On Internet Traffic Classification: A Two-Phased Machine Learning Approach by Taimur Bakhshi, Bogdan Ghita

“…The classifier specificity factor which accounted for differentiating content specific from supplementary flows ranged between 98.37% and 99.57%. Furthermore, the computational performance and accuracy of the proposed methodology in comparison with similar machine learning techniques lead us to recommend its extension to other applications in achieving highly granular real-time traffic classification.…”
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Research on TCN Model Based on SSARF Feature Selection in the Field of Human Behavior Recognition by Wei Zhang, Guibo Yu, Shijie Deng

“…The model is based on the TCN classification model and incorporates a random forest with the sparrow optimization algorithm to perform dimensionality reduction on the original features, which is used to remove poorly correlated and unimportant features and retain effective features with a certain contribution rate to generate the optimal feature subset. In order to verify the reliability of the method, the performance of the model was evaluated on two public datasets, UCI Human Activity Recognition and WISDM, respectively, and 98.54% and 97.83% recognition accuracies were obtained, which were improved by 0.47% and 1.04% compared to the prefeature selection, but the number of features was reduced by 84.31% and 32.50% compared to the original feature set. …”
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Implementation of the Human-Like Lane Changing Driver Model Based on Bi-LSTM by Junyu Cai, Haobin Jiang, Junyan Wang

“…The test results demonstrate that the Bi-LSTM-based human-like lane-changing driving model achieves 9.8% RMSE and 6.8% MAE, which improves 10.8% RMSE and 10.3% MAE over LSTM. …”
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GMTBLC: a deep learning-based bi-modal network traffic classification method by WEI Debin, JIANG Qinlong, WEN Jinglong, WANG Xinrui

“…In the data preprocessing phase, packet-level images within sessions were generated from the payloads of data packets to reduce information interference. …”
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Sulfurization- Desulfurization of Iron-Calcium Oxygen Carriers during Chemical Looping Combustion of Syngas by Yu-Lun Chen, Young Ku, Ya-Chun Chang

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Impact of irrelevant speech and non-speech sounds on serial recall of verbal and spatial items in children and adults by Larissa Leist, Thomas Lachmann, Maria Klatte

“…Some of these assume specific interference between obligatory sound processing and phonological or serial order representations generated during task performance, whereas other posit that background sounds involuntarily divert attention away from the focal task. …”
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Combination Estimation of Smoothing Spline and Fourier Series in Nonparametric Regression by Ni Putu Ayu Mirah Mariati, I. Nyoman Budiantara, Vita Ratnasari

“…The simulation results showed that the mixed estimators gave a minimum (GCV) value of 11.98. From the minimum GCV results, it was obtained that the mean square error (MSE) was 0.71 and R2 was 99.48%. …”
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School History as a Method of Formation of Political Consciousness in Contemporary France by N. V. Litvak

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Fracture Load Estimations for U-Notched and V-Notched 3D Printed PLA and Graphene-Reinforced PLA plates using the ASED Criterion by Marcos S�nchez, Sergio Arrieta, Sergio Cicero�

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The Geological Heritage of Ñandeyvytykuera Geopark Project in Paraguay by Néstor Damian Salinas Franco, Romina Mariel Celabe Gaona, Diego Adán López

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The Question of the vis-à-vis: Scotland and Others by David McCRONE

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Application Calibration Based on Energy Consumption Model in Optimal Design of Green Buildings by Feiran Xue, Jingyuan Zhao

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Augmented electrical conductivity of hybrid graphene nanoplatelets carbon nanotubes polymer nanocomposites by the electro-magnetic field induced subbands by Mojtaba Haghgoo, Reza Ansari, Mohammad Kazem Hassanzadeh-Aghdam

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Planning the audit of results of the financial and economic activities of an enterprise: organizational and methodological aspect of auditing expenses by N. M. Kalinina, E. A. Balashova

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Improvement of the TEB Algorithm for Local Path Planning of Car-like Mobile Robots Based on Fuzzy Logic Control by Lei Chen, Rui Liu, Daiyang Jia, Sijing Xian, Guo Ma

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Magnetometer transducer based on oscillistor effect by A. I. Cheredov, A. V. Shchelkanov

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Development and Optimization of a Multiplex Real-Time RT-PCR to Detect SARS-CoV-2 in Human Samples by Camilo Castellar-Mendoza, María-Angélica Calderón-Peláez, Jaime E. Castellanos, Myriam L. Velandia-Romero, Carolina Coronel-Ruiz, Sigrid Camacho-Ortega, Lilia J. Bernal-Cepeda, Lady López-Ibarra, Jhann A. Arturo, Félix G. Delgado, Hernando Gutierrez-Barbosa, Sonia Bohorquez-Avila, Johanna Madroñero, Zayda L. Corredor-Rozo, Sandra J. Perdomo-Lara, Angela Fonseca-Benitez, Eliana Calvo

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Evaluating the Cassandra NoSQL Database Approach for Genomic Data Persistency by Rodrigo Aniceto, Rene Xavier, Valeria Guimarães, Fernanda Hondo, Maristela Holanda, Maria Emilia Walter, Sérgio Lifschitz

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Discrimination of the Gypsy Population in the University Environment by Jesús María Aparicio-Gervás, Miguel Ángel Carbonero-Martín, Lorena Valdivieso-León, Raquel Vázquez-Ramil

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Reflectarray Antenna for Simultaneous Near-Field Fronthaul and Far-Field Backhaul Links in Next 5G FR2 Femtocells by Alvaro F. Vaquero, Borja Imaz-Lueje, Marcos R. Pino, Manuel Arrebola

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