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Predicting User Code-Switching Level from Sociological and Psychological Profiles ...
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Abstract:
Multilingual speakers tend to alternate between languages within a conversation, a phenomenon referred to as "code-switching" (CS). CS is a complex phenomenon that not only encompasses linguistic challenges, but also contains a great deal of complexity in terms of its dynamic behaviour across speakers. This dynamic behaviour has been studied by sociologists and psychologists, identifying factors affecting CS. In this paper, we provide an empirical user study on Arabic-English CS, where we show the correlation between users' CS frequency and character traits. We use machine learning (ML) to validate the findings, informing and confirming existing theories. The predictive models were able to predict users' CS frequency with an accuracy higher than 55%, where travel experiences and personality traits played the biggest role in the modeling process. ... : To be published in the proceedings of the International Conference on Asian Language Information Processing ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2112.06462 https://dx.doi.org/10.48550/arxiv.2112.06462
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My sadness - our happiness : writing about positive, negative, and neutral autobiographical life events reveals linguistic markers of self-positivity and individual well-being ...
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My Sadness – Our Happiness: Writing About Positive, Negative, and Neutral Autobiographical Life Events Reveals Linguistic Markers of Self-Positivity and Individual Well-Being
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Editorial: The Janus face of language: where are the emotions in words and where are the words in emotions? ...
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Bodily reactions to emotional words referring to own versus other people’s emotions ...
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Bodily Reactions to Emotional Words Referring to Own versus Other People’s Emotions
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Your emotion or mine: labeling feelings alters emotional face perception—an ERP study on automatic and intentional affect labeling
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Your emotion or mine: labeling feelings alters emotional face perception—an ERP study on automatic and intentional affect labeling
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Self-reference modulates the processing of emotional stimuli in the absence of explicit self-referential appraisal instructions
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Self-reference modulates the processing of emotional stimuli in the absence of explicit self-referential appraisal instructions
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Self-reference modulates the processing of emotional stimuli in the absence of explicit self-referential appraisal instructions
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Amygdala activation during reading of emotional adjectives--an advantage for pleasant content
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Amygdala activation during reading of emotional adjectives—an advantage for pleasant content
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Amygdala activation during reading of emotional adjectives--an advantage for pleasant content
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Response Execution in Lexical Decision Tasks Obscures Sex-specific Lateralization Effects in Language Processing: Evidence from Event-related Potential Measures during Word Reading
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Response Execution in Lexical Decision Tasks Obscures Sex-specific Lateralization Effects in Language Processing: Evidence from Event-related Potential Measures during Word Reading
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