2006 · 208 citations · 16 references
ComputingComputer SciencePsychologyComputational LinguisticsNatural Language ProcessingText AnalyticsAuthorship AttributionPersonality AssessmentPersonality TraitsAuthorship ProfilingAutomatic ClassificationAutomatic Text ClassificationBig Five Personality TraitsN-gram ClassificationN-gram FeaturesN-gram RepresentationStylometric Feature Selection
We report initial results on the relatively novel task of automatic classification of author personality. Using a corpus of personal weblogs, or 'blogs', we investigate the accuracy that can be achieved when classifying authors on four important personality traits. We explore both binary and multiple classification, using differing sets of n-gram features. Results are promising for all four traits examined.
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Bo Pang, Lillian Lee, Shivakumar Vaithyanathan · 2002 · 7K citations · Full text
Ian H. Witten, Eibe Frank · ACM SIGMOD Record · 2002 · 5.2K citations
Bo Pang, Lillian Lee · 2005 · 2.2K citations · Full text