On identification methods of linear regression models by Romualdas Salėtis

“… The aim of this paper is to discus the efficiency of the least squares and least absolute values estimation methods, in such situations, then the sample is with outliers, the variance of the residuals changes in the time and the residuals are correlated. …”
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Fault Diagnosis Method for Rolling Bearing Based on Sparse Principal Subspace Discriminant Analysis by Hongdi Zhou, Lin Zhu, Xixing Li

“…The experimental results demonstrated that the feasibility and effectiveness of the proposed fault diagnosis model based on a sparse principal subspace discriminant analysis algorithm can achieve higher recognition accuracy than fisher discriminant analysis and its extensions, and it is relatively insensitive to the impact of noise and outliers owing to the sparse property.…”
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The Combination Forecasting of Electricity Price Based on Price Spikes Processing: A Case Study in South Australia by Jianzhou Wang, Ling Xiao, Jun Shi

“…In the proposed models, the density-based spatial clustering of applications with noise (DBSCAN) algorithm is used to identify outliers, and the outliers are replaced by a new data-produced linear interpolation function. …”
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The proper application of logistic regression model in complex survey data: a systematic review by Devjit Dey, Md. Samio Haque, Md. Mojahedul Islam, Umme Iffat Aishi, Sajida Sultana Shammy, Md. Sabbir Ahmed Mayen, Syed Toukir Ahmed Noor, Md. Jamal Uddin

“…Furthermore, 95.8% of studies did not mention outliers, and only 41.0% of studies corrected for missing information, while only 2.7% applied imputation techniques. …”
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Analyzing Performance of Banks in India: A Robust Regression Analysis Approach by Mohammad Athar Ali, Asif Pervez, Rohit Bansal, Mohammed Arshad Khan

“…Robust regression offers a better and more realistic analysis owing to reducing the impact of outliers and influential data, and it is recommended for more precise results.…”
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Association between dietary components and gut microbiota: a Mendelian randomization study by CHEN Haimiao, MA Yan, LIU Mingqi, MA Shanshan, LI Jun, XU Laichao

“…Heterogeneity was evaluated using Cochran's Q test, horizontal pleiotropy and exclude outliers were tested using MR-Egger regression and MR-PRESSO test. …”
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Comparison of User-Directed and Automatic Mapping of the Planned Isocenter to Treatment Space for Prostate IGRT by Zijie Xu, Ronald Chen, Andrew Wang, Andrea Kress, Mark Foskey, An Qin, Timothy Cullip, Gregg Tracton, Sha Chang, Joel Tepper, Di Yan, Edward Chaney

“…. ±  σ (mm)): 1.1 ± 1.4, 1.8 ± 2.3, 2.5 ± 3.5 for the clinical protocol and 0.6 ± 0.8, 1.1 ± 1.5 and 1.1 ± 1.4 for the automatic method. No failures or outliers from automatic mapping were observed, while 8 outliers occurred for the clinical protocol.…”
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Multiscale Feature-Enhanced Water Body Detector of Truncated Gaussian Clutter in SAR Imagery by Bo Zhu, Yuli Xia, Yongsheng Zhou, Xiaoning Lv, Minqin Liu

“…It aims to improve detection accuracy through adaptive elimination of high-intensity outliers and shadows. High-intensity outliers cause overestimation of parameters used for water data statistical modeling, resulting in inaccurate thresholds. …”
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Framework Design for the Dynamic Reconfiguration of IoT-Enabled Embedded Systems and “On-the-Fly” Code Execution by Elmin Marevac, Esad Kadušić, Nataša Živić, Nevzudin Buzađija, Samir Lemeš

“…With these promising results, however, challenges like occasional deserialization time outliers and the need for optimization in memory management and network protocols remain for future work. …”
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An Effective Robust Total Least-Squares Solution Based on “Total Residuals” for Seafloor Geodetic Control Point Positioning by Zhipeng Lv, Guorui Xiao

