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Yan-Ru Chen

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Open access Sep 2026

Predicting Consumer Preferences for Online Versus Offline Shopping Channels Based on Machine Learning Models

With the advent of the omnichannel retail era, identifying consumer shopping channel preferences has become critical for retailers to achieve precision marketing and enhance market competitiveness. Based on a consumer dataset from the Kaggle platform, which contains 11,420 valid samples and 18 predictive features, this...

Yan-Ru Chen · 0 citations

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