کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1123274 1488533 2011 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Predicting Stock Market Indicators Through Twitter “I hope it is not as bad as I fear”
موضوعات مرتبط
علوم انسانی و اجتماعی علوم انسانی و هنر هنر و علوم انسانی (عمومی)
پیش نمایش صفحه اول مقاله
Predicting Stock Market Indicators Through Twitter “I hope it is not as bad as I fear”
چکیده انگلیسی

This paper describes early work trying to predict stock market indicators such as Dow Jones, NASDAQ and S&P 500 by analyzing Twitter posts. We collected the twitter feeds for six months and got a randomized subsample of about one hundredth of the full volume of all tweets. We measured collective hope and fear on each day and analyzed the correlation between these indices and the stock market indicators. We found that emotional tweet percentage significantly negatively correlated with Dow Jones, NASDAQ and S&P 500, but displayed significant positive correlation to VIX. It therefore seems that just checking on twitter for emotional outbursts of any kind gives a predictor of how the stock market will be doing the next day.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia - Social and Behavioral Sciences - Volume 26, 2011, Pages 55-62