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- W3010133339 abstract "This paper investigates how accurately the prediction of being an introvert vs. extrovert can be made with less than ten predictors. The study is based on a previous data collection of 7161 respondents of a survey on 91 personality and 3 demographic items. The results show that it is possible to effectively reduce the size of this measurement instrument from 94 to 10 features with a performance loss of only 1%, achieving an accuracy of 73.81% on unseen data. Class imbalance correction methods like SMOTE or ADASYN showed considerable improvement on the validation set but only minor performance improvement on the testing set." @default.
- W3010133339 created "2020-03-13" @default.
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- W3010133339 date "2020-02-28" @default.
- W3010133339 modified "2023-09-26" @default.
- W3010133339 title "Are You an Introvert or Extrovert? Accurate Classification With Only Ten Predictors" @default.
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- W3010133339 doi "https://doi.org/10.48550/arxiv.2003.01580" @default.
- W3010133339 hasPublicationYear "2020" @default.
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