AINeutralarXiv – CS AI · 15h ago6/10
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Document Classification Pattern Recognition via Information Fusion: A Systematic Review of Multimodal and Multiview Representation Approaches
A comprehensive systematic review of 139 studies reveals that multimodal information fusion improves document classification accuracy by 5.28 percentage points, while multiview approaches provide modest gains of 4.67%. The research identifies critical gaps in methodological rigor, with less than 24% of studies employing statistical validation, highlighting the need for more robust research standards in the field.