The training of classifiers should also consider the imbalance problem by generating classifiers that will perform accurately in a real-life situation where the percentage of malicious files among all files is estimated to be approximately 10%.
Figure 3 Percentage of sound files in different sound databases, containing taxonomy's terms (dark) and hyponyms from Wordnet (light).
From 1990 to 2006, the study found, the percentage of charges filed by men "nearly doubled".
Minnesota had the highest percentage of taxpayers filing online last year at 63.8percentt.
Statistics from the Internal Revenue Service have shown Connecticut among the bottom five states when it comes to the percentage of taxpayers filing online.
At the same time, the percentage of people filing race claims has decreased to 33 percent of all claimants, from 36 percent; its held steady at 30 percent for sex discrimination.
Only a small percentage of Chinese file income tax forms — about 26 million in all — and they tend to be high earners.
The crowd, though, has thinned a bit as the percentage of Americans filing online has grown from less than a third a decade ago to more than 80 percent this year, according to early estimates from the Internal Revenue Service.
Figure 9 Percentage of requested file received.
According to EEOC data, the percentage of males filing harassment complaints has been rising in recent years, from about 12percentt in 1997 to an all-time high of 16.4percentt last year.
