A multimodal travel route recommendation system leveraging visual Transformers and self-attention mechanisms

The algorithm was rigorously evaluated through experiments conducted on real-world travel datasets, and its performance was benchmarked against other route recommendation methods. The results demonstrate that SelfAM-Vtrans significantly outperforms traditional approaches in terms of both recommendation accuracy and personalization. By comprehensively incorporating both visual and sequential data, this method offers travelers more tailored and precise route suggestions, thereby enriching the overall travel experience.

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Publication Details

Journal
Frontiers in Neurorobotics
Published
2024-11-26
DOI
https://doi.org/10.3389/fnbot.2024.1439195
Citations
5
Primary Topic
Advanced Text Analysis Techniques
Type
article
Field-Weighted Citation Impact
1.74

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article

A multimodal travel route recommendation system leveraging visual Transformers and self-attention mechanisms

Juan Zhang, Jing Zhang, Ming Gao
5 citations
Frontiers in Neurorobotics
Advanced Text Analysis Techniques
1.74
article

A multimodal travel route recommendation system leveraging visual Transformers and self-attention mechanisms

Juan Zhang, Jing Zhang, Ming Gao
article en
5 citations

Abstract

The algorithm was rigorously evaluated through experiments conducted on real-world travel datasets, and its performance was benchmarked against other route recommendation methods. The results demonstrate that SelfAM-Vtrans significantly outperforms traditional approaches in terms of both recommendation accuracy and personalization. By comprehensively incorporating both visual and sequential data, this method offers travelers more tailored and precise route suggestions, thereby enriching the overall travel experience.

Frontiers in NeuroroboticsVol. 18
Tourism College of Zhejiang (CN), Nanyang Institute of Technology (CN)
National Social Science Fund of China
Decent work and economic growth
Openalex Percentile: Top 13%
Advanced Text Analysis Techniques
1.74
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