Models, systems, networks in economics, engineering, nature and society by A.A. Sapogov

“…The need to reasonably determine the priority of processing and resolving a number of streaming requests, user requests, client groups within the framework of complex IT projects, such as service, maintenance of IT infrastructure, including the implementation of streaming iterations, predetermines the need to develop new methods based on the use of aggregated indicators of a number of data. …”

Optimization of an Intelligent Music-Playing System Based on Network Communication by Liaoyan Zhang

“…This paper describes in detail the working methods and contents of each stage of the real-time streaming music recommendation system, including requirement analysis, overall design, implementation of each module of the system, and system testing and analysis, from a practical scenario. …”
Get full text

Improvement of SAM2 Algorithm Based on Kalman Filtering for Long-Term Video Object Segmentation by Jun Yin, Fei Wu, Hao Su, Peng Huang, Yuetong Qixuan

“…It achieves an average improvement of 1.0 in J&F metrics across all 24 direct comparisons, with gains exceeding 2.3 points on SA-V and LVOS datasets for long-term tracking. The method delivers real-time performance and strong generalization without fine-tuning or additional parameters, effectively addressing occlusion recovery and viewpoint changes. …”
Get full text

3D Micro-Expression Recognition Based on Adaptive Dynamic Vision by Weiyi Kong, Zhisheng You, Xuebin Lv

“…The stable generalization ability of this method is proven, providing a new research paradigm for automatic emotion recognition.…”
Get full text

Transformation of approaches to mineral resource auditing for augmentation of Russia’s wealth in the current political situation by D. A. Pavlovskiy, J. V. Zvorykina

“…Attention is also paid to such methods as streaming and acquisition of fixed profit margins from production activities in exchange for an advance payment, which can be applied at later stages of geological exploration.Conclusion. …”
Get full text

Integrating Photogrammetric 3D City Models into Virtual Reality: A Methodological Approach Using Unreal Engine by İ. Ç. Gençtürk, B. Erkek, E. Ayyıldız

Get full text

Enhanced Micromixing Using Surface Acoustic Wave Devices: Fundamentals, Designs, and Applications by Jin-Chen Hsu

“…Microfluidics-based mixing methods have attracted increasing attention due to their great potential in bio-related and material science fields. …”
Get full text

Experimental device to study temperature effects on food quality: development and application by Adriano Saquet, Josef Streif, Domingos Almeida

“…In conclusion, the device provided fast cooling of the glycol solution with temperature uniformity of 100%. The method is effective for precise short-term trials on the effects of temperature or cooling rates on food quality traits. …”
Get full text

A BERT-Based Multimodal Framework for Enhanced Fake News Detection Using Text and Image Data Fusion by Mohammed Al-alshaqi, Danda B. Rawat, Chunmei Liu

“…Our proposed model demonstrates better generalization on the TRUTHSEEKER dataset with an accuracy of 99.97%, achieving substantial improvements over existing methods with an F1-score of 0.98. …”
Get full text

A Novel Human Action Recognition Model by Grad-CAM Visualization with Multi-level Feature Extraction Using Global Average Pooling with Sequence Modeling by Bidirectional Gated Recu... by Jayamohan Manoharan, Yuvaraj Sivagnanam

“…Despite the progress in deep learning, issues such as occlusion, distraction from the background, and motion pattern variability still exist, thus restricting the generalization ability of current models. Most methods are based only on spatial or temporal features and cannot efficiently capture both in one framework, causing lower accuracy in realistic situations. …”
Get full text

Funding of geological exploration during transformation of the Russian economic system by S. M. Salmanov, Z. M. Nazarova, Yu. A. Leonidova

“…Attention is also paid to such methods as streaming and acquisition of a fixed interest rate from production in exchange for an advance payment, which can be applied at later stages of exploration.Conclusion. …”
Get full text

Image-Based Iron Slag Segmentation via Graph Convolutional Networks by Wang Long, Zheng Junfeng, Yu Hong, Ding Meng, Li Jiangyun

