Figure 2From: Automated vocabulary discovery for geo-parsing online epidemic intelligenceWords sparse representation. Each word in the dictionary, its part-of-speech in the text and its capitalization status are associated with 3 indexes in the representation. If a word is out of the dictionary, it will only be represented by its part-of-speech and capitalization status.Back to article page