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Author

Hong-Wei Hou

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Review Open access Oct 2026

Sentiment Analysis of E-Commerce User Reviews and Prediction of Consumer Decision-Making Based on Deep Learning

With the exponential growth of e commerce user reviews, automatically extracting sentiment information from unstructured text to predict consumer decision tendencies has become a critical yet challenging task. Existing methods either rely on shallow lexical features with limited contextual understanding or employ compl...

Hong-Wei Hou, Chu-Xin Wang, Kun-Zhi Tang et al. · 0 citations
Preprint Jul 2026

Toward Alias-Free Channel Extrapolation in Upper Mid-Band Systems: A Spatial-Frequency-Temporal Tensor Learning Approach

A tensor-structure-aware axial-attention neural network (TANN), which integrates axis-wise attention with a lightweight multi-scale CNN-based gating module to incorporate support priors for ADD-domain de-aliasing, and yields a unified model that generalizes across pilot configurations without retraining.

Jia-Wei Zhuang, Hong-Wei Hou, Ya-Fei Wang et al. · 0 citations

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