 覿襯讌,
[IBM] : Deep Learning 讌ロ 覲伎 蟯 觜 螻
=> IBM InfoSphere Biginsights
[Prelert(襴)] : 襾語 蠍磯 螳ロ 伎讌 螳讌 襭
(譟郁鍵螳讌, 豌螳 IDS/IPS alert 譴 alert 螻, 壱 讌ろ )
[Cyphort(危)] : Malware 讌讌, APT 讌讌
[VECTRA] : 讌覲伎 蠍磯 覲伎企欧語覲願襴(SEIM) 襭
Cyber Kill Chain (Command & Control)覲 讌螻襴讀
Machine Learning螻 牛蟯覿 螻襴讀 蠍磯
: Machine learning 覲伎 襦
<豢豌: 覲伎郁規_覓 2016 ル 碁碁) 襭 譴 伎 朱 ｸ讌 >](https://image.slidesharecdn.com/introducingartificialintelligencesecurityaccordingtoknowledgesecurityenvironmentv1-180616130646/85/Introducing-artificial-intelligence-security-according-to-knowledge-security-environment-v1-0-41-320.jpg)
Introducing artificial intelligence security according to knowledge security environment v1.0
- 1. 讌覲伎蟆曙 磯ジ 瑚概讌 覲伎 螳 覲伎郁規 JH Security Lab(www.jhseculab.com)
- 2. 1. 讌覲伎 蟆曙 覲 2. 讌覲伎 螳 覦 蠍一 覦 襦 3. 瑚概讌 覲伎 覦 襴 蠍磯 4. 瑚概讌 覲伎(ル) 蟲豢 螻れ 覦覦郁化 覈谿 JH Security Lab(www.jhseculab.com)
- 3. I. 讌覲伎 蟆曙 覲豌 語 覲 磯ジ 瑚概讌ル慨 螳 る螻 II. 瑚概讌ル慨 譴 ル 覲伎 蟯 讌, 蠍一, 螻 覩碁 襾語 伎 覲伎 襯 螳 III. ル 覲伎 覦 襴 蠍磯 貅伎るゼ る螻, . 瑚概讌ル慨(ル) ろ 蟲豢 螻れ 覦 企ゼ 牛 蟲 瑚概讌 (ル) 蠍一 襷 覲危ｸ 朱 . 覦螳 JH Security Lab(www.jhseculab.com)
- 4. JH Security Lab(www.jhseculab.com) 讌覲伎蟆曙 覲豌 4 / 63 螻手碓
- 5. JH Security Lab(www.jhseculab.com) 讌覲伎蟆曙 覲豌 5 / 63 螻手碓
- 6. 語 覲(覲危 蟯) NIA, 螳豺谿曙 讌,觜一危一 襦 螳レ炎骸 (2011.12.30) 朱 JH Security Lab(www.jhseculab.com) れ 覲 PC 誤磯 覈覦 讌覲伎 IT 伎 旧覿(觜) 蠍一 IT 觜 讌誤, 壱 PC, PC旧, 一危磯伎 PC, OS MS, IBM 1 1PC 殊誤, 覲危 豐螻誤磯, WWW, 覯 ,蟆讌, Web2.0 蟲蠍,れ企, 觚 企Ν e-Korea , 覈覦狩 覈覦 誤磯, る誤 る誤,煙觜, SNS ,伎る, 語 PC, 讌ロ,螳誤, 覓殊覲危 觜一危,谿碁PC, 覓朱ろ語(M2M) 覩碁襷,語, 螳誤觜 螳 蟾? (蟲蠍, 伎る,蠍壱) IT everywhere, 螳豺谿曙 蟲蠍,れ企, 觚 6 / 63
- 7. 語 覲(Changes of the world) JH Security Lab(www.jhseculab.com) Smart Living Smart Factory Smart City Smart Health Future World 7 / 63 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 8. 語 覲(Changes of the world) JH Security Lab(www.jhseculab.com) Smart Living Smart Factory Smart City Smart Health BIG DATA 殊惨 5豌 伎 (34豌襷覯 覲旧) 128襷覯蟲 8 / 63 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 9. 觜一危磯ゼ 牛 瑚概讌 覲伎 JH Security Lab(www.jhseculab.com) 9 / 63 蟲覿 誤轟 Volume 一危一 蠍 Variety れ 譬襯 一危 (, 觜) Velocity 一危磯ゼ 豌 襴 覿 觜一危一 轟 蟲覿 語＾蟇 一危 覿 一危郁 (Training Data) 碁 一危 レ (覈視 ル一危一 朱覦煙 伎狩) 貉危 襷 一一朱 豪 貉危 襾語 3螳讌 蟆一＾蟇 讌 覲伎 <蠏 : 覲伎郁規 2016) >
