Twitter mood predicts the stock market

Behavioral economics tells us that emotions can profoundly affect individual behavior and decision-making. Does this also apply to societies at large, i.e., can societies experience mood states that affect their collective decision making? By extension is the public mood correlated or even predictive of economic indicators? Here we investigate whether measurements of collective mood states derived from large-scale Twitter feeds are correlated to the value of the Dow Jones Industrial Average (DJIA) over time. We analyze the text content of daily Twitter feeds by two mood tracking tools, namely OpinionFinder that measures positive vs. negative mood and Google-Profile of Mood States (GPOMS) that measures mood in terms of 6 dimensions (Calm, Alert, Sure, Vital, Kind, and Happy). We cross-validate the resulting mood time series by comparing their ability to detect the public’s response to the presidential election and Thanksgiving day in 2008. A Granger causality analysis and a Self-Organizing Fuzzy Neural Network are then used to investigate the hypothesis that public mood states, as measured by the OpinionFinder and GPOMS mood time series, are predictive of changes in DJIA closing values. Our results indicate that the accuracy of DJIA predictions can be significantly improved by the inclusion of specific public mood dimensions but not others. We find an accuracy of 87.6% in predicting the daily up and down changes in the closing values of the DJIA and a reduction of the Mean Average Percentage Error by more than 6%.

via [1010.3003] Twitter mood predicts the stock market.

Interesting: the OpinionFinder (which is itself examined here and GPOMS could be used to find other mood causalities…

Yes – Opinion Mining and sentiment analysis has a look at this

There’s a whole world of Sentiment Analysis out there!

UK Strategic Defence and Security Review published

The navy loses a carrier and a helicopter landing ship immediately (no words on the planned acquisition of the next 2 carriers) and four frigates. The army loses a brigade as well as artillery (35%) and tanks (40%). The air force loses Harrier immediately and will lose C-130 10 years earlier than planned as well as losing VC-10 and three Tristar variants from 2013 and Sentinel after Afghanistan (whenever that may be).

Big cuts!

However, support for Afghanistan is unequivical and repeated. They’re going to stick that out and try to support the in country structure as much as possible.

Ministry of Defence | Defence News | Defence Policy and Business | Strategic Defence and Security Review published.

Drinking water, from sunshine

Led by Steven Dubowsky, a professor in both the Department of Mechanical Engineering and the Department of Aeronautics and Astronautics, and graduate students Amy Bilton and Leah Kelley, the group built a small prototype of the system last spring to test algorithms they had developed to run it. They have since demonstrated that the prototype is capable of producing 80 gallons of water a day in a variety of weather conditions. They estimate that a larger version of the unit, which would cost about $8,000 to construct, could provide about 1,000 gallons of water per day. Dubowsky and his students also estimate that one C-130 cargo airplane could transport two dozen desalination units — enough to provide water for 10,000 people.

via In The World: Drinking water, from sunshine.

Another clever thing is that it uses hardly any external power at all.

Buy light bulbs as heatballs

BERLIN (Reuters) – A German entrepreneur is bypassing a European Union ban on light bulbs of more than 60 watts by marketing his own brand as mini heaters.

Siegfried Rotthaeuser and his brother-in-law have come up with a legal way of importing and distributing 75 and 100 watt light bulbs — by producing them in China, importing them as “small heating devices” and selling them as “heatballs.”

To improve energy efficiency, the EU has banned the sale of bulbs of over 60 watts — to the annoyance of the mechanical engineer from the western city of Essen.

Rotthaeuser studied EU legislation and realized that because the inefficient old bulbs produce more warmth than light — he calculated heat makes up 95 percent of their output, and light just 5 percent — they could be sold legally as heaters

via German “heatball” wheeze outwits EU light bulb ban – Yahoo! News.