Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248
Until the End of the World (Bis ans Ende der Welt) (1991) 752,856 Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 Rear Window (1954) 6,759,601
Titanic (1997) 600,779,824 Fargo (1996) 24,611,975 Alien (1979) 42,285,739
Air Force One (1997) 250,384,803 Return of the Jedi (1983) 500,773,409 Taxi Driver (1976) 33,669,000
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Clockwork Orange, A (1971) 38,589,355
Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 Until the End of the World (Bis ans Ende der Welt) (1991) 752,856
Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208 Air Force One (1997) 250,384,803
Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Average 290,415,458 Average 285,386,765 Average 63,040,902

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Monty Python's Life of Brian (1979) 646,124
Conspiracy Theory (1997) 111,189,998
Pulp Fiction (1994) 84,022,201
Apocalypse Now (1979) 42,606,290
Red Corner (1997) 22,415,440
Vertigo (1958) 7,024,928
North by Northwest (1959) 19,977,527
Full Monty, The (1997) 45,857,453
Murder at 1600 (1997) 25,826,788
Fantasia (1940) 49,310,882
Psycho (1960) 43,200,000
Shine (1996) 53,830,909
Back to the Future (1985) 303,398,294
Mr. Smith Goes to Washington (1939) 1,500,000
Contact (1997) 149,887,543
Casablanca (1942) 5,806,467
Average 60,406,302
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