- 10. 瑚概讌 覲伎 蠍一 蟇 JH Security Lab(www.jhseculab.com) Unknown Attack 豸♀讌 覦覲旧殊 譬 ｸ襴蟆 襷り鍵 蟆 BIG DATA 貉危 ル 瑚概讌 蠍一 伎 10 / 63 <豢豌: 覲伎郁規_2016 ル 碁碁襭 譴 朱 ｸ讌) >
- 11. 觜一危(BIG DATA) JH Security Lab(www.jhseculab.com) 觜一危 : 觜 一危 讌 覦 企 一危磯 覿 螳豺襯 豢豢螻 蟆郁骸襯 覿 蠍一 覲危 る語 谿伎 觜一危郁 るゴ 伎 (2) 螻糾, 螳, 蟯螻, 語 企 一危 (1) ICT 譯朱蟠 一危磯 企 (3) 覩碁 蟆曙リ骸 螳豺谿曙 豌 (4) 瑚概讌レ 牛 蠍 11 / 69
- 12. ル襭 (1997)-豪Μ (2011)-豪Μ 螻 (2016)-豪Μ 螳覦 IBM(1996) IBM(2011) GOOGLE(2015) 貉危 譬襯 覓瑚ろ 覓瑚ろ 蟆暑 貉危 蟆 蟆 豌伎 覩瑚記 瑚鍵 伎 朱 豢 覦 貉危/HW - 11.38蠍郁襦 (=2.8Ghz) - 豐 2給 - 2れ 覓願手. - IBM 750ろ 90, 2880貊 蠏覈 ろ - 豐 500蠍郁 一危 (豈 100襷蟠 覿) - 1920 Processor chip & 280 GPUs - 豐 10襷 (40螳 search threads) - Cloud computing (覲 HW 誤磯(?)朱 郁屋 AI 蠍一 Brute Force search (覈豺企ゼ襦 蠍磯) - 伎襯 蠍 一語伎襴 螻襴讀 (伎殊 襦 襷れ伎) 覈豺企ゼ襦 蠍磯+ Convolutional Neural Network(Policy network + value network) 螻 蟆 3 1覓 2 (vs Garry Kasparov) in 1997 瑚 豌伎 豈殊 蠍 蠍一 豕 一轟 觚 , 螳 蠍 豈殊語(74覯 一 豪Μ) 蠍磯 覲伎 貅 れ 蟆 4 1(vs 伎碁) in 2016 豢豌:螻, 牛牛 豸° れル襭覲企 AI 蠏殊(蟆襦覓) 朱ｸ讌 貉危 =殊惨 JH Security Lab(www.jhseculab.com) 12 / 69
- 13. Deep Learning is JH Security Lab(www.jhseculab.com) 豢豌:[るT] 譬襯 覓伎 蠏碁(HER)! 襷 覈磯 伎 螻襴讀(KBS news) 觜讌 讌 13 / 69
- 14. Deep Learning is JH Security Lab(www.jhseculab.com) 豢豌:[るT] 譬襯 覓伎 蠏碁(HER)! 襷 覈磯 伎 螻襴讀(KBS news) 14 / 69
- 15. Deep Learning is JH Security Lab(www.jhseculab.com) 豢豌:[るT] 譬襯 覓伎 蠏碁(HER)! 襷 覈磯 伎 螻襴讀(KBS news) 15 / 69
- 16. 蠍一ヾ 襦蠏碁螻 襾語 谿伎 JH Security Lab(www.jhseculab.com) Computer Computer Traditional Programming Data Program Output Program Data Output Machine Learning 16 / 69
- 17. Hello. i'm jeoung hoon go. Thank you for inviting me. 瑚概讌ル慨(Deep Learning) 讌 JH Security Lab(www.jhseculab.com) 1996 朱蓋 覦れ伎 襷 ル螳朱, 蠍郁 螳 覓殊 れ磯 ′ 覡伎 蟆企 螻手碓 17 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 18. 瑚概讌ル慨(Deep Learning) 讌 JH Security Lab(www.jhseculab.com) 1996 朱蓋 覦れ伎 襷 ル螳朱, 蠍郁 螳 覓殊 れ磯 ′ 覡伎 蟆企 螻手碓 蟲蠍 企語 蟆谿曙 atari breakout 襴(Atari) 觜 蟆 企ゼ れる 瑚概讌 襦蠏碁 DQN(Deep Q- network)襯 螳覦 覯暑蟾蠍 18 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 19. JH Security Lab(www.jhseculab.com) 2.10 ろるゼ 牛 Deep Learning 蠍一 伎る, ル 襦 '豺' ル 覈 ろ 螻糾 ( :蟲蠍, 語, 觜, AMD, 誤 瑚概 讌レ 郁規 螳覦 蠍一 ) 伎る 蠍一 ロ伎り鍵 蟲蠍 襦 ろ 螻糾 蟲蠍 蟆, 蟲蠍 , 蟲蠍 覯, 讌覃(Gmail) 企 ろるゼ 牛 Deep Learning 蠍一 2014 伎 襴貎(Yann LeCunn) 蟲 蟷 ル 蠍一 手鬼語 螻襴讀 螳覦 手鬼 67螻褐 谿 3D襦 覲 ロ伎れ : 97.25% 瑚 : 97.53% 19 / 69
