A METHOD OF COMPUTER SIMULATION MODELING OF USER AND BOT BEHAVIOR IN A RECOMMENDATION SYSTEM USING THE GRAPH DATABASE NEO4J by Yelyzaveta Meleshko, Mykola Yakymenko, Viktor Bosko

“…Based on the working datasets, the preferences of users by the method of collaborative filtering were predicted. …”
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An Energy-Efficient Collaborative Ground Vibration Measurement Scheme Based on Compressed Sensing and Belief Propagation by Danqi Chen, Jilin Feng, Qiang Liu, Fangping Gao, Yanxia Zhang, Xiaoying Wang

“…In this paper, we present a promising energy-efficient collaborative ground vibration measurement scheme based on efficient compressed sensing method and belief propagation method using the difference in the signal strength to distribute wireless communication load among sensor nodes, improve the detection probability, and extend the lifetime of this system. …”
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Collaborative Optimization Strategy for Multiple Virtual Power Plants Considering Uncertainty Risk and Energy Contribution by TANG Chenyang, WANG Lei, JIANG Weijian

“…[Methods] First， a scenario analysis method combining Latin hypercube sampling （LHS） and Manhattan probability distance was designed to address the uncertainties in wind and solar output as well as electricity prices. …”
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Long-Endurance Collaborative Search and Rescue Based on Maritime Unmanned Systems and Deep-Reinforcement Learning by Pengyan Dong, Jiahong Liu, Hang Tao, Yang Zhao, Zhijie Feng, Hanjiang Luo

“…To deal with the energy constraints of UAVs and perform long-endurance collaborative SAR missions, a multi-USV charging scheduling method is proposed based on MARL to prolong the UAVs’ flight time. …”
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An energy-balanced multi-sensor scheduling scheme for collaborative target tracking in wireless sensor networks by Pengcheng Fu, Hongying Tang, Yongbo Cheng, Baoqing Li, Hanwang Qian, Xiaobing Yuan

“…In addition, we also design an efficient multi-sensor node collaborative method to track a single target and to timely report its state to the remote end. …”
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A Blockchain-Based Collaborative Storage Scheme for Roadside Unit Clusters in Social Internet of Vehicles by Dai Hou, Lan Wei, Lei Zheng, Geng Wu, Jiaxing Hu, Chenxi Dong, Xinru Li, Kai Peng

“…Subsequently, the Vehicle Service Priority-based Greedy Block Allocation Algorithm (VSPGBAA) is devised for intra-cluster storage allocation, which considers vehicles’ dwell times and block access probabilities to reduce overall access costs. Experimental results indicate that, compared to baseline algorithms, the proposed method achieves a 27.7% reduction in cost and a 3.5-fold decrease in execution time, thereby demonstrating the feasibility of collaborative storage optimization in blockchain-enabled SIoV.…”
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Multi-project buffer setting and dynamic monitoring of a critical chain based on comprehensive factors by Bu Zhuzhen, Meng Hu

“…It was found that the existing methods offer scarce collaborative studies on buffer setting and monitoring and insufficient research on buffer setting considering project economic indicators. …”
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A Privacy-Preserving Polymorphic Heterogeneous Security Architecture for Cloud–Edge Collaboration Industrial Control Systems by Yukun Niu, Xiaopeng Han, Chuan He, Yunfan Wang, Zhigang Cao, Ding Zhou

“…Comprehensive evaluations using natural gas pipeline pressure control and smart grid voltage control systems demonstrate superior performance: the proposed method achieves 100% system availability compared to 62.57% for static redundancy and 86.53% for moving target defense, maintains 99.98% availability even under common-mode attacks (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msup><mn>10</mn><mrow><mo>−</mo><mn>2</mn></mrow></msup></semantics></math></inline-formula> probability), and consistently outperforms moving target defense methods integrated with state-of-the-art detection mechanisms (99.7790% and 99.6735% average availability when false data deviations from true values are 5% and 3%, respectively) across different attack detection scenarios, validating its effectiveness in defending against availability attacks and privacy leakage threats in cloud–edge collaboration environments.…”
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A Refined Neutrosophic Over/Under Probability Model with Off-Norm Operators for Evaluating the Efficiency of AI-Based Digital Tools in Korean Language Teaching by Ting Yu

