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Fig 1.

Proposed System.

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Table 1.

Sample Datasets.

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Table 2.

Partial list of positive and negative emoticons.

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Table 3.

Partial list of positive modifiers (enhancers).

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Table 4.

Partial list of negative modifiers (reducers).

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Table 5.

Partial list of domain specific terms with predicted sentiment class.

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Table 6.

Words and their Sentiment coverage.

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Table 7.

Comparative results obtained for noise reduction phase.

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Fig 2.

Accuracy results of EC module.

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Fig 3.

Accuracy results of MNC module.

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Fig 4.

Accuracy results of DSC module.

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Table 8.

Experimental Results for Dataset1 (P: Precision, R: Recall, F: F-measure).

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Table 9.

Experimental Results for Dataset2 (P: Precision, R:Recall, F:F-measure).

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Table 10.

Experimental Results for Dataset3 (P: Precision, R: Recall, F:F-measure).

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Table 11.

Descriptive statistics of the proposed system on three datasets.

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