- 20. JH Security Lab(www.jhseculab.com) 蟲 觜一危磯ゼ 牛 讌ル慨 蟯れ 豢豌: K-ICT 觜一危 狩 20 / 69
- 21. 覓呉螻 蠍郁 蟆 JH Security Lab(www.jhseculab.com) 伎碁 9 vs 蟲蠍 螻 螳 願幻蟆瑚? 讌レ覲願鍵郁規 る所骸 5螳 1譟一 讌 覲伎一 覦汲 覦 21 / 69
- 22. 讌覲伎 JH Security Lab(www.jhseculab.com) 覲 豸 ろ碁企 ろ誤 覓語覿襯 螻螳覿 ル 襷貅 豢豌 覓語語 伎語 手鬼語 讌覓語語 レ覓殊語 給覺 覓伎語谿 郁概 覓殊 22 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) 襭 譴 伎 朱 ｸ讌 >
- 23. Deep learning 譴螳? 襦蠏碁覦 企れ 覓語 瑚 願 企れ 蟆曙 蟆曙 覲螳 蟆曙 JH Security Lab(www.jhseculab.com) IT 蟆曙 覲 Big data Computing power Mobile services 讌 觜讀 螳豺 谿曙 User preference Advertisement Recommendation 23 / 69
- 24. Deep Learning (1/2) JH Security Lab(www.jhseculab.com) 碁 碁襦讌 讌朱 蠍語 れ朱 る 覦 Lechal (蟾谿曙伎) る語 [蠍一 襦覺] (る語れ, 磯Μ豌 ?) 企┯語企 襦覺 讀 讀螳る觜も => 蟲蠍 語 24 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 25. Deep Learning (2/2) JH Security Lab(www.jhseculab.com) ) ル 蠍一 覲 碁 豸′ 覦 豢豌 ろ 蟲豢 蟲蠍 ル 煙語, 企語 蟆 觜 蠍一 蟲願鍵 CIDI ル蠍一 豺襭 讌 ろ-企語 語 蠍一 7) 蠍壱: ろ碁 谿, 谿 ろ 25 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 26. ル (蟲) JH Security Lab(www.jhseculab.com) http://m.ndrive.naver.com 覈 蠍壱覈 襴 螳覺 蟆 蠍 語 覓 り化 手化 一る 26 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 27. ル (蟲) JH Security Lab(www.jhseculab.com) [2014] Human vs Omrons ping-pong playing robot 谿瑚 : https://youtu.be/lUxigwoPsTc 27 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 28. [谿瑚] : 瑚譴讌レ 螳 JH Security Lab(www.jhseculab.com) PayPal FDS 蠍旧蠍 蟇磯 ろ ( 覿蟇磯 襷 狩企ゼ 譴) 覦: 豈殊-豈襴一(champions-and-challengers) 覦 蠏朱 蠍給殊 襴ろ 蟯襴襯 覦 蠍一ヾ 譴 (豈殊)螻 襦 (豈襴一)襯 狩 蟆曙 ろ 企蓋 伎覲企 旧 覦 28 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 29. [谿瑚] 覩碁: 瑚譴讌レ 螳 JH Security Lab(www.jhseculab.com) KIBO- 襷れ 讌螻 襦覺(襴曙燕 覦 ,螳) 覦伎狩一 襷(2000) 瑚 螻 苦危 襦覺 (企┯語企 る襯 も 伎手鍵) Her(2013)-瑚概讌 襷れ 觜讌 伎手鍵 蟲蠍 譯狩豺 29 / 69 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 30. 襷..... 瑚概讌(ル) ろ 蟲豢 る 企至 蟾? JH Security Lab(www.jhseculab.com) 30 / 69
