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| 1 | ASSERT:attack synthesis and separation with entropy redistribution towards predictive cyber defense显示文摘The sophistication of cyberattacks penetrating into enterprise networks has called for predictive defense beyond intrusion detection,where different attack strategies can be analyzed and used to anticipate next malicious actions,especially the unusual ones.Unfortunately,traditional predictive analytics or machine learning techniques that require training data of known attack strategies are not practical,given the scarcity of representative data and the evolving nature of cyberattacks.This paper describes the design and evaluation of a novel automated system,ASSERT,which continuously synthesizes and separates cyberattack behavior models to enable better prediction of future actions.It takes streaming malicious event evidences as inputs,abstracts them to edge-based behavior aggregates,and associates the edges to attack models,where each represents a unique and collective attack behavior.It follows a dynamic Bayesian-based model generation approach to determine when a new attack behavior is present,and creates new attack models by maximizing a cluster validity index.ASSERT generates empirical attack models by separating evidences and use the generated models to predict unseen future incidents.It continuously evaluates the quality of the model separation and triggers a re-clustering process when needed.Through the use of 2017 National Collegiate Penetration Testing Competition data,this work demonstrates the effectiveness of ASSERT in terms of the quality of the generated empirical models and the predictability of future actions using the models. | Ahmet Okutan Shanchieh Jay Yang | 2019 | Cybersecurity2019，2，1： | 2 |
| 2 | Effects of magnesium sulplatte following spinal cord injury in rats显示文摘 | Gok B Okutan O Beskonakli E | 2007 | Chin J Physiol2007，50，2： | 1 |
| 3 | Temperature activated ionic conductivity in gallium and indium phthalocyanines显示文摘 | SAN S E OKUTAN M NYOKONG T | 2011 | Polyhedron2011，30，6： | 1 |
| 4 | Current approach to respiratory problems in neuromuscular diseases显示文摘 | Kartalo lu Z Okutan O | 2012 | Tuberk Toraks2012，60，3： | 1 |
| 5 | The ATA and its surgical importance: a newly described ligament lying between the dural sac and the ligamentum flavum at the L5 level显示文摘 | Solaroglu I Okutan O Beskonakli E | 2011 | Spine2011，36，16： | 1 |
| 6 | Increased xanthine oxidase activity after traumatic brain injury in rats 显示文摘 | Solaroglu I Okutan O Kaptanoglu E | 2005 | J Clin Neurosci2005，12，3： | 1 |
| 7 | Evaluation of bone mineral density in children receiving antiepileptlc drugs 显示文摘 | Akin R Okutan V Sarici U | 1998 | Pediatr Neural1998，19，2： | 1 |
| 8 | Recombinant human erythropoietin decreases myeloperoxidase and caspase-3 activity and improves early functional results after spinal cord injury in rats 显示文摘 | Okutan O Solaroglu I Beskonakli E | 2007 | J Clin Neurosci2007，14，4： | 1 |
| 9 | Evaluation of bone mineral density in children receiving antiepileptic drugs显示文摘 | Akin R Okutan V Sarici U | 1998 | Pediatr Nenrol1998，19，2： | 1 |
| 10 | Multiple isolated spinous process fracture(Clay-Shoveler's fracture)of cervical spine:A case report显示文摘 | Solaroglu I Kaptanoˇglu E Okutan O | 2007 | Ulus Travma Acil Cerrahi Derg2007，13，2： | 1 |
| 11 | The effects of geometric parameters on the failure strength for pin-loaded multi-directional fiber-glass reinforced epoxy laminate显示文摘 | OKUTAN 13 | 2002 | Composites Part B: Engineering2002，33，8： | 1 |
| 12 | Auditory brainstem responses in children with congenital heart disease显示文摘 | Okutan V Demirkaya S Lenk MIK | 1994 | Pediatr Int1994，41，62： | 1 |
| 13 | Deterruination of the Length of Anteromedial SerewTrajectory by Measuring Interforaminal Distance in theFirst Sacral Vertebra 显示文摘 | Ozerk Okutan Erkan Kaptanoglu Ihsan Solaroglu | 2004 | Spine2004，29，： | 1 |
| 14 | The response of laminated composite plates under low-velocity impact loading显示文摘 | Asian Z Karakuzu R Okutan B | 2003 | Compos Struct2003，59，： | 1 |
| 15 | The ATA and its surgical importance:a newly described ligament lying between the dural sac and the ligamentum flavum at the L5 level显示文摘 | Solaroglu I Okutan O Beskonakli E | 2011 | Spine(Phila Pa 1976)2011，36，16： | 1 |
| 16 | The ATA and its surgical importance: a newly described ligament lying between the dural sac and the ligamentum flavum at the L5 level显示文摘 | Solaroglu I Okutan O Beskonakli E | 2011 | Spine2011，36，16： | 1 |
| 17 | Immunomodulation of acute experimental spinal cord injury with human immunoglobulin G显示文摘 | Gok B Sciubba D M Okutan 0 | 2009 | J Clin Neurosci2009，16，4： | 1 |
| 18 | Gadolinium chloride attenuates aortic occlusion-reperfusion-induced myocardial injury in rats显示文摘 | Kiris I Okutan H Savas C | 2007 | Saudi Med J2007，28，3： | 1 |
| 19 | Closed posterior superior iliac spine impeding pediculncorporeal S-1 screw insertion 显示文摘 | Kaptanoglu E Okutan O Tekdemir I | 2003 | J Neurosurg Spine2003，99，2： | 1 |
| 20 | Neuroprotective ef-fect of erythropoietin after experimental cold injury-induced va-sogenic brain edema in rats显示文摘 | Okutan O Turkoglu OF Gok HB | 2008 | Surg Neurol2008，70，5： | 1 |
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