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Consumer behavioral data is represented as a time-series-based univariate sequence, where each point in the sequence corresponds to a specific behavior (Singh & Yassine, 2018). This data is sourced from internal company applications, primarily derived from commercial applications like recommendations, ad placement, online financial services, and network security, and is generated by operations and maintenance personnel.
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