- 31. ル 蠍 襦 MS螳 譴蟲 れれ伎(XiaoIce) 瑚概讌 觜(2015豢) JH Security Lab(www.jhseculab.com) 31 / 63 ( ル) Her(2013) 瑚概讌 襷れ 觜讌 伎手鍵 れれ伎(XiaoIce)瑚概讌[17 讌レ螳讌] 襷伎 襷危襦(MS) 襴豺 覿レ 讌 譴蟲 瑚概讌 觜 れれ伎 (Xiaoice)螳 誤 至 も覃 MS 螻 語磯 襦覺 襷 ロ螻 も螻 . [豢豌: 譴朱慨] 讌ル揃る碁覺, 10 蠍一 蟲 螳モ
- 32. ル れ 襦 MS 豈覺 Tay(Thinking about you)螳 螳襯伎 譴 AI JH Security Lab(www.jhseculab.com) 觜 一危 讌 瑚概讌レ 磯ジ 讀螳 32 / 63 <豢豌: 手化 e 2016. 2016.03.25_MS 豈覺 Tay, 螳 語谿覲譯殊 覲癌覺 螳 譴> 2016. 3 23 16螳 螳 譴 覿 覦 伎: 覩瑚記 18~24語
- 33. ル 覲伎 ル 覲伎 譴 JH Security Lab(www.jhseculab.com) (1) 螳覦 覦 覈覦 覦伎 蠏手化襦襯 牛 一牡螻 讀 : る 牛 煙襯 譯殊 磯り .(tensorflow ) ル 覲伎 (2) 覲 ろ 覦 ろ 螳語覲 豢 => 螳 一危磯 襭覲伎願, 蠏 れ朱 蠍旧覲伎. (3) 蟲 一危 蟲 伎 一危 語 螳 =>AWS ろ 牛伎 蟲企一危 螳 蟲 讓曙朱 螳 瑚概讌レ 磯ジ 讀螳 誤磯 , 螳語覲, 一危 譴ろ 磯ジ 危, 覦企 豺 覲伎螻襦 誤 狩 讀 螳 螳覦 : 覲伎 豬曙 語 讀 CPS 蟆(蠏手化襦) 一牡螻 讀 : 覦企 覦 蠍壱 (螻旧 螳覦 螳覦 PC 襯 牛 螳朱 れ襯 磯り ) れ ろ語 蟆曙 : 螳手化襦 れ 螻 蟲 企殊磯 觜 伎 : AWS ろ 牛伎 蟲企一危 螳 蟲 讓曙朱 ′ 螳 覦 蠍一 覲 豢 讀 瑚概讌レ 磯ジ 讀螳 33 / 63 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 34. 襴るゼ 蠍磯朱 CASE STUDY (lowa state university, USA 郁規蟆郁骸 譴朱) JH Security Lab(www.jhseculab.com) 譴 る 蠍壱ろ 覲襷 豢豌: Cyber-Physical Systems Security of Power Grid: Risk Modeling and Mitigation http://powercyber.ece.iastate.edu/ 34 / 63
- 35. 豺 螻殊 襦語 JH Security Lab(www.jhseculab.com) 豢豌: Cyber-Physical Systems Security of Power Grid: Risk Modeling and Mitigation http://powercyber.ece.iastate.edu/ 35 / 63
- 36. Power System Cyber-Attacks JH Security Lab(www.jhseculab.com) 豢豌: Cyber-Physical Systems Security of Power Grid: Risk Modeling and Mitigation http://powercyber.ece.iastate.edu/ 36 / 63
- 37. Power System Cyber-Attacks JH Security Lab(www.jhseculab.com) 豢豌: Cyber-Physical Systems Security of Power Grid: Risk Modeling and Mitigation http://powercyber.ece.iastate.edu/ 37 / 63 譟壱螻糾鴬 手概蟆
- 38. 覲伎 ろ 蟲 覦 螻糾鴬 覦 JH Security Lab(www.jhseculab.com) (伎ろ 襦貊) 豢豌: Cyber-Physical Systems Security of Power Grid: Risk Modeling and Mitigation http://powercyber.ece.iastate.edu/ 38 / 63
