AIMC Topic: Commerce

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Machine learning approaches for predicting the link of the global trade network of liquefied natural gas.

PloS one Jul 30, 2025
With the rising geopolitical tensions, predicting future trade partners has become a critical topic for the global community. Liquefied natural gas (LNG), recognized as the cleanest burning hydrocarbon, plays a significant role in the transition to a...
Algorithms Commerce Natural Gas Machine Learning
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Baltic dry index forecast using financial market data: Machine learning methods and SHAP explanations.

PloS one Jul 21, 2025
The Baltic Dry Index (BDI) is a critical benchmark for assessing freight rates and chartering activity in the global shipping market. This study forecasts the BDI using diverse financial data, including commodities, currencies, stock markets, and vol...
Machine Learning Forecasting Humans Hong Kong Commerce United States Models, Economic
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Resource trading strategies with risk selection in collaborative training market.

PloS one Jul 21, 2025
The rapid development of edge computing and artificial intelligence has brought growing interest in collaborative training. While prior research has addressed technical aspects of resource allocation, less attention has been paid to the underlying ec...
Cooperative Behavior Investments Models, Economic Commerce Resource Allocation Humans Artificial Intelligence Algorithms Computer Simulation
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An innovative efficiency of incubator to enhance organization supportive business using machine learning approach.

PloS one Jul 18, 2025
Many small businesses and startups struggle to adjust their operational plans to quickly changing market and financial situations. Traditional data-driven techniques often miss possibilities and waste resources. Our unique approach, Unified Statistic...
Machine Learning Efficiency, Organizational Humans Commerce
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Spatio-temporal expansion patterns and influencing factors in China's new local retail industry: A case study of Luckin Coffee.

PloS one Jul 16, 2025
with the increased penetration of the Internet, artificial intelligence, and other technologies, New Retail, an emerging commercial sector in cities, has gained significant momentum. As a new local retail brand in China, Luckin Coffee has actively ex...
Commerce Spatio-Temporal Analysis China Cities Coffee Humans
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Classification of commercial districts based on predicting the survival rate of food service market in Seoul.

PloS one Jul 10, 2025
The chronic small-business closure has emerged as a critical economic issue in South Korea, considering more than half of businesses have been closed within three years. While some previous literature has analyzed the causes and their negative impact...
Food Services Commerce Seoul Humans Republic of Korea
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Design of an evolutionary model for international trade settlement based on genetic algorithm and fuzzy neural network.

PloS one Jul 8, 2025
Accurate risk assessment in international trade settlement has become increasingly critical as global financial transactions grow in scale and complexity. This study proposes a hybrid model-Genetic Algorithm-optimized Fuzzy Neural Network (GA-FNN)-to...
Fuzzy Logic Risk Assessment Humans Commerce Support Vector Machine Neural Networks, Computer Genetic Algorithms Algorithms
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Enhanced E-commerce decision-making through sentiment analysis using machine learning-based approaches and IoT.

PloS one Jun 30, 2025
E-commerce is a vital component of the world economy, providing people with a simple and convenient method for shopping and enabling businesses to expand into new global markets. Improving e-commerce decision-making by utilizing IoT and machine intel...
Internet Consumer Behavior Commerce Decision Making Humans Bayes Theorem Algorithms Machine Learning Support Vector Machine
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Decomposition-reconstruction-optimization framework for hog price forecasting: Integrating STL, PCA, and BWO-optimized BiLSTM.

PloS one Jun 27, 2025
This study constructs a multi-stage hybrid forecasting model using hog price time series data and its influencing factors to improve prediction accuracy. First, seven benchmark models including Prophet, ARIMA, and LSTM were applied to raw price serie...
Swine Deep Learning Forecasting Animals Models, Economic Commerce
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Does the registration system reform reduce the finance sector's risk spillover effect in China's stock market-Causal inference based on dual machine learning.

PloS one Jun 18, 2025
With growing uncertainty in global trade, improving access to domestic capital markets has become an important way to manage financial risk spillovers. This study examines how the registration system reform affects the finance sector's risk spillover...
SARS-CoV-2 China Commerce Pandemics Humans Investments COVID-19 Machine Learning
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