Then, the projected vectors are: (1) and the correlation between the projected vectors can be written as: CCA maximizes ρ for the given set of vectors Σ and Ω and outputs two projection vectors v and w: Using these two projection vectors we can project the entire vocabulary of the two languages Σ and Ω using equation 1.
summarizing: the resulting vectors cannot be longer than the original vectors.