- 39. 襴 豸°伎 蟆磯 JH Security Lab(www.jhseculab.com) 1. Cyber security electric power grid is of great importance 2. Smart attack and coordinated(譟壱) attacks could have severe impacts to the stability, performance, and economics of the grid - Data integrity attacks, Denial of Service (e.g: Denial of Control) - intrusion-based attacks, Protocol attacks, Worms/ Malware 3. Cyber-Physical System Security is an important area of R&D 4. Development of Countermeasure: - Attack prevention(螻糾鴬覦讌), detection(讌), - Mitigation(蟆所), and tolerance(伎) 豢豌: Cyber-Physical Systems Security of Power Grid: Risk Modeling and Mitigation http://powercyber.ece.iastate.edu/ 39 / 63
- 40. : Machine learning 覲伎 襦 JH Security Lab(www.jhseculab.com) IPS 螳 ル ル 蠏碁豌 蠍磯 - 覦 覦朱 螻覩 蟆 (e.g: vectra SIEM ) 豢豌: 誤朱蠏碁螳 覲 襭 蠍磯 FDS ル 蠍磯 FDS 觜蟲 伎 朱 ｸ讌 豸°伎 ル 牛 FDS ろ 螳 - 蠍磯 覦 譟一 - 誤襴 覦 覦 - 語 危襴貅伎 覓 覦 蟠螻 40 / 63
- 41. JH Security Lab(www.jhseculab.com) 41 / 63 [企 貅伎 襦讌] : ろ, 豸 ろ, 蟯蟯螻 覿襯讌, [IBM] : Deep Learning 讌ロ 覲伎 蟯 觜 螻 => IBM InfoSphere Biginsights [Prelert(襴)] : 襾語 蠍磯 螳ロ 伎讌 螳讌 襭 (譟郁鍵螳讌, 豌螳 IDS/IPS alert 譴 alert 螻, 壱 讌ろ ) [Cyphort(危)] : Malware 讌讌, APT 讌讌 [VECTRA] : 讌覲伎 蠍磯 覲伎企欧語覲願襴(SEIM) 襭 Cyber Kill Chain (Command & Control)覲 讌螻襴讀 Machine Learning螻 牛蟯覿 螻襴讀 蠍磯 : Machine learning 覲伎 襦 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) 襭 譴 伎 朱 ｸ讌 >
- 42. 瑚概讌ル慨 ろ 蟲豢 螻 JH Security Lab(www.jhseculab.com) 覦 覈 襷 一危郁 襷 . (ル 螻殊朱 り鍵 伎 襷 螳旧 讌伎 ) 螳 覿 蟯 覯/ , 覲伎 伎 殊 蟆螳 (譯狩, 襦覺, 襭 螻 讌蟆磯 覓語螳 襷朱 覯 覩碁蟇磯 ) => e.g: 朱谿 谿螳 螻螳 る 豈 蟲蟆? 瑚概讌ル慨 (ル) ろ 企 覲伎豸°伎 螻 讌 蟆螳 . (谿 蟆讀 豸°) 42 / 63 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) >
- 43. 瑚概讌ル慨 覦 JH Security Lab(www.jhseculab.com) 螻糾概 覦 蠍一 蟯 伎 ろ FedRAMP(覲伎煙語 覦 瑚) 煙 谿瑚 蟆讀谿 譴螳 => CC螳 3螳 螳 TTA 覲企慨 譴觜 螳蠍郁 煙 譴 蟲豢 蟆 螻 . 企殊磯 煙 牛 ろ 誤 豌願 蟆螳 . (螳 蠍郁 一危 螳覲 誤 ) 覲伎 一危一 覿襯覿覿(觜覲 ) り 覿 螻 瑚概讌 蟯 覯/ , 覲伎 蟯 螳企殊語 襷れ伎語 (譯狩, 襦覺, 襭 螻 讌蟆磯 覓語 蟯 覯 覦 蠏 ) : 覈豸°: 覈 企慨襦 蟆曙 FDA語 螳 , 覲伎豸°: NIST 覦 FedRAMP 谿瑚 43 / 63 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) 襭 譴 伎 朱 ｸ讌 >
- 44. 蠍一螻 螳語 一危一 螻旧 覯 覦 觜覲 豸°伎 譯手鍵 蟆螳 覩碁 覲伎 る 貉危 螻狩螳 伎 . 語 螳覦螻 一 覿殊 讌 蟆壱 覲伎 蟆讀 瑚概讌ル慨 覦 JH Security Lab(www.jhseculab.com) 瑚概讌ル慨( ) ろ 蟯襴 覦 伎 蠎 譴 (ル 伎 ろ螻 郁 ろ 蟆曙 覈襯企 伎企 伎 覃 伎 企Ν蠍讌) 螳 蟯 企殊磯 煙企 螳 ろ 譯手鍵 れ 覲蟆 蟯襴 44 / 63 <豢豌: 覲伎郁規_覓 2016 ル 碁碁) 襭 譴 伎 朱 ｸ讌 >
- 45. JH Security Lab(www.jhseculab.com) 覲伎郁規 E-Mail : James.yoo@jhseculab.com