A Novel Two-Stage Deep Learning Model for Network Intrusion Detection: LSTM-AE by Vanlalruata Hnamte, Hong Nhung-Nguyen, Jamal Hussain, Yong Hwa-Kim

“…The constant development of network behavior and the fast growth of attacks need the development of IDS and the evaluation of many datasets produced over time through static and dynamic methods. This kind of research enables the identification of the most efficient algorithm for identifying future cyber-attacks. …”
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Quantitative phase imaging with temporal kinetics predicts hematopoietic stem cell diversity by Takao Yogo, Yuichiro Iwamoto, Hans Jiro Becker, Takaharu Kimura, Reiko Ishida, Ayano Sugiyama-Finnis, Tomomasa Yokomizo, Toshio Suda, Sadao Ota, Satoshi Yamazaki

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Machine learning based multi-stage intrusion detection system and feature selection ensemble security in cloud assisted vehicular ad hoc networks by C. Christy, A. Nirmala, A. Mary Odilya Teena, A. Isabella Amali

“…This research ensures next-generation transport networks’ secure and reliable functioning and prepares the path for VANET protection upgrades. …”
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TRAINING SYSTEM OF FUTURE SPECIALISTS: QUALITY CONTROL by Vladimir A. Romanov, Valentina N. Kormakova, Elena N. Musaelian

“…Theoretic: theoretic and methodological analysis, polytheoretic synthesis, modeling. Empirical: research and generalization of the system, process and competence – based approaches experience, experiment, observation, surveys, expert evaluation, SWOT-analysis as a method of strategic planning which is to identify the internal and external factors (socio-cultural) of the organization surrounding.Results. …”
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Spatial and temporal stationarity of the Laptev Sea polynyas by A. B. Timofeeva, A. V. Rubchenia, R. I. May

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Parameterization toolbox for a physical–biogeochemical model compatible with FABM – a case study: the coupled 1D GOTM–ECOSMO E2E for the Sylt–Rømø Bight, North Sea by H. Nguyen, H. Nguyen, U. Daewel, N. Banas, C. Schrum

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Proposed improvement of product support packaging material defects using the Cross-Industry Standard Process for Data Mining (CRISP-DM) approach by Rina Fitriana, Anik Nur Habyba, Gina Almas Nabiha, Sannia Mareta

“…This research was conducted because the defect rate of packaging materials supporting lithos M products exceeded the Company's tolerance standard of 2%. …”
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COMPARATIVE ANALYSIS OF CLASSIFICATION MODELS FOR DETERMINING THE QUALITY OF WINE BY ITS CHEMICAL COMPOSITION by Vladimir S. Repkin, Artemy V. Li, Grigory Yu. Semenov, Nikita I. Sermavkin, Alexander S. Kovalenko, Nikolai S. Egoshin

“…The relevance of the research is caused by the need to solve problems associated with counterfeit and low-quality products in the wine industry. …”
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Current state and prospects of development of energy-optimal control systems for 2ES6 electric locomotives by S. G. Istomin, K. I. Domanov, A. P. SHATOKHIN, I. N. Denisov

“…Introduction. The research focuses on the current state and prospects of development of the systems of energyoptimal train driven by freight main line DC electric locomotives 2ES6. …”
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A 30-meter resolution global land productivity dynamics dataset from 2013 to 2022 by Xiaosong Li, Tong Shen, Cesar Luis Garcia, Ingrid Teich, Yang Chen, Jin Chen, Amos Tiereyangn Kabo-Bah, Ziyu Yang, Xiaoxia Jia, Qi Lu, Mandakh Nyamtseren

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Revolutionising English language education:empowering teachers with BERT-LSTM-driven pedagogical tools by Sheik Hameed Nagoor Gani, Vijayakumar Selvaraj, Sahidul Islam Md, Sugadev Thalapathy, Mohamed Jalaludeen Abdulkadhar, Kanmani Kalimuthu

“…The proposed approach leverages big data and advanced machine learning algorithms by incorporating millions of student exercise attempts from a dataset. …”
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serologic markers of Epstein-Barr virus reactivation in the conditions of viral encephalitis in young patients by O. V. Goleva, E. A. Murina, Z. A. Osipova

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Optimizing power network expansion with pumped hydro energy storage using a multi-objective enhanced spider wasp optimizer approach by Mohamed M. Refaat, Saad F. Al-Gahtani, Hussain Bassi, Ziad M. Ali, Shady H. E. Abdel Aleem

“…The results also highlight the ESWO algorithm’s efficiency in managing the complexities of the PNEP problem with integrated energy storage considerations.…”
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Numerical investigation on damage characteristics of surrounding rocks in the deep underground tunnel subjected to full-face smooth blasting by Hongbo Du, Xiao Huang, Haoran Wang, Yu Wan, Shiyuan Huang, Wenjie Li

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Land use changes and restraining environmental risks via mitigation approach, the case of Darakeh-Velenjak watershed in Iran by Hassan Esmaeilzadeh, Mohsen Ehteshami

“…The results of this research exhibited that from 1987 to 2018, vegetation had dramatically decreased, while arid, roads and built-up areas had increased. …”
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GEOECOLOGICAL DIAGNOSTICS OF THE REGIONS IN THE CENTRALBLACK SOIL REGION by S. A. Kurolap, N. V. Yakovenko, V. I. Fedotov, V. B. Mikhno, L. N. Kostyleva

“…Material and methods of research. System, comparative-geographical, geoinformation, historical, statistical methods of research, as well as software packages MS Excel and Statistica have been used. …”
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Non-Iterative Reconstruction and Selection Network-Assisted Channel Estimation for mmWave MIMO Communications by Jing Yang, Yabo Guo, Xinying Guo, Pengpeng Wang

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Optimization of Medicinal Treatment of Patients with Glaucoma in Combination with Concurrent System Pathology. Part 1: Cardiovascular Pathology by A. N. Zhuravleva, M. V. Zueva, E. B. Shustov

“…Analysis of the pharmacological effects of the available and used arsenal of medicinal products allows you to generalize the array of data obtained, to form model algorithms for deciding by an ophthalmologist on the choice of medications. …”
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A reinforcement learning based real-time energy management method for mobile microgrid considering photovoltaic uncertainty by Huasong Fang, Huayue Zhang, Shuli Wen, Zhong Li, Zhilin Zeng, Miao Zhu, Pengfeng Lin

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Optimized Subset Selection for Matrices and its Application in Hyperspectral Band Selection by Songyi Xiao, Liangliang Zhu, Xinwen Zhu, Xiurui Geng

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