Analysis of Human Resource Allocation Model for Tourism Industry Based on Improved BP Neural Network by Shuo Zhu, Yan Liu

“…In this paper, a modified BP neural network model is proposed by introducing random perturbation terms on the hidden layer in the BP neural network algorithm, and the weight matrix connecting the input values is added with the random perturbation matrix to obtain a new weight matrix so that the convergence effect of the improved BP neural network algorithm is improved. …”
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Pawpaws prevent predictability: A locally dominant tree alters understory beta‐diversity and community assembly by Anna C. Wassel, Jonathan A. Myers

“…Moreover, standardized effect sizes of beta‐diversity from the null model were lower inside pawpaw patches than outside pawpaw patches, indicating more random species composition inside pawpaw patches. …”
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Prostate Cancer Detection from MRI Using Efficient Feature Extraction with Transfer Learning by Rafiqul Islam, Al Imran, Md. Fazle Rabbi

“…It emphasizes utilizing deep learning models, namely VGG16, VGG19, ResNet50, and ResNet50V2, to extract relevant features. The random forest approach then uses these features for classification. …”
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Spectral Representation-Based Multidimensional Nonstationary Ground Motion Model for Seismic Reliability Analysis of Frame Structures by Lawali Moussa Laminou, Xinghua Chen

“…The random seismic responses are then combined with the probability density evolution method (PDEM) to carry out the seismic reliability analysis of a randomly base-excited moment-resisting frame structure. …”
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A Variable Interval Rescheduling Strategy for Dynamic Flexible Job Shop Scheduling Problem by Improved Genetic Algorithm by Lei Wang, Chaomin Luo, Jingcao Cai

“…In our improved GA, a mix of random initialization population by combining initialization machine and initialization operation with random initialization is designed for generating high-quality initial population. …”
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An Alternative Sensitivity Approach for Longitudinal Analysis with Dropout by Amal Almohisen, Robin Henderson, Arwa M. Alshingiti

“…The chosen dropout model is commonly one of these types: Missing Completely at Random (MCAR), Missing at Random (MAR), Missing Not at Random (MNAR), and Shared Parameter (SP). …”
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Stroke Prediction Based on Machine Learning by Zhang Yuhan

“…However, both models exhibit high false-negative rates, with Random Forest showing a false-negative rate of 12% and SVM at 15%, which significantly impacts their clinical utility. …”
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Enhancing rice seed purity recognition accuracy based on optimal feature selection by Thi-Thu-Hong Phan, Le Huu Bao Nguyen

“…Specifically, Random Forest reduces the feature set by more than half, from 172 to 80, remarkably enhancing classification accuracy from 94.73% to 96.11%. …”
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A Generalization of Electromagnetic Fluctuation-Induced Casimir Energy by Yi Zheng

“…Intermolecular forces responsible for adhesion and cohesion can be classified according to their origins; interactions between charges, ions, random dipole—random dipole (Keesom), random dipole—induced dipole (Debye) are due to electrostatic effects; covalent bonding, London dispersion forces between fluctuating dipoles, and Lewis acid-base interactions are due to quantum mechanical effects; pressure and osmotic forces are of entropic origin. …”
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MIP Models and Hybrid Algorithms for Simultaneous Job Splitting and Scheduling on Unrelated Parallel Machines by Duygu Yilmaz Eroglu, H. Cenk Ozmutlu

“…We proposed simple chromosome structure which is constituted by random key numbers in hybrid genetic-local search algorithm (GAspLA). …”
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Upper-bound estimates for weighted sums satisfying Cramer’s condition by Vydas Čekanavičius, Aistė Elijio

“…Here Sj is the sum of identically distributed random variables and ωj  > 0 denotes weight. We consider the case, when Sj  is the sum of independent random variables satisfying Cramer’s condition. …”
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New MAC protocol for broadband multimedia satellite networks by LIU Jian-you, GUO Qing, LIU Gong-liang

“…A new MF-TDMA based MAC protocol,called CRRAP（combined reservation and random access protocol）,was proposed for broadband multimedia satellite networks.It adopted combined random and piggy-backed reservation,combined demand assignment and free assignment.Simulation results show that CRRAP can reduce end-to-end delay in high system load situation,which contribute to throughput performance.In addition,it achieves high bandwidth utiliza-tion.…”
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Two transitions in complex eigenvalue statistics: Hermiticity and integrability breaking by Gernot Akemann, Federico Balducci, Aurélia Chenu, Patricia Päßler, Federico Roccati, Ruth Shir

“…Open quantum systems have complex energy eigenvalues which are expected to follow non-Hermitian random matrix statistics, when chaotic, or two-dimensional (2d) Poisson statistics, when integrable. …”
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Coordinating a Three-Level Fresh Agricultural Product Supply Chain considering Option Contract under Spot Price Uncertainty by Changhua Liao, Qihui Lu

“…Based on this, we not only explore the conditions for supply chain full coordination and Pareto improvement but also analyze the effect of the retailer’s spot market volatility by comparing two scenarios of the retailer with or without a random spot market. Results show that the wholesale price contract cannot coordinate the supply chain regardless of whether the retailer has a random spot market or not. …”
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Expressiveness of Commutative Quantum Circuits: A Probabilistic Approach by Jorge M. Ramirez, Elaine Wong, Caio Alves, Sarah Chehade, Ryan Bennink

“…Based on the Fourier series representation of these circuits, we express quantum expectation and pairwise fidelity as characteristic functions of random variables, and we characterize expressiveness as the recurrence probability of a random walk on a lattice. …”
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APPLICATION RESEARCH ON LOAD SPECTRUM OF STEERING KNUCKLE MULTI-AXIS VIRTUAL TEST BENCH (MT) by DU Jian, HUANG LiMei, WEI MinXian, DONG GuoJiang

“…The multi-body dynamics model of the vehicle was verified by the Kinematics Compliance（KC） test of the suspension and virtual iteration method. The bench random spectrum with the features of time and frequency domain was created by the domain editing method. …”
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I’ve just seen a face: further search for face pareidolia in chimpanzees (Pan troglodytes) by Masaki Tomonaga

“…IntroductionSeeing faces in random patterns, such as in clouds, is known as pareidolia. …”
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