Title: Experiments with SMS Translation and Stochastic Gradient Descent in Spanish Text Author Profiling Notebook for PAN at CLEF 2013.
Abstract: Inspired by our ongoing work in the project WENDY, which addresses age detection in social networks by linguistic processing (among other methods), we have built a system that makes use of a number of linguistic resources (a Spanish dictionary, and a SMS-language dictionary) and algorithms (custom text utterances tokenization, SMS to standard Spanish translation, and a number of normalization rules) in order to apply a learning-based approach using a custom Stochastic Gradient Descent algorithm adapted to text, to the Spanish Author Profiling task at PAN’2013. We believe the results obtained in internal testing on a validation set extracted from training dataset do validate our approach in WENDY, while the results obtained in the PAN task are not as good as expected.
Publication Year: 2013
Publication Date: 2013-01-01
Language: en
Type: article
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Cited By Count: 3
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