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Figure 1.

Framework of mutual-reinforcement label propagation.

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Figure 2.

Example of mutual-reinforcement label propagation.

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Figure 3.

The mutual-reinforcement label propagation algorithm.

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Figure 4.

The seed word selection algorithm.

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Table 1.

Scale of the extracted opinion lexicon.

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Table 2.

Accuracy of English opinion lexicon acquired by different methods.

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Table 3.

Accuracy of Chinese opinion lexicon acquired by different methods.

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Table 4.

Accuracy of unsupervised English sentiment classification based on different methods.

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Table 5.

Accuracy of unsupervised Chinese sentiment classification based on different methods.

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Table 6.

Accuracy of English opinion lexicon extraction based on different seed word selection methods.

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Table 7.

Accuracy of Chinese opinion lexicon extraction based on different seed word selection methods.

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Figure 5.

Accuracy of English opinion lexicon extraction based on different graphs.

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Figure 6.

Accuracy of Chinese opinion lexicon extraction based on different graphs.

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Figure 7.

Accuracy of the label propagation algorithm based on top-k sub-graph with different values for English.

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Figure 8.

Accuracy of the label propagation algorithm based on top-k sub-graph with different values for Chinese.

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Figure 9.

Accuracy of the English opinion lexicon extraction with increasing number of iterations.

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Figure 10.

Accuracy of the Chinese opinion lexicon extraction with increasing number of iterations.

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Figure 11.

Accuracy of the English opinion lexicon extraction with increasing translation possibility.

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Figure 12.

Accuracy of the Chinese opinion lexicon extraction with increasing translation possibility.

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