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: Analyzes the timing and duration of movements within the sliding window.

A primary "deep feature" of this system is its ability to extract from trajectory data through a dedicated representation layer. Key Deep Feature: Multi-Dimensional Extraction sc23026-WWv176447.part1.rar

: A secondary feature where a self-attention model assigns weights to these extracted features to prioritize the most relevant data points for predicting future longitude and latitude. : Analyzes the timing and duration of movements

A trajectory prediction model based on deep feature representation sc23026-WWv176447.part1.rar

: Captures the geometric and geographic positioning of a path.

: Provides a higher level of motion analysis beyond simple 2D coordinates.

The core module of this model architecture focuses on processing subtrajectories to capture complex movement patterns:

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