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Factors influencing the spatial distribution of police stops and their efficacy in crime prevention and control
Published 2025-07-01“…Second, by clustering based on different associated factors of police stops, existing police stops can be classified into five categories according to their purposes: (i) composite stops positively associated with “Alarm, Visiting Population, Criminals” (AVC-CPS); (ii) composite stops positively associated with “Alarm, Visiting Population, Bus Station” (AVB-CPS); (iii) random stops with no significant positive association (NA-RPS); (iv) single police stops positively associated with “Alarm” (A-SPS); and (v) single stops positively associated with “Visiting Population” (V-SPS). …”
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182
Forecasting water quality indices using generalized ridge model, regularized weighted kernel ridge model, and optimized multivariate variational mode decomposition
Published 2025-05-01“…The proposed framework includes a new hybrid machine learning (ML) model based on generalized ridge regression and kernel ridge regression with a regularized locally weighted (GRKR) method. This research developed an optimized multivariate variational mode decomposition (OMVMD) technique, optimized by the Runge-Kutta algorithm (RUN), to decompose the input variables. …”
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Leveraging Finite-Precision Errors in Chaotic Systems for Enhanced Image Encryption
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185
Effective tweets classification for disaster crisis based on ensemble of classifiers
Published 2025-08-01“…A range of supervised learning algorithms like Decision Trees, Logistic Regression, Support Vector Machines, and Random Forests, were evaluated individually and as part of ensemble methods like AdaBoost, Bagging, and Random Subspace. …”
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186
Wetland Gain and Loss in the Mississippi River Bird‐Foot Delta
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Computer analysis shows differences between mitochondrial miRNAs and other miRNAs
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Energy-Aware Task Allocation for Multi-Cloud Networks
Published 2020-01-01“…However, the average energy consumption improved through <italic>ETAMCN</italic> is approximately 14%, 6.3%, and 2.8% in opposed to the random allocation algorithm, Cloud Z-Score Normalization (<italic>CZSN</italic>) algorithm, and multi-objective scheduling algorithm with Fuzzy resource utilization (FR-MOS), respectively. …”
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192
Spatial and temporal distribution patterns and factors influencing hepatitis B in China: a geo-epidemiological study
Published 2025-04-01“…Spatial autocorrelation analysis and spatiotemporal scanning were used to analyze the spatiotemporal distribution characteristics. The random forest algorithm was used to screen the potential influencing factors. …”
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193
A Multi-Source Data-Driven Analysis of Building Functional Classification and Its Relationship with Population Distribution
Published 2024-11-01“…The proposed model innovatively incorporates texture, geometric, and temporal features of building images, as well as socio-economic characteristics extracted using the distance decay algorithm. The results yield the following conclusions: (1) The proposed method achieves an overall classification accuracy of 0.77, which is 0.12 higher than that of the random forest-based approach. (2) The introduction of time features and the distance decay method further improved the model performance, increasing the accuracy by 0.04 and 0.03, respectively. (3) The correlation between the building functions and population distribution varies significantly across different scales. …”
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194
Detecting Obfuscated Malware Infections on Windows Using Ensemble Learning Techniques
Published 2025-01-01“…Utilizing the CIC-MalMem-2022 dataset, the effectiveness of decision trees, gradient-boosted trees, logistic Regression, random forest, and LightGBM in identifying obfuscated malware was evaluated. …”
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Survival analysis using machine learning in transplantation: a practical introduction
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Considering the effect of non-landslide sample selection on landslide susceptibility assessment
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199
A Survey on Data Mining for Data-Driven Industrial Assets Maintenance
Published 2025-02-01“…The study categorizes two main techniques, four specialized approaches, and 27 methodologies, resulting in over 100 variations of algorithms tailored to specific maintenance needs for industrial assets. …”
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A Machine Learning Approach to Evaluate the Performance of Rural Bank
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