Imbalanced data stream classification method with limited labels by LI Yanhong, LI Zhihua, ZHENG Jianxing, BAI Hexiang, GUO Xin

“…Extreme learning machine possesses advantages such as fast training speeds and excellent generalization performance. However, existing data stream classification methods based on extreme learning machine often struggle to simultaneously address common challenges in data stream, such as multi-class imbalance, concept drift, and the expensive labeling cost. …”
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Imbalanced data stream classification method with limited labels by LI Yanhong, LI Zhihua, ZHENG Jianxing, BAI Hexiang, GUO Xin

“…Extreme learning machine possesses advantages such as fast training speeds and excellent generalization performance. However, existing data stream classification methods based on extreme learning machine often struggle to simultaneously address common challenges in data stream, such as multi-class imbalance, concept drift, and the expensive labeling cost. …”
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Design method of magnetic resonance biplanar gradient coil based on target field method and stream function by Qingming Huang, Qingming Huang, Luying Huang, Luying Huang, Haikang Zhang, Yicheng Huang, Yicheng Huang, Wentao Wang, Yunzhang Cheng, Bing Shen, Bing Shen

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METHODS OF USING STEM - TECHNOLOGY IN TEACHING ANATOMY AT SCHOOL by Asanbekova Ch. A., Bekbolotova N. N., Abdyramanova N. T.

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CONTROL OF APPLICATION EFFICACY OF THE ASCENDING GAS - FLUID STREAM METHOD IN TREATMENT OF DIFFUSE PERITONITIS by S. I. Remizov, I. V. Remizov, Yu. P. Savchenko

“…The ascending gas and fluid stream method was applied in 12 patients with repeated purulent diffuse peritonitis. …”
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PROJECT METHOD IN STEM EDUCATION USING ARDUINO SOFTWARE AND HARDWARE PLATFORM by Олексій Воронкін, Сергій Лущин

“…Materials and methods. Methods of analysis and systematization of scientific and pedagogical literature were used; generalization of the results of domestic and foreign experience in the use of a prose method in the STEM education using the ARDUino software and hardware platform. …”
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A Method of Performance Optimization for Distributed Stream Data Processing in Vehicle Data Peak Scenario by TANG Pengfei, HU Weimin, YANG Yongtao

“…However, data flood occurs due to the instability of network communication environment between vehicle and ground system, resulting in performance bottleneck when big data computing framework uses the general configuration. This paper makes an in-depth analysis on the causes of the performance bottleneck, and proposes an optimization method based on the user-defined Kafka partition strategy and the optimization of Spark Streaming processing parameters. …”
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Traditional models chemical kinetics and potentially streaming equation for a closed system by V. I. Bykov, I. E. Starostin

“…Proposed potentially streaming method is preferred in the absence of the detailed mechanism of complex chemically reacting systems. …”
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Closed-Loop Clustering-Based Global Bandwidth Prediction in Real-Time Video Streaming by Sepideh Afshar, Reza Razavi, Mohammad Moshirpour

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Design of Privacy Preservation Model for Data Stream Using Condensation Based Anonymization by Latha P, Thangaraj M

“… In modern world, continuous data flows that may be analyzed in real-time and are created from multiple sources are referred to as data streams. As data streams become increasingly prevalent across various sectors, preserving the privacy of sensitive information while maintaining data utility is a significant challenge. …”
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Assessing chemical pollution with biomonitoring approaches in streams and rivers: a critical review by Ariane Moulinec, Jens Arle, Henner Hollert, Sarah Hörchner, Sarah Johann, Cornelia Kienle, Matthias Oetken, Andrea Sundermann

“…Abstract Many rivers and streams are affected by chemical pollution, yet current chemical monitoring methods are limited for technical and economic reasons. …”
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Yield and Quality Response of Indeterminate Tomatoes to Combined Growing Methods and Rootstock Cultivars by Mampe E. Ndlovu, Puffy Soundy, Jacob J. De Klerk, Martin M. Maboko

“…The effect of growing methods (scion of a single stem or double stems and non-grafted plant as the control) and rootstock cultivars (Goldbac, SVTX6258, and Booster) on the yield and quality of tomatoes grown in a plastic tunnel and a shade net structure was investigated. …”
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Method of obtaining of nonneuronal cultures of astrocytes, derivated from human mesenchymal stem cells by S. M. Gramatiuk, Yu. V. Іvanova, A. A. Hudyma

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Treatment methods for peripheral nerve injuries (a literature review) by N. M. Nevmerzhytska, L. M. Yaremenko, S. M. Chuhray, O. M. Grabovyi

“…The article presents an overview of possible methods for treatment of peripheral nerve injuries, fundamental classifications of peripheral nerve injuries, their differences are considered, pathophysiological mechanisms and the probability of spontaneous recovery depending on the degree of injury, general principles and conditions for successful regeneration of the peripheral nerve. …”
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An intelligent transmission method for multimodal data streams in telemedicine based on multi-path transmission over wide area network by Yue Tong, Lyu Li, Siyuan Li, Lei Wang, Jun Ma, Ting Lyu, Kunlun He

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Identification of system models from potential-stream equations on the basis of deep learning on experimental data by I. E. Starostin, S. P. Khalyutin

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Dimensions fractales de réseaux vectoriels : méthodes d’estimation et robustesse des résultats by Nathalie Thommeret, Jean-Stéphane Bailly, Jean-Marc Bardet, Brigitte Kaiser, Christian Puech

“…Streams networks are part of transport networks and more generally of “spatial networks” that gave rise to fundamental researches (Barthelemy, 2011) and applied geography (Strano et al., 2012). …”
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Optimized predictive maintenance for streaming data in industrial IoT networks using deep reinforcement learning and ensemble techniques by K. Varalakshmi, J. Kumar

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A Corn Point Cloud Stem-Leaf Segmentation Method Based on Octree Voxelization and Region Growing by Qinzhe Zhu, Ming Yu

“…Additionally, validation experiments on tomato point cloud data confirm the proposed method’s strong generalization capability. In this paper, we present an algorithm that addresses the shortcomings of traditional methods in complex agricultural environments. …”
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Comparative analysis of software optimization methods in context of branch predication on GPUs by I. Yu. Sesin, R. G. Bolbakov

“…It is shown that the aforementioned methods are mostly catered to CPU-specific issues and are generally not applicable, as far as branch-predication performance loss is concerned. …”
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