Adjustable robust optimization with decision‐dependent uncertainty for power system problems: A review by Tao Tan, Meng Yang, Rui Xie, Yuji Cao, Yue Chen

“…As the interplay between uncertain factors and decision‐making becomes more prevalent, RO with decision‐dependent uncertainty (DDU) has attracted increasing attention. …”
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Synchronized Multi-Point UAV-Based Traffic Monitoring for Urban Infrastructure Decision Support by Igor Kabashkin, Alua Kulmurzina, Batyrlan Nadimov, Gulnar Tlepiyeva, Zura Sansyzbayeva, Timur Sultanov

“…The collected data were processed to extract key traffic parameters, such as flow rates, vehicle speeds, and delays, which informed the calibration of a detailed traffic simulation model. Based on this model, six infrastructure development scenarios were evaluated using a multi-criteria decision-making framework to identify the most effective intervention strategies. …”
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Deep deterministic policy gradient-based automatic negotiation framework for shared decision-making by Xin Chen, Ping Lu, Yong Liu, Fei-Ping Hong

“…Experimental results show that AutoSDM-DDPG outperforms other models in key indicators, including social welfare, satisfaction disparity, and decision quality. …”
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Personalized decision making for coronary artery disease treatment using offline reinforcement learning by Peyman Ghasemi, Matthew Greenberg, Danielle A. Southern, Bing Li, James A. White, Joon Lee

“…While randomized controlled trials offer population-level insights, gaps remain regarding personalized decision-making for individual patients. We applied off-policy reinforcement learning (RL) to a composite data model from 41,328 unique patients with angiography-confirmed obstructive CAD. …”
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A cooperative jamming decision-making method based on multi-agent reinforcement learning by Bingchen Cai, Haoran Li, Naimin Zhang, Mingyu Cao, Han Yu

“…The cooperative jamming decision-making process is then modeled as a Markov game, where the QMix multi-agent reinforcement learning algorithm is innovatively applied to handle inter-jammer cooperation. …”
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Theoretical and experimental analysis links isoform‐ specific ERK signalling to cell fate decisions by Marcel Schilling, Thomas Maiwald, Stefan Hengl, Dominic Winter, Clemens Kreutz, Walter Kolch, Wolf D Lehmann, Jens Timmer, Ursula Klingmüller

“…Model analysis showed bow‐tie‐shaped signal processing and inherently transient signalling for cytokine‐induced ERK signalling. …”
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Graph-based multi-attribute decision-making method with new fuzzy information measures by Lili Zhang, Shu Sun, Ruping Wang, Chunfeng Suo

“…Subsequently, we consider constructing a fuzzy graph by graph theory and information measures for the decision model. Graph theory can visually depict diverse attributes and their intrinsic interconnections, which possesses significant practical utility in facilitating a more precise assessment of alternatives. …”
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Investigating the impact of user perception and gamification elements on repurchase decisions in game live broadcasting by Guihua Zhang, Guihua Zhang, Junwei Cao, Mengli Huang, Shang Meng

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How Does the Manufacturer Optimize Pricing Decision and Channel Strategy Under Platform Encroachment? by Hao Li, Xin Yuan

“…To address this, this paper develops a game model considering a manufacturer, a retailer, and two e-commerce platforms (an incumbent and an entrant). …”
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Digital input decision-making in fresh agricultural supply chains under government subsidies by Jing He, Sixin Chen, Chuanhong Zong

“…This research advances the theoretical understanding of digital transformation in agricultural supply chains and provides policymakers with decision-making tools for optimizing digital subsidy schemes in sustainable food systems.…”
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Key drivers behind contract farming engagement decisions in Tanzania: empowering sorghum farmers by Thedy Gerald Kimbi, Stefan Sieber, Essegbemon Akpo, Christopher Magomba, Fulgence Mishili

“…The logit model shows that age, a mix of family-hired labor, extension services, both leased and owned land, saving and credit group membership, CF trust, and grain price significantly and positively drive farmers’ decisions toward CF. …”
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Construction Site Layout Planning Using a Simulation-Based Decision Support Tool by SeyedReza RazaviAlavi, Simaan AbouRizk

“…This decision could be complicated owing to the uncertainties inherent in construction projects and the complex relationships between the influencing factors and decision variables. …”
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The neural correlates of novelty and variability in human decision-making under an active inference framework by Shuo Zhang, Yan Tian, Quanying Liu, Haiyan Wu

“…Twenty-five participants performed a contextual two-armed bandit task, with electroencephalogram (EEG) recordings. By comparing the model evidence for active inference and reinforcement learning models of choice behavior, we show that active inference better explains human decision-making under novelty and variability, which entails exploration or information seeking. …”
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Perception Error-resistant Air Combat Maneuvering Decisions Based on Deep Reinforcement Learning by Chengbin TIAN, Hui LI, Xiliang CHEN, Fengguo WU

“…The model training convergence speed and maneuvering decision performance using the GPPO and RS method, which quantifies the advantage, are significantly better than basic reinforcement learning algorithms. …”
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An Automated Decision Support System for Portfolio Allocation Based on Mutual Information and Financial Criteria by Massimiliano Kaucic, Renato Pelessoni, Filippo Piccotto

“…This paper introduces a two-phase decision support system based on information theory and financial practices to assist investors in solving cardinality-constrained portfolio optimization problems. …”
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Investment Decision and Coordination of Fresh Supply Chain Blockchain Technology Considering Consumer Preference by Xiaohu Xing, Renzhi Miao

“…Considering the influencing factors of consumers’ information preference, freshness, and misrepresentation, we construct a centralized decision-making model and a decentralized decision-making Stackelberg game model. …”
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Is human-like decision making explainable? Towards an explainable artificial intelligence for autonomous vehicles by Jiming Xie, Yan Zhang, Yaqin Qin, Bijun Wang, Shuai Dong, Ke Li, Yulan Xia

“…Based on the parallelism in the complex neural network of human brain, we construct a Width Human-like neural network (WNN) model for personalized cognitive and human-like driving intention decision making. …”
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Similar Instances Reuse Based Numerical Control Process Decision Method for Prismatic Parts by Changhong XU, Shusheng ZHANG, Jiachen LIANG, Rui HUANG, Rong BIAN

“…The proposed approach’s decision efficiency and time consumption and the typical NC process decision method with CAPP software are compared. …”
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Artificial intelligence in pancreatic cancer histopathology and diagnostics - implications for clinical decisions and biomarker discovery? by Petra Weselá, Michal Eid, Petr Moravčík, Jakub Vlažný, Jan Hlavsa, Vladimír Procházka, Zdeněk Kala, Petr Vaňhara

“…Abstract Artificial intelligence (AI) and machine learning (ML) are rapidly advancing fields within computer science, driving significant progress in cancer diagnostics. Various ML models have been developed to assist diagnosis, guide therapy decisions, and facilitate early disease detection. …”
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Decision rule for stratification of patients with chronic heart failure of functional class II and III by E. V. Samoilova, M. A. Fatova, D. R. Mindzaev, I. V. Zhitareva, C. N. Nasonova, I. V. Zhirov, C. N. Tereschenko, A. A. Korotaeva

“…ROC analysis revealed high quality of the model.…”
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