AIMC Topic: Commerce

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Classification of fashion e-commerce products using ResNet-BERT multi-modal deep learning and transfer learning optimization.

PloS one Jan 1, 2025
As the fashion e-commerce markets rapidly develop, tens of thousands of products are registered daily on e-commerce platforms. Individual sellers register products after setting up a product category directly on a fashion e-commerce platform. However...
Commerce Humans Deep Learning
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Effects of neighborhood streetscape on the single-family housing price: Focusing on nonlinear and interaction effects using interpretable machine learning.

PloS one Jan 1, 2025
Previous studies using the conventional Hedonic Price Model to predict existing housing prices may have limitations in addressing the relationship between house prices and streetscapes as visually perceived at the human eye level, due to the constrai...
Humans Machine Learning Neighborhood Characteristics Commerce Housing Republic of Korea Residence Characteristics
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A Novel approach to ship valuation prediction: An application to the supramax and ultramax secondhand markets.

PloS one Jan 1, 2025
Accurate ship valuations are very important in ship sales and purchase (S&P) transactions and for marine insurance purposes. It is equally important to select an appropriate valuation methodology. Today, one of the methods is Machine Learning (ML) al...
Humans Machine Learning Models, Economic Linear Models Algorithms Commerce Ships
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Accurate total consumer price index forecasting with data augmentation, multivariate features, and sentiment analysis: A case study in Korea.

PloS one Jan 1, 2025
The Consumer Price Index (CPI) is a key economic indicator used by policymakers worldwide to monitor inflation and guide monetary policy decisions. In Korea, the CPI significantly impacts decisions on interest rates, fiscal policy frameworks, and the...
Commerce Consumer Behavior Multivariate Analysis Neural Networks, Computer Humans Forecasting Decision Making Republic of Korea Models, Economic
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A two-stage forecasting model using random forest subset-based feature selection and BiGRU with attention mechanism: Application to stock indices.

PloS one Jan 1, 2025
The heteroscedastic and volatile characteristics of stock price data have attracted the interest of researchers from various disciplines, particularly in the realm of price forecasting. The stock market's non-stationary and volatile nature, driven by...
Random Forest Models, Economic Investments Algorithms Humans Commerce Forecasting Machine Learning
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Machine learning-based sales forecasting during crises: Evidence from a Turkish women's clothing retailer.

Science progress Jan 1, 2025
BACKGROUND: Retail involves directly delivering goods and services to end consumers. Natural disasters and epidemics/pandemics have significant potential to disrupt supply chains, leading to shortages, forecasting errors, price increases, and substan...
Commerce Clothing Forecasting Female Turkey Consumer Behavior SARS-CoV-2 COVID-19 Algorithms Machine Learning Pandemics Humans
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Identification and Characterization of Synthetic Nicotine Product Promotion and Sales on Instagram Using Natural Language Processing.

Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco Apr 22, 2024
INTRODUCTION: There has been a rapid proliferation of synthetic nicotine products in recent years, despite newly established regulatory authority and limited research into its health risks. Previous research has implicated social media platforms as a...
Nicotine Social Media Tobacco Products Humans Commerce Natural Language Processing Electronic Nicotine Delivery Systems United States Marketing
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ChatGPT: a reliable fertility decision-making tool?

Human reproduction (Oxford, England) Mar 1, 2024
The internet is the primary source of infertility-related information for most people who are experiencing fertility issues. Although no longer shrouded in stigma, the privacy of interacting only with a computer provides a sense of safety when engagi...
Commerce Infertility Artificial Intelligence Communication Fertility Humans
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Innovative entrepreneurial market trend prediction model based on deep learning: Case study and performance evaluation.

Science progress Jan 1, 2024
In the current economic landscape, the growing importance of innovation and entrepreneurship underscores an urgent need for accurate market trend prediction. Addressing this challenge, our study introduces an innovative entrepreneurial market trend p...
Decision Making Models, Economic Entrepreneurship Humans Forecasting Commerce Deep Learning
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How AI May Transform Musculoskeletal Imaging.

Radiology Jan 1, 2024
While musculoskeletal imaging volumes are increasing, there is a relative shortage of subspecialized musculoskeletal radiologists to interpret the studies. Will artificial intelligence (AI) be the solution? For AI to be the solution, the wide impleme...
Commerce Physical Examination Humans Artificial Intelligence Radionuclide Imaging Radiologists
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