This invention discloses a method, apparatus, and
system for analyzing the correlation between user retrieval, travel, consumption, and destination attention links, belonging to the field of
consumer behavior prediction. The method includes: structuring and preprocessing legally and compliantly collected user data; identifying cognitive dwell nodes in the structured and preprocessed data to construct an attention
link model module; constructing a cognitive behavior evolution prediction and path
interpretability model module based on the attention
link model module; and finally, dividing the attention
link model module and the cognitive behavior evolution prediction and path
interpretability model module into independent modules, integrating them through a unified
data interface and communication protocol. During cross-
scenario deployment and
model migration, adjustments are made according to the requirements of new scenarios. This invention enables efficient deployment and rapid migration across different application scenarios, effectively improving the overall
system's
engineering adaptability,
scalability, and commercialization efficiency.