Research Article

A Novel Machine Learning Strategy Based on Two-Dimensional Numerical Models in Financial Engineering

Table 1

Different periods with different trends in U.S. stock market index.

Period DJIS&P 500NASDAQConclusion

2011.9.1~2011.11.30DownDownSidewaysNASDAQ are better than DJI and S&P 500
2011.11.30~2013.2.1UpUpFirst up, second down, again upNASDAQ would have a complex trend
2011.11.30~2012.2.13UpUpUPAll up
2013.2~2014.12Stock crashStock crashSidewaysActive in the Nasdaq Capital Market