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Table 1.

Generation steps of user profiles.

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Fig 1.

Fusion framework.

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Table 2.

Parameter settings.

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Table 2 Expand

Fig 2.

Recommendation performance evaluation ((a): MAP; (b): MRR; (c): Hit Rate; (d): nDCG).

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Fig 3.

Evaluation of system performance and user experience ((a): Recommendation diversity; (b): Recommendation novelty; (c): User coverage; (d): Average response time).

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Fig 3 Expand

Fig 4.

Evaluation of fine-grained recommendation quality ((a): Content relevance; (b): Predicted user satisfaction scores; (c): Content coverage; (d): Recommendation depth).

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Fig 5.

Evaluation of user experience and behavior ((a): CTR; (b): Bounce rate; (c): Interest span; (d): Recommendation trust score).

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