11. โ Stock prices follow news.
โ News can't be predicted โ Random walk.
โ However: Stocks do not follow random walk.
โ What about bubbles?
โ More and more research casting doubt...
Efficient Market Hypothesis
12. Quantitative Behavioral Finance
โ Online chat activity predicts books sales [1]
โ Blog sentiment analysis predicts movie sales
[2].
โ Google search queries predict disease
infection and consumer spending [3].
โ โ News impact markets, but so does public
mood and sentiment.
16. Simple investment strategy based
on Google search volume
for t in [1:T]:
avg_search_vol = mean(search_vol[t-2:t-5])
if search_vol[t-1] > avg_search_vol:
short DJIA for one week
if search_vol[t-1] < avg_search_vol:
long DJIA for one week
29. โ Founded February 2011
โ Closed after one month in service...
โ However: return of 1.86% (beating the
market and average hedge fund)
Twitter Fund (Derwent Capital
Markets)
30. โ Preliminary evidence that information
gathering can be quantified and exploited.
โ Quantopian - Reproducibility Science
โ Mountains of data, waiting to be explored!
Departing thoughts...
32. Image sources and references
โ http://www.ng.all.biz/img/ng/service_catalog/502.jpeg
โ http://www.123rf.com/photo_10037927_businessman-or-stock-broker-with-cellphone.html
โ http://www.financetwitter.com/wp-content/uploads/2011/08/SP500_Crash_4Aug2011.jpg
โ http://lydiakimblesellsvegas.com/images/buy-sell-keyboard.jpg
โ http://venturebeat.com/2012/05/28/twitter-fueled-hedge-fund-bit-the-dust-but-it-actually-worked/
โ Gilbert, E & Karahalios, K. (2010) Widespread worry and the stock market.
โ [11] Gruhl, D, Guha, R, Kumar, R, Novak, J, & Tomkins, A. (2005) The predictive power of online
chatter. (ACM, New York, NY, USA), pp. 78โ87.
โ Mishne, G & Glance, N. (2006) Predicting Movie Sales from Blogger Sentiment. AAAI 2006
Spring Symposium on Computational Approaches to Analysing Weblogs
โ S. Asur and B. A. Huberman 2010 Predicting the Future with Social Media arXiv:1003.5699v1
โ Choi, H & Varian, H. (2009) Predicting the present with google trends., (Google), Technical
report.
โ Liu, Y, Huang, X, An, A, & Yu, X. (2007) ARSA: a sentiment-aware model for predicting sales
performance using blogs. (ACM, New York, NY, USA), pp. 607โ614.