Node Importance Estimation with Multiview Contrastive Representation Learning

Table 6

Top-10 movies with highest predicted importance scores by MCRL, GENI, RGTN, and HIVEN on IMDB.

Ranking	MCRL	G-E	GENI	G-E	RGTN	G-E	HIVEN	G-E
1	Batman Begins	16	Cattle King	49	Shrek	145	Alice in Wonderland	351
2	Avengers: Endgame	75	Hercules	880	I Am Number Four	760	Magnolia	544
3	Finding Nemo	45	Aladdin	368	I Am Legend	111	A History of Violence	776
4	The Intouchables	83	Titanic	32	The Avengers	14	The Princess Bride	334
5	Transformers	139	Tarzan	892	Star Trek Beyond	767	Oldeuboi	211
6	Star Wars: Episode VII-The Force Awakens	56	Spider-Man	107	Godzilla	360	Iron Man Three	79
7	Guardians of the Galaxy	26	The Day After Tomorrow	311	Sherlock Holmes	158	The Lincoln Lawyer	836
8	Inception	−5	Jerry Maguire	685	Deja Vu	525	The Usual Suspects	37
9	The Avengers	9	Spider-Man 2	184	The Matrix	−2	Mr. Brooks	1312
10	The Hunger Games: Catching Fire	134	Minority Report	210	Baby Driver	277	Prisoners	148

The value “G-E” of “ground truth rank” minus “estimated rank” is shown for each prediction.