Research and application of XGBoost in imbalanced data by Ping Zhang, Yiqiao Jia, Youlin Shang

“…As a new and efficient ensemble learning algorithm, XGBoost has been widely applied for its multitudinous advantages, but its classification effect in the case of data imbalance is often not ideal. Aiming at this problem, an attempt was made to optimize the regularization term of XGBoost, and a classification algorithm based on mixed sampling and ensemble learning is proposed. …”
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Kenelm Digby (and Margaret Cavendish) on Motion by Daniel Whiting

“…In developing and defending my reading, I consider to what extent the Digbean account of motion and the arguments for it accord with the ideals of the mechanical philosophy emerging in the early modern period.…”
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Información de estudiantes universitarios sobre el uso inapropiado de la ciencia by Gilberto Fregoso Peralta, Luz Eugenia Aguilar González

“…En las comunidades dedicadas a la producción de conocimiento algunos preguntan si se cumplió ese ideal, pues hoy los patrocinadores principales de la investigación son gobiernos y empresas, lo que hace difícil desvincular el trabajo científico de la acumulación de riqueza y del poder. …”
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Impatiens Downy Mildew by Laura Warner, Bill Schall, Aaron J. Palmateer, Natalia A. Peres

“…Winters in south Florida provide high humidity paired with cool nights, creating ideal conditions for disease development. Downy mildews are caused by several different species of pathogens that tend to be plant-host specific. …”
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Video crowd counting method based on conv-pooling deep spatial and temporal features by Qiang LI, Zilu KANG

“…Due to angle of camera,background,population density distribution and occlusion limitations,traditional video crowd counting methods based on underlying visual features are often difficult to achieve ideal results.Using the temporal and spatial features of video and conv-pooling method,high-level visual features were formed,local feature aggregation descriptors were used for quantization and codebook calculation to achieve accurate description of video crowd information.This method made full use of video motion and appearance information.Based on convolutional neural networks and pooling methods,the ability to describe video intrinsic attributes and features was improved.Experimental results show that the proposed method has higher precision and better robustness than traditional video crowd counting methods.…”
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La cabane éclatée. Morcellement des objets immobiliers apparentés à l’art brut by Roberta Trapani

“…From that time, a slow process of artistic recognition was given to structures similar to this site, dubbed a masterpiece and named the Palais Idéal. Artists, critics, researchers and curators contributed to helping bring about a new world of art. …”
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“Speaking Out of the Most Passionate Love” – James Baldwin and Pragmatism by Ulf Schulenberg

“…The final part demonstrates that while it would be pointless to claim that Baldwin is a radically postmetaphysical author and thus an ideal member of a literary culture, his politicized version of self-creation makes it seem legitimate to advance the argument that he is part of a left-liberal tradition of worldly pragmatism that sees the work of the strong poet or creative redescriber as contributing to political and social change.…”
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« A reality that almost amounts to illusion » by Martine Lambert-Charbonnier

“…Considering the painter as a rival of nature, Leonardo da Vinci creates beauty and life in his art, while Mona Lisa embodies the ideal of the Renaissance with its emphasis on experience and the senses which fin-de-siècle writers find so akin to the modern spirit. …”
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L’émigré à la porte. Risques et revers de l’hospitalité chez A. J. Dumaniant by Genevieve LaFrance

“…En s’intéressant au périple imaginaire d’un aristocrate jeté sur les routes de l’exil par la prise des Tuileries, cette étude attire l’attention sur les revers que la Révolution française fit subir à l’idéal hospitalier hérité des Lumières. …”
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TOPSIS-based framework for evaluating employee cybersecurity risk by Katarina Kostelić

“…It integrates the Technique for Order of Preference by Similarity to the Ideal Solution (TOPSIS) with Saaty’s criteria weighting, enabling a comprehensive evaluation across five criteria: knowledge, compliance, risky behaviors, attitudes, and training. …”
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La reconstruction des fermes dans le département de l’Aisne après 1918 by Jean-Charles Cappronnier, Franck Delorme

