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Table 10 Top 20 text features recommended by Recursive Feature Elimination (RFE) with the Logistic Regression model and with re-scaling

From: Multimodal machine learning for language and speech markers identification in mental health

Feature

Feature type

posemo

LIWC category

anx

LIWC category

sad

LIWC category

death

LIWC category

glove_dim_9

GloVe embeddings

glove_dim_63

GloVe embeddings

glove_dim_64

GloVe embeddings

glove_dim_71

GloVe embeddings

VBG_Count

POS-Tag counts

RB_Count

POS-Tag counts

glove_dim_33

GloVe embeddings

glove_dim_46

GloVe embeddings

glove_dim_87

GloVe embeddings

JJR_Count

POS-Tag counts

WP_Count

POS-Tag counts

glove_dim_10

GloVe embeddings

glove_dim_36

GloVe embeddings

glove_dim_83

GloVe embeddings

glove_dim_89

GloVe embeddings

RBS_Count

POS-Tag counts