“…Compared to traditional evaluation methods, our neutrosophic model gives deeper insight into tool performance, uncertainty, and collaboration. …”
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Statistical tests in particle physics by Mississippi Valenzuela

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Solving Collaborative Scheduling of Production and Logistics via Deep Reinforcement Learning: Considering Limited Transportation Resources and Charging Constraints by Xianping Huang, Yong Chen, Wenchao Yi, Zhi Pei, Ziwen Cheng

“…Experimental results demonstrate that the proposed method outperforms composite dispatching rules and mainstream DRL methods across multiple scheduling scenarios, achieving an average improvement of 8.2% and 10.5% in makespan, respectively. …”
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Collaborative Search Algorithm for Multi-UAVs Under Interference Conditions: A Multi-Agent Deep Reinforcement Learning Approach by Wei Wang, Yong Chen, Yu Zhang, Yong Chen, Yihang Du

“…Due to the NP-hard nature of this problem, we decompose it into two interconnected Markov decision processes (MDPs): a spectrum collaboration subproblem solved using a received signal strength indicator (RSSI)-aware multi-agent proximal policy optimization (MAPPO) algorithm and a search collaboration subproblem addressed through a target probability map (TPM)-guided MAPPO approach with an innovative action-masking mechanism. …”
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ACGAN: adaptive conditional generative adversarial network architecture predicting skin lesion using collaboration of transfer learning models by R. Gomathi, S. Gnanavel, K.E. Narayana, B. Dhiyanesh

“…Using a proper process of augmentation of data, the suggested system attains a 94% accuracy for the VGG16, 93% for the ResNet50 and 94.25% for ResNet101. The process of collaboration of all such methods improves accuracy further to 95%. …”
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Technical, social, psychological and ethical aspects of human-robot collaboration: a case study of the 'Robin Heart' medical robot by Małgorzata Suchacka, Mariusz Wojewoda, Zbigniew Nawrat, Artur Domurat, Angelika Magdalena Pabian

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Collaborative networks in community-based health and social care services: insights from Blackpool and the Fylde Coast (United Kingdom) by Kristof Santa, Zsofia Boda, Buket Kara, Jörg Huber, Heather Catt, Barbara Mezes

“…Discussion The network had low density, highlighting the potential for more collaborations. The network appears fragmented, probably owing to a tendency for organizations to collaborate with others operating in the same service domain. …”
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Views of traditional healers on collaboration with health professionals when managing epilepsy in rural areas of Limpopo and Mpumalanga Provinces (South Africa) by M. Nemathaga, M. S. Maputle, L. Makhado, N. S. Mashau

“…Objective: to explore traditional healers’ views on epilepsy management in collaboration with health professionals in South Africa rural communities.Material and methods. …”
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Clinical outcomes and cost-effectiveness of collaborative treatment with Korean and Western medicine in patients with facial palsy: a multicenter prospective observational study by Shiva Raj Acharya, Linae Kim, NamKwen Kim

“…Methods A two-arm comparative, multicenter, prospective, observational study was conducted at 11 nationwide hospitals participating in the fourth phase of the national pilot project for CT. …”
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Collaborative assessment of the risk of postoperative progression in early-stage non-small cell lung cancer: a robust federated learning model by Yu Liu, Xiaobei Duan, Xiaojuan Chen, Kunwei Li, Qiong Li, Ke Liu, Wansheng Long, Huan Lin, Bao Feng, Xiangmeng Chen

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Quantifying rosy-finch migration with stable hydrogen isotope feather markers highlights the need for inter-state collaboration to reach conservation goals by Caitlin J. Campbell, Janice H. Gardner, Clark S Rushing, Cooper M. Farr, Russell Norvell, Kim Savides

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A multi-state Markov model study to estimate organ damage progression and influencing factors in systemic lupus erythematosus patients by LI Lu, LI Liangming, YU Bing, LI Mengtao, WANG Yanhong

“…Objective To establish a multi-state Markov model of systemic lupus erythematosus(SLE) for patients in China and to explore the transition rule of organ damage accumulation and possible factors affecting the transition between states. Methods A retrospective cohort study was conducted using the data from CSTAR. …”
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