A hybrid machine learning model for intrusion detection in wireless sensor networks leveraging data balancing and dimensionality reduction by Md. Alamin Talukder, Majdi Khalid, Nasrin Sultana

“…This hybrid approach addresses class imbalance and high-dimensionality challenges, providing scalable and robust intrusion detection. Complexity analysis reveals that the proposed model reduces training and prediction times, making it suitable for real-time applications.…”
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Recent progress in the security evaluation of multivariate public‐key cryptography by Yasuhiko Ikematsu, Shuhei Nakamura, Tsuyoshi Takagi

“…In particular, the authors provide a detailed description of the complexity analysis for solving the bi‐graded polynomial systems studied independently by Nakamura et al. and Smith‐Tone et al., and then expound the rectangular MinRank attack against Rainbow proposed by Beullens.…”
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Identifying vital spreaders in large-scale networks based on neighbor multilayer contributions by Weiwei Zhu, Xuchen Meng, Jiaye Sheng, Dayong Zhang

“…These tests demonstrated the effectiveness of our proposed algorithm in identifying influential spreaders accurately.DiscussionFurthermore, computational complexity analysis indicates that our algorithm consumes less time compared to existing methods, suggesting it can be efficiently applied to large-scale networks.…”
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Novel and Efficient Randomized Algorithms for Feature Selection by Zigeng Wang, Xia Xiao, Sanguthevar Rajasekaran

“…We conduct theoretical computational complexity analysis and further explain our algorithms’ generic parallelizability. …”
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Coupled Dynamics of Vehicle-Bridge Interaction System Using High Efficiency Method by Lu Sun, Xingzhuang Zhao

“…This paper studies the accuracy and efficiency of discretizing the beam in space as lumped masses using the flexibility method and as finite elements using the stiffness method. Computational complexity analysis is carried out along with a numerical case study to compare the accuracy and efficiency of both methods against the analytical solutions. …”
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Central DOA Estimation Method for Exponential-Type Coherent Distributed Source Based on Fourth-Order Cumulant by Hao Li, Weijia Cui, Bin Ba, Haiyun Xu, Yankui Zhang

“…The accuracy and DOF of the proposed algorithm are higher than those of the distributed signal parameter estimator (DSPE) algorithm and least-squares estimation signal parameters via rotational invariance techniques (LS-ESPRIT) algorithm when the array elements are the same. Complexity analysis and numerical simulations are provided to demonstrate the superiority of the proposed method.…”
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Revisit two memoryless state‐recovery cryptanalysis methods on A5/1 by Yanbin Xu, Yonglin Hao, Mingxing Wang

“…Secondly, the filtering strength of the linear equation systems is taken into account for complexity analysis. Such filtering strength are evaluated with practical experiments making the complexities more convincing. …”
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Quantitative Complexity Theory Used in the Prediction of Head-Up Tilt Testing Outcome by Paweł Krzesiński, Jacek Marczyk, Bartosz Wolszczak, Grzegorz Gielerak

“…The chosen haemodynamic parameters (including BP, HR, stroke volume, cardiac output, systemic vascular resistance) have been used in complexity analysis. Results. HUTT was positive in 54 (66.7%) study participants. …”
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Fitness centrality: a non-linear centrality measure for complex networks by Vito D P Servedio, Alessandro Bellina, Emanuele Calò, Giordano De Marzo

“…By broadening the scope of economic complexity analysis to diverse network structures, this work expands the applicability and robustness of EFC in complexity science.…”
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A statistical approach to the use of control entropy identifies differences in constraints of gait in highly trained versus untrained runners by Rana D. Parshad, Stephen J. McGregor, Michael A. Busa, Joseph D. Skufca, Erik Bollt

“…Control entropy (CE) is a complexity analysis suitable fordynamic, non-stationary conditions which allows the inference of the control effort of a dynamical system generating the signal [4]. …”
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Is human-like decision making explainable? Towards an explainable artificial intelligence for autonomous vehicles by Jiming Xie, Yan Zhang, Yaqin Qin, Bijun Wang, Shuai Dong, Ke Li, Yulan Xia

“…In the second stage, we draw inspiration from the field of brain-like trusted AI to construct a robust, in-depth, and unbiased evaluation and interpretability framework involving three dimensions: Permutation Importance (PI) analysis, Partial Dependence Plot (PDP) analysis, and model complexity analysis. An empirical investigation using real driving trajectory data from Kunming, China, confirms the ability of our approach to predict potential driving decisions with high accuracy while providing the rationale implicit AV decisions. …”
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Functional switching among dynamic neuronal hub-nodes in the brain induces maintenance/transition of cognitive states by Jasleen Gund, Yashaswee Mishra, B. N. Mallick, R. K. Brojen Singh

“…Brain functional and structural complexity analysis has been carried out to characterize VS and VST. …”
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Comprehensive analysis of latent reserves of innovative potential development by M. A. Korkin

“…The conducted research has a significant impact on further study of the complex analysis of latent reserves of innovation potential development, contributing to the effective development of the industrial complex. …”
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Commutants of the Pommiez operator by Ivan H. Dimovski, Valentin Z. Hristov

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Mappings of a Bounded Dirichlet Integral: The Modulus Method by Mihai Cristea

“…In these classes of mappings, we give some extensions of the theorems of Lindelőf and Fatou from the classical complex analysis. We also find some conditions for the existence of injective minimizers for mappings of biconformal energy.…”
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The radial limits and boundary uniqueness by Danielyan, Arthur

“…The paper sheds a new light on the fundamental theorems of complex analysis due to P. Fatou, F. and M. Riesz, N. N. …”
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NEW FACILITIES OF THE MGSmodeller by F. V. Kazantsev, I. R. Akberdin, N. L. Podkolodnyy, V. A. Likhoshvai

“…We have presented the approach that is aimed at acceleration of reconstruction of the complex MGS mathematical models and complex analysis using high performance computation techniques.…”
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MANAGEMENT OF INNOVATIVE ACTIVITY OF THE MODERN ENTERPRISE IN THE CONDITIONS OF INTRODUCTION OF THE INTELLECTUAL CAPITAL

“…Increases in eciency of innovative activity of the enterprise on the basis of the complex analysis of use of innovative potential and intellectual resources are shown.…”
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METROLOGICAL PERFORMANCE MODELING OF PROBE ELECTROMETERS CAPACITIVE SENSORS by A. K. Tyavlovsky, O. K. Gusev, A. L. Zharin

“…A transducer function of probe electrometer’s primary capacitive sensor was calculated using a harmonic complex analysis technique. The obtained expression allows analyzing metrological characteristics of the circuit containing the dynamic capacitor at any values of its parameters. …”
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