The simplest approach, random undersampling, removes instances from the majority class usually until the class distribution is completely balanced.
"We will remove instances of these videos that are reported to us while we evaluate our policy and approach to this type of content," it said.
"We will remove instances of these videos that are reported to us while we evaluate our policy and approach to this type of content," it declared.
"We have decided to remove instances of this video -- and others like it, when they are reported to us," Facebook spokesman Alison Schumer told The Huffington Post in an email.
The subsampling technique removes instances in the majority class by taking into account a difference factor with the minority class.
If the two agree, the component passes the first stage of filtering, which effectively removes instances of two touching seeds and some debris.
BLAST for hairpin precursors was run with standard blastn with a word size 16 and cut-off e-value 1e-7, and the result was filtered to remove instances where the potential precursor was more than 8 bases longer than the aligned stretch.
Additional measures can also be employed to support the restriction, like: removing infected instances from the project VLAN, disabling live migration, or quarantining infected instances.
But while much of the hate speech and references to violence and drug and alcohol abuse have been cut out of the album (even to the extreme of removing all instances of the words "kill," "hit," "slit," "shoot," "O.D". and "Zig-Zag"), in this new song a student makes fun of a teacher, laughing and saying, "He's got AIDS".
