Botnet detection based on generative adversarial network by Futai ZOU, Yue TAN, Lin WANG, Yongkang JIANG

“…In order to solve the problems of botnets’ strong concealment and difficulty in identification, and improve the detection accuracy of botnets, a botnet detection method based on generative adversarial networks was proposed.By reorganizing the data packets in the botnet traffic into streams, the traffic statistics characteristics in the time dimension and the traffic image characteristics in the space dimension were extracted respectively.Then with the botnet traffic feature generation algorithm based on generative adversarial network, botnet feature samples were produced in the two dimensions.Finally combined with the application of deep learning in botnet detection scenarios, a botnet detection model based on DCGAN and a botnet detection model based on BiLSTM-GAN were proposed.Experiments show that the proposed model improves the botnet detection ability and generalization ability.…”
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Review of group recommendation analysis and research by Yunchang WU, Baisong LIU, Yangyang WANG, Chenjie FEI

“…With the advent of age of big data,the application fields of recommendation systems have become increasingly widespread.The recommendation service object of the group recommendation systems are expanded from a single user to a group of members,and becoming one of the research hotspots in the recommendation system fields.The group recommendation system needs to consider the preferences of all group members,and to fuse the preferences of the members,and to alleviate the conflicts of preferences among them,so that the recommendation results satisfy all group members as much as possible.The recent research progress of the group recommendation was mainly reviewed.The frontiers of group classification,group detection and group prediction recommendation were summarized.And main factors of the group recommendations were generalized.Finally,the research points of group recommendation and its prospects were separately elaborated.…”
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On Omega Index and Average Degree of Graphs by Sadik Delen, Musa Demirci, Ahmet Sinan Cevik, Ismail Naci Cangul

“…Using a recently defined graph index called omega index, average degree of trees, unicyclic, bicyclic, and tricyclic graphs have been given, and these have been generalized to k-cyclic graphs. Also, the effect of edge deletion has been calculated. …”
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Conformal η-Ricci-Yamabe Solitons within the Framework of ϵ-LP-Sasakian 3-Manifolds by Abdul Haseeb, Meraj Ali Khan

“…Further, we study gradient CERYS in M3ϵ and proved that an M3ϵ admitting gradient CERYS is a generalized conformal η-Einstein manifold; moreover, the gradient of the potential function is pointwise collinear with the Reeb vector field ζ. …”
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Potato Vine Killing or Desiccation by Lincoln Zotarelli, Steven Sargent, Peter Dittmar, Mildred Makani

“… Proper tuber maturity at harvest is an important factor in producing high-quality fresh-market potatoes. Tuber maturity is generally recognized as an important determinant of storage ability and cooking quality. …”
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On convergence properties of GPD expansion through Mellin/conformal moments and orthogonal polynomials by Hao-Cheng Zhang, Xiangdong Ji

“…We examine convergence properties of reconstructing the generalized parton distributions (GPDs) through the universal moment parameterization (GUMP). …”
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On causality and its violation in f(R,Lm,T) gravity by J.S. Gonçalves, A.F. Santos

“…In this paper, f(R,Lm,T) gravity is considered. It is a generalization of the theories f(R,T) and f(R,Lm). This modified theory of gravity exhibits strong geometry-matter coupling. …”
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Solving N $$ \mathcal{N} $$ = 4 SYM BCFT matrix models at large N by Dongming He, Christoph F. Uhlemann

“…We derive the saddle points dominating these matrix models at large N, expressed in terms of generalized Lambert W-functions. In string theory the BCFTs are realized by D3-branes ending on D5 and NS5 branes. …”
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DYNAMICS PERFORMANCE OPTIMIZATION OF DELTA PARALLEL MECHANISM by ZHANG FengTao, SHI GeMeng, HAN YaFeng

“…The dynamics modeling of Delta parallel mechanism is established by using of Kane’s equation,and dynamics equation is expressed by simple generalized active force and inertial force. The maximum of joint driving torque in the whole program space is regarded as the global performance indices to quantify the dynamics performance of mechanism,meanwhile requirement of program space is treated as constraint of structure parameter. …”
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Dyscalculia, Dysgraphia, and Left-Right Confusion from a Left Posterior Peri-Insular Infarct by S. Bhattacharyya, X. Cai, J. P. Klein

“…The Gerstmann syndrome of dyscalculia, dysgraphia, left-right confusion, and finger agnosia is generally attributed to lesions near the angular gyrus of the dominant hemisphere. …”
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Some techniques of equirhythmic translation (based on Russian covers of foreign songs) by G.S. Mkhitaryan

