Journal of Big Data

Table 1 A comparison of research related to depression detection using social network

From: Big data analytics on social networks for real-time depression detection

Depression detection	Related work												This work
Depression detection	[10]	[11]	[12]	[13]	[14]	[15]	[16]	[17]	[18]	[19]	[20]	[21]	This work
Data source
Facebook				✓						✓
Instagram											✓
Sina Weibo									✓
Twitter	✓	✓	✓		✓	✓	✓	✓				✓	✓
Input feature
Message	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓		✓	✓
Sentiment	✓	✓	✓	✓	✓	✓	✓			✓		✓	✓
Emoticon	✓					✓			✓
Image											✓
Behavior									✓				✓
Profile						✓			✓				✓
Methodology
Decision Tree				✓	✓								✓
Deep Learning			✓					✓				✓	✓
K-Nearest Neighbors				✓
Maximum Entropy		✓
Naïve Bayes	✓	✓	✓							✓			✓
Random Forest											✓		✓
Regression						✓			✓
Support Vector Machine	✓	✓	✓	✓						✓			✓
Result
Positive/negative	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓
Depression level													✓

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