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| 1 | A Real-Time and Ubiquitous Network Attack Detection Based on Deep Belief Network and Support Vector Machine显示文摘In recent years, network traffic data have become larger and more complex, leading to higher possibilities of network intrusion. Traditional intrusion detection methods face difficulty in processing high-speed network data and cannot detect currently unknown attacks. Therefore, this paper proposes a network attack detection method combining a flow calculation and deep learning. The method consists of two parts: a real-time detection algorithm based on flow calculations and frequent patterns and a classification algorithm based on the deep belief network and support vector machine(DBN-SVM). Sliding window(SW) stream data processing enables real-time detection, and the DBN-SVM algorithm can improve classification accuracy. Finally, to verify the proposed method, a system is implemented.Based on the CICIDS2017 open source data set, a series of comparative experiments are conducted. The method's real-time detection efficiency is higher than that of traditional machine learning algorithms. The attack classification accuracy is 0.7 percentage points higher than that of a DBN, which is 2 percentage points higher than that of the integrated algorithm boosting and bagging methods. Hence, it is suitable for the real-time detection of high-speed network intrusions. | Hao Zhang Yongdan Li Zhihan Lv Arun Kumar Sangaiah Tao Huang | 2020 | IEEE/CAA Journal of Automatica Sinica2020，7，3： | 7 |
| 2 | Angiotensin-converting enzyme gene insertion/deletion polymorphism in Kuwaiti children with retinopathy of prematurity显示文摘 | Haider MZ Devarajan LV Al-Essa M Kumar H | 2002 | Biol Neonate2002，82，： | 1 |
| 3 | Specific amplification of Aspergillus fumigatus DNA by polymerase chain reaction 显示文摘 | Reddy LV Kumar A Kurup VP | 1993 | Mol Cell Probes1993，7，： | 1 |
| 4 | Citrate esters as plasticizers for poly( lactic acid) 显示文摘 | LABRECQUE LV KUMAR RA DAVE V | 1997 | J Appl Polym Sci 19971997，，： | 1 |
| 5 | Strength Studies on Glass Fiber Reinforced Recycled Aggregate Concrete显示文摘 | Prasad M LV Rathish Kumar P | 2007 | Asian Journal of Civil Engineering (Building and Housing)2007，8，6： | 1 |
| 6 | Identification of Two Mutations in PCDHGA4 and SLFN14 Genes in an Atrial Septal Defect Family显示文摘Atrial septal defect (ASD)is a common acyanotic congenital cardiac disorder associated with genetic mutations.The objective of this study was to identify the genetic factors in a Chinese family with ASD patients by a whole exome sequencing approach.Causative ASD gene mutations were examined in 16 members from a three-generation family,among which 6 individuals were diagnosed as having ASD.One hundred and eighty-three unrelated healthy Chinese were recruited as a normal control group.Peripheral venous blood was collected from every subject for genetic analysis.Exome sequencing was performed in the ASD patients.Potential causal mutations were detected in non-ASD family members and normal controls by polymerase chain reaction and sequencing analysis.The results showed that all affected family members carried two novel compound mutations,c.1187delT of PCDHGA4 and c.2557insC of SLFN14,and these two mutations were considered to have synergetic function on ASD.In conclusion,the mutations of c.1187delT of PCDHGA4 and c.2557insC of SLFN14 may be pathogenic factors contributing to the development of ASD. | Wei SU Ruo-chen WANG Mahesh Kumar Lohano Li WANG Peng ZHU Yue LUO Li-juan GUO Qing LV Hong JIANG Jun-han WANG Li MEI Jun WENG Li SU Nian-guo DONG | 2018 | Current Medical Science2018，38，6： | 1 |
| 7 | PGPR-Induced Systemic Resistance (ISR) in Plant Disease Management显示文摘 | Annapurna K Kumar A Kumar LV Govindasamy V Bose P Ramadoss D | 2013 | Bacteria in Agrobiology: Disease Management2013，，： | 1 |
| 8 | Evaluation of molecular assays for rapid detection of methicillin resistant Staphylococcus aureus显示文摘 | Kumar SM Heirstraeten LV Lee A | 2010 | J Clin Microbiol2010，48，12： | 1 |
| 9 | Domain swapping in human alpha A and alpha B crystallins affects oligomerization and enhances chaperone-like activity显示文摘 | Rao CM | 2000 | JBiol Chem2000，275，22： | 1 |
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