“…During the First World War, the Aisne, essentially rural with the exception of Soissons and Saint-Quentin, saw its villages and farms devastated in the fighting. It is therefore an “ideal” field for implementing deliberations concerning the improvement of agricultural productive capacity and its architecture.…”
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Multi-Omics Insights into Regulatory Mechanisms Underlying Differential Deposition of Intramuscular and Abdominal Fat in Chickens by Yuxin Xing, Chenglin Ma, Hongbo Guan, Jianing Shen, Ying Shen, Guoxi Li, Guirong Sun, Yadong Tian, Xiangtao Kang, Xiaojun Liu, Hong Li, Weihua Tian

“…Therefore, a comprehensive analysis of the regulatory mechanisms governing differential deposition of abdominal versus intramuscular fat is essential in breeding higher-quality chickens with ideal fat distribution. This review systematically summarizes the regulatory mechanisms underlying intramuscular and abdominal fat traits at chromatin, genomic, transcriptional, post-transcriptional, translational, and epigenetic-modification scales. …”
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TRUST AS A VIRTUAL TEAM EFFECTIVENESS FACTOR by O. L. Belova, L. V. Kozhevnikova, I. E. Starovoytova

“…However, the rapid idealization of a communication partner, the ability to create the effect of physical presence with minimal means can contribute to building trust and team spirit. …”
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Theoretical Design of Generating Tooth Modification Profile with Rack Tools by Feng Jinping, Zhou Guopeng, Lan Gongpu

“…The simulated tooth profile parameters coincide highly with the ideal design value of tooth profile. The tooth profile modification method proposed can effectively guide the NC machined gear tooth modification profile with the rack tool.…”
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Valproate-Induced Model of Autism in Adult Zebrafish: A Systematic Review by Diletta Camussi, Maria Marchese, Ferdinando Nicoletti, Filippo Maria Santorelli, Asahi Ogi

“…This review first sets out to examine the existing literature on adult social behavior in the zebrafish VPA-induced model of autism, and the authors also aim to identify the ideal VPA dosage able to induce a persistent and long-lasting ASD-like phenotype while minimizing the suffering and distress of research animals in compliance with the principles of replacement, refinement, and reduction (3Rs).…”
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Low-Complexity Architecture of Orthogonal <italic>N</italic>-Continuous Precoding for Sidelobe Suppression of OFDM Signals and Its Analysis by Hikaru Kawasaki, Fumihide Kojima, Takeshi Matsumura

“…All its inherent advantages are maintained such as fast, smooth, and symmetrical spectral decay of band-edges, and ideal characteristics of error rate and peak power.…”
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COMPARATIVE STUDY ON PHYSICO-CHEMICAL CHANGES DURING DRY AGING OF BLACK ANGUS AND ROMANIAN SPOTTED BEEF by Maria-Cristina Gliga, Adriana David, Georgiana Cătunescu, Ioana Bodea, Mihai Voevod, Manuel León-Camacho, Maria Tofană

“…The Black Angus (BA) beef is considered worldwide as the ideal choice for a wholesome, tasty and at the same time healthy steak. …”
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Modeling of Drift Effects on Solar Tower Concentrated Flux Distributions by Luis O. Lara-Cerecedo, Isaias Moreno-Cruz, Nun Pitalúa-Diaz, Camilo A. Arancibia-Bulnes

“…The distributions differ strongly from those obtained assuming the ideal case without drift or a case with a Gaussian tracking error function. …”
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1D and 2D Numerical Modeling for Solving Dam-Break Flow Problems Using Finite Volume Method by Szu-Hsien Peng

“…The purpose of this study is to model the flow movement in an idealized dam-break configuration. One-dimensional and two-dimensional motion of a shallow flow over a rigid inclined bed is considered. …”
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Sparse Representation Based Range-Doppler Processing for Integrated OFDM Radar-Communication Networks by Bo Kong, Yuhao Wang, Henry Leung, Xiaohua Deng, Huilin Zhou, Fuhui Zhou

“…Numerical simulations show that the proposed method outperforms the traditional modulation Symbol-Domain method under ideal and realistic nonideal scenarios.…”
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