Our Twitter Profiles, Our Selves: Predicting Personality with Twitter
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Cites background from "Our Twitter Profiles, Our Selves: P..."
...For instance, Quercia et al. (2011) analyzed the relationships between personality and different types of twitterers, finding that 2Just a few remarks about Twitter’s alleged representativeness and inherent biases....
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Cites background or methods from "Our Twitter Profiles, Our Selves: P..."
...Social media are one of the main channels through which people interact with others, an ideal means for self-disclosure and, therefore, an excellent ground for research on personality computing [51], [63], [64], [65], [66], [67], [68], [69] (see Table 4 for a synopsis of data, approaches and results)....
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...MAE MAE MAE MAE MAE [64] 335 335 Twitter number of followers/ R 0:88 0:79 0:76 0:85 0:69 profiles followings, listed counts RMSE RMSE RMSE RMSE RMSE [65] 209 209 RenRen Profile info....
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...Other [51] 167 167 Facebook profile info., egocentric R 0:12 0:10 0:10 0:11 0:10 Profiles networks, LIWC MAE MAE MAE MAE MAE [63] 279 2000 tweets LIWC, MRC, R 0:16 0:13 0:14 0:18 0:12 per subject profile info....
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...MAE MAE MAE MAE MAE [64] 335 335 Twitter number of followers/ R 0:88 0:79 0:76 0:85 0:69 profiles followings, listed counts RMSE RMSE RMSE RMSE RMSE [65] 209 209 RenRen Profile info., usage C(2) 83:8 69:7 82:4 74:9 81:1 profiles statistics, emotional states C(3) 71:7 72:3 70:1 71:0 69:5 F F F F F [66] 156 473 posts on Some LIWC categories U average FriendFeed accuracy 63:1 [67] 10000 10;000 blog LIWC C(2) 80:0 posts ACC [68] 300 60;000 favorite visual patterns, R 0:19 0:17 0:22 0:12 0:17 pictures aesthetic preferences r r r r r The table reports, from left to right, the number of subjects involved in the experiments, number and type of behavioral samples, main cues, type of task and performance over different traits....
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...The performance for the classification tasks is reported in terms of Mean Absolute Error (MAE), Root Mean Square Error (RMSE), F-Measure (F) and accuracy (ACC)....
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References
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9,995 citations
7,787 citations
"Our Twitter Profiles, Our Selves: P..." refers background in this paper
...As 1http://www.mypersonality.org/wiki/ we shall see in the next section, age is an important factor as it affects a user’s activity....
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5,936 citations
"Our Twitter Profiles, Our Selves: P..." refers methods in this paper
...To this end, for each personality trait, we perform a regression analysis with a 10fold cross-validation with 10 iterations using M5′ Rules [42]....
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...To this end, for each personality trait, we perform a regression analysis with a 10- fold cross-validation with 10 iterations using M5′ Rules [42]....
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2,822 citations
"Our Twitter Profiles, Our Selves: P..." refers background in this paper
...The five-factor model of personality, or the big five, is the most comprehensive, reliable and useful set of personality concepts [7], [11]....
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2,459 citations
"Our Twitter Profiles, Our Selves: P..." refers background in this paper
...Also, individuals high in Extraversion tend to maintain persistent communication with their friends [2], [5], [13], [34], while those high in Neuroticism withdraw from other during times of stress [22], [23] and generally report less satisfaction with the support received by their social networks [18], [19]....
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...Finally, emotionally liable and impulsive individuals are high in Neuroticism [18], [19]....
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