“…However, the tracking point coordinates and acoustic ranging observations are inevitably contaminated by outliers because of human mistakes, failure of malfunctioning instruments, and unfavorable environmental conditions. …”
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Causal associations between socioeconomic status and prostate cancer using two-sample Mendelian randomization study by Zhenxing Wang, Chunyan Wang, Xing Gou, Liang Pei, Xiaoyuan Qiao

“…The MR-PRESSO suggested 2 outliers in the association between college or university degree in household and prostate cancer, which rendered the association significant after outliers were removed. …”
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ALMA FACTS. II. Large Scale Variations in the 12CO(J = 2 – 1) to 12CO(J = 1 – 0) Line Ratio in Nearby Galaxies by Shinya Komugi, Tsuyoshi Sawada, Jin Koda, Fumi Egusa, Fumiya Maeda, Akihiko Hirota, Amanda M. Lee

“…We use position–velocity diagrams along the major axis and tilted ring models to separate the normal rotating galactic disk from kinematic outliers that deviate from pure circular rotation. …”
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"Not At Home in Her Own Skin": Jamaica Kincaid, History and Selfhood by Claudia Marquis

“…Ses romans ne sont pas explicitement politiques mais ils retracent les luttes qui ont contribué à façonner la communauté nationale. Ils mettent en lumière la persistance du racisme et d’une mentalité coloniale qui provoque la colère de la romancière…”
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Factors associated with, and variations in, COVID-19 hospital death rates in England’s first two waves: observational study by Alex Bottle, Paul Aylin, Stephen Brett, Puji Faitna

“…At 99.8% control limits, 3% of hospitals were high and 7% were low funnel plot outliers in wave 1; these figures were 9% and 12% for wave 2. …”
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Causal effects between gut microbiota and endometriosis: a two-sample Mendelian randomisation study by Tiefeng Cao, Yunfei Wang, Shen Huimin

“…Further, no horizontal pleiotropy and no significant outliers were detected in the sensitive analysis.Conclusions This MR analysis revealed significant causal effects between GM and endometriosis and phylum Cyanobacteria had the strongest association.…”
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O Brasil na Encyclopédie de Diderot et d'Alembert by René Somain

“…L'article analyse la présentation du Brésil dans l'Encyclopédie de Diderot et D'Alembert, l'une des principales œuvres de l'époques des Lumières. Les entrées principales sont "Brasil" et "brésiller", une entrée secondaire "Bois de Brésil" (pau brasil, jointe à l'entrée "Madeira") et trois entrées de lieux, "Olinde", "Sébastien, saint" (Rio de Janvier) et "Salvador, San"…”
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Time-of-arrival source localization based on weighted least squares estimator in line-of-sight/non-line-of-sight mixture environments by Chee-Hyun Park, Joon-Hyuk Chang

“…Thus, the adverse effects by outliers can be attenuated effectively. To validate the superiority of the proposed methods, the root mean square error performances are compared with that of the existing algorithms via extensive simulation.…”
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Tourisme obscur, « tourisme Netflix » : enjeux et conflits d’acteurs à Medellin by Camille Beauvais

“…Cette mise en tourisme dopée par les narco-fictions provoque des tensions et met en lumière les enjeux du rapport d’une société à son passé.…”
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Saying the Impossible, Imagining Change. Bronislaw Baczko and the History of «Utopian Discourse» by Luca Scuccimarra

“…It is enough to skim the very first pages of the volume Lumières de l’Utopie to touch upon the connections, profound even if not completely explicit, that link Bronislaw Baczko’s historiography to that great process of methodological renewal of historical studies that today we are accustomed to call the «linguistic turn». …”
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Analyzing skewed financial data using skew scale-shap mixtures of multivariate normal distributions by Mostafa Tamandi, Mehdi Amiri

“…Their applicability shines in real-world scenarios where data often deviate from standard statistical assumptions due to the presence of outliers. We present an EM-type algorithm designed for maximizing likelihood estimation and evaluate the model's effectiveness through real-world data applications. …”
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