“…A variety of lexical, grammatical, and lexical-grammatical equirhythmic translation techniques were singled out: generalization, omission, expansion, integral transformation, change of grammatical indicators, etc. …”
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Linear precoding for interference suppression in multi-cell multi-user TDD MIMO downlink by Zu-jun LIU, Jie-ling WANG, De-chun SUN, Ke-chu YI

“…To suppress multi-user interference (MUI) and inter-cell interference (ICI) existing in multi-cell multi-user TDD MIMO downlink,an interference suppression algorithm through designing precoder was proposed.Firstly,a precoding matrix was designed for MUI suppression,with the help of the QR decomposition of generalized MMSE channel inversion.And then the second precoding matrix was designed to suppress ICI and residual MUI,using a signal leakage criterion.The proposed algorithm could utilize TDD MIMO channel reciprocity,and thus did not require users' feedback information.The algorithm had been simulated in a multi-user TDD MIMO system composed of urban micro-cells.Simulation results show that,the proposed algorithm can effectively improve system capacity and user's average SINR.…”
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Research on compatibility of high-performance network stack by Huiyou JIANG, Junfeng LI, Dan LI

“…The massive data processing in artificial intelligence system requires the support of high-throughput network.As a bridge between the upper artificial intelligence applications and the underlying high-speed hardware network adapter,the network stack plays a crucial role in the performance of the whole network system.Through detailed analysis and comparison of the compatibility of mainstream network stacks,it is found that the compatibility of various network stacks is generally low,which leads to difficulties in transplantation of artificial intelligence applications.The idea of achieving both high-compatibility and high-performance of user-level network stack were proposed.In this way,legacy applications could directly attain the improvement of performance without modification of the source code.Path for the subsequent development of network stack was lit up.…”
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The Effects of Exercise on Aging-Induced Exaggerated Cytokine Responses: An Interdisciplinary Discussion by Soontaraporn Huntula, Laddawan Lalert, Chuchard Punsawad

“…Aging is generally known to be associated with dynamic biological changes, physiological dysfunction, and environmental and psychological decline. …”
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GC-MS analysis of cholesterol lowering dietary supplements by Velislava Todorova, Diana Karcheva-Bahchevanska, Stanislava Ivanova

“…Moreover, using effective doses generally has minimal risks and lower incidence of adverse reactions and drug interactions. …”
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On a family of Wiener type spaces by R. H. Fischer, A. T. Gürkanli, T. S. Liu

“…A number of authors worked on these spaces or some special cases of these spaces. A kind of generalization of the Wiener's definition was given by H.Feichtinger in [2] as a Banach spaces of functions (or measures, distributions) on locally compact groups that are defined by means of the global behaviour of certain local properties of their elements. …”
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Scan Statistics for Detecting High-Variance Clusters by Lionel Cucala

“…Like many classical scan statistics, the first one relies on a generalized likelihood ratio test whereas the second one is based on ratios of empirical variances. …”
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Jouer un scénario d’aménagement foncier : analyse des pratiques d’aménagement et recherche d’alternatives au développement résidentiel by Laure Casanova Enault, Marta Debolini, Tatiana Popoff, Roxane De Flore

“…This approach could be generalized to other territories and to other planning scenarios.…”
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Weak Convergence of the Projection Type Ishikawa Iteration Scheme for Two Asymptotically Nonexpansive Nonself-Mappings by Tanakit Thianwan

“…Some results have been obtained which generalize and unify many important known results in recent literature.…”
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Structure and performance analysis of binary differential stochastic process shift keying by Zhi-jiang XU, Xiao LING, Kang WANG, Li-min MENG

“…A novel modulation and demodulation structure based on binary differential stochastic process shift keying (BDSPSK) is proposed.The theoretical bit error rates (BER) under the Gaussian and quasi-static Rayleigh fading chan-nels are derived,respectively.To verify its performances and security,lots of simulations are done by using MATLAB.The simulations' results show that the BER of the proposed BDSPSK can reach 10⁻⁴when signal to noise ratio (SNR) is about −2 dB in the Gaussian channel or 25 dB in the Rayleigh fading channel.Meanwhile,the proposed method has a good concealment due to its undetectable property by the generalized second order cyclostationary spectrum,which makes it suit for secure communications in the physical layer.…”
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