to incorporate prior knowledge into the derivation of canonical correlation analysis.
to previous work where prior knowledge is introduced in the off-the-shelf embeddings as a post-processing step Rothe and Schütze, 2015), our approach introduces prior knowledge in the CCA derivation itself.