Merge of Polar Dictionaries Sample Clauses

Merge of Polar Dictionaries. Instead of using one single lexicon, we have experimented with merging annotations coming from three sentiment dictionaries (see Deliverable D4.1): Opinion Finder (OF), SenticNet and LIWC. The merge was performed in two different ways:  Backup: the entries of the second (and third) dictionaries were only used for words not present in the first (and second) dictionary. Thus the polarity of a word comes from only one dictionary.  Sum: the polarity of a word is the sum of polarities found in all dictionaries where this word appears. Results are shown in Table 11. In the “sum” merging approach, the order in which dictionaries are added does not affect the results. In the “backup” approach, the Opinion Finder dictionary has been considered first, then SenticNet as backup, and finally the LIWC as backup if the word did appear neither in Opinion Finder nor in SenticNet. Other dictionary orders, or merges of only two dictionaries, obtained worse results. OF SenticNet Merge (sum) Merge (backup) Precision (%) 73.4 75.3 73.4 74.0 Recall (%) 68.3 36.8 69.7 63.0 F-measure (%) 70.8 49.4 71.5 68.1 Precision (%) POS 74.7 88.1 78.6 84.2 NEG 52.6 31.9 47.7 40.1 Recall (%) POS 87.2 86.3 86.7 87.1 NEG 32.5 35.5 33.8 34.6 F-measure (%) POS 80.4 87.2 82.4 85.6 NEG 40.2 33.6 39.6 37.1 Table 11: Results of merging dictionaries; Quantifiers and negations are taken into account; The upper part indicates results for the whole set, and the lower part indicates results for the positive and negative classes
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