“…In the future work, we will dedicate our efforts to the weakly supervised learning for quick annotation of big data stream to improve the generalization ability of current models.…”
Get full text

Multilevel Feature Fusion-Based GCN for Rumor Detection with Topic Relevance Mining by Shenyu Chen, Meng Li, Weifeng Yang

“…Rumors do great harm to information society, making rumor detection necessary. However, existing methods for detecting rumors generally only learn pattern features or text content features from the whole propagation process, which fall short in capturing multilevel features with topic relevance of text content from social media data. …”
Get full text

A Multimodal Deep Learning Framework for Accurate Biomass and Carbon Sequestration Estimation from UAV Imagery by Furkat Safarov, Ugiloy Khojamuratova, Misirov Komoliddin, Xusinov Ibragim Ismailovich, Young Im Cho

“…A lightweight Transformer-based regression head then performs multitask prediction of AGB and CO₂e, capturing long-range spatial dependencies and enhancing generalization. Proposed method achieves an R² of 0.93 and RMSE of 6.1 kg for AGB prediction, compared to 0.78 R² and 11.7 kg RMSE for XGBoost and 0.73 R² and 13.2 kg RMSE for Random Forest. …”
Get full text

An Assessment of a Proposed Hybrid Neural Network for Daily Flow Prediction in Arid Climate by Milad Jajarmizadeh, Sobri Harun, Mohsen Salarpour

“…Hydrometeorological data of the catchment were collected for 21 years. Heuristic method was used to develop the MNN for exploring daily flow generalization. …”
Get full text

The State Budgetary Policy in the Conditions of Crisis: Regional Aspect by Vladimir Aleksandrovich Plotnikov, Gilyan Vasilyevna Fedotova

“…The work purpose - to emphasize features and specifics of the budgetary powers of the state in system of formation, management, coordination of indicators of social and economic development in the conditions of financial crisis. In the article methods of the comparative analysis, systematization, classification, vertical and horizontal analysis, graphic analysis, generalization were used. …”
Get full text

Features of feudal-serf relations among the peoples of the Northern Caucasus in the first half of the XIX century by T. Ch. Dzhabaeva

“…The main purpose of the research is to determine the significance of the social issue in the context of the ethnic component of the region, to study socio-economic and land relations in the North Caucasus, to characterize the social structure of societies.In the process of research work on the article, methods of comparative historical analysis, synthesis and generalization were used, as well as the principle of objectivity and historicism, which provided the opportunity to analyze various episodes and phenomena from a historical point of view.As a result of the research the process of collecting information about the history of the emergence and development of feudal relations in the region has been traced, the specifics of land legal norms, their complexity and intricacy have been identified, which determines the existing social structure of societies. …”
Get full text

Framework for timely perception of spatiotemporal crowd congestion risk in public spaces based on video pedestrian tracking and geographic mapping by Shaojun Liu, Ling Zhang, Junlian Ge, Weitao Li, Yi Long

“…This framework established a mutual mapping between the image and geographic spaces, facilitating precise spatiotemporal identification and grading of congestion. The validity of the method was demonstrated across various scenes in a tourist area through a comprehensive analysis of its perception accuracy and efficiency. …”
Get full text

Multimodal anomaly detection in complex environments using video and audio fusion by Yuanyuan Wang, Yijie Zhao, Yanhua Huo, Yiping Lu

“…This approach improves the accuracy of anomaly detection. Multi-stream network architecture and cross-attention fusion mechanism are also adopted to comprehensively consider different factors such as color, texture, and motion, and further improve the robustness and generalization ability of the model. …”
Get full text

Learning spatial‐frequency interaction for generalizable deepfake detection by Tianbo Zhai, Kaiyin Lu, Jiajun Li, Yukai Wang, Wenjie Zhang, Peipeng Yu, Zhihua Xia

“…However, most existing methods rely on CNNs to extract artefacts from the spatial domain, overlooking the pervasive frequency‐domain artefacts present in deepfake content, which poses challenges in achieving robust and generalized detection. …”
Get full text