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Leveraging advanced machine learning with feature selection approach for robust customer segmentation with purchase behavior prediction | Synapse
March 3, 2026
Leveraging advanced machine learning with feature selection approach for robust customer segmentation with purchase behavior prediction
RM
R. Somasundara Manikandan
SK
S. Santhosh Kumar
JA
J. Jegathesh Amalraj
Key Points
Purchase behavior prediction relies heavily on feature selection to optimize model performance and accuracy.
The predictive modeling shows a significant improvement in customer segmentation compared to traditional methods, increasing targeting efficiency.
Analysis integrates innovative machine learning techniques with rigorous feature selection to refine customer insights and segmentation.
These findings may enable businesses to create more tailored marketing strategies, enhancing customer engagement and revenue generation.
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Cite This Study
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Manikandan et al. (Sat,) studied this question.
synapsesocial.com/papers/69a75a04c6e9836116a1f7d6
https://doi.org/https://doi.org/10.1007/s41870-025-03061-3