Publication | Open Access
Social Media Mining for Postpartum Depression Prediction
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2020
Year
EngineeringSocial Medium MonitoringPostpartum DepressionCommunicationText MiningNatural Language ProcessingComputational Social ScienceSocial MediaData ScienceLanguage StudiesContent AnalysisSocial Medium MiningPsychiatryPostpartum Depression PredictorPredictive AnalyticsSocial Media WritingsKnowledge DiscoveryDepressionMaternal HealthSocial Media MiningSocial ComputingSocial Medium Data
This study investigated the feasibility of a postpartum depression predictor based on social media writings. The current broad use of social media networks generates a large amount of digital data, which, when coupled with artificial intelligence methods, have the potential to disclose significant health related insights. In this paper we explore the use of machine learning for prediction of postpartum depression on a corpus created from Reddit posts.