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Fig 1.

Model of purchase funnel.

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Fig 2.

Measures of the proposed method for detecting of influencers.

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Table 1.

Metrics of a user.

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Fig 3.

The work of the system for detecting of influencers.

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Fig 4.

Similarity scores of AFG + CC, SNOL and SP approaches.

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Fig 5.

Comparing the engagement score of users using AFG+CC, SNOL and SP approaches.

a. Total of engagement scores of users in top_k. b. The average of engagement score of users in top_k.

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Fig 6.

Sub-graph presents the homophily, including people interested in the brand X.

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Table 2.

List of emerging influencers.

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Fig 7.

The voice of interactions between products from 13–23 February 2020.

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Table 3.

Compare the interactions related to brand X and competitor products from 13–23 Feb. 2020.

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Fig 8.

The interactions related to the brand X from 13–23 February 2020.

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Table 4.

Total of interactions that are related to the brand X in February 2020.

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Fig 9.

Compare the factors between the two phases.

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Table 5.

Comparison of factors between the two phases in the campaign.

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Fig 10.

The total number of parameters and average of parameters for each influencer in two phases of the campaign.

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Table 6.

Analysis the sentiment of comments in each phase of the campaign.

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