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
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 Amadeus (1984) 23,401,401
Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543
Usual Suspects, The (1995) 1,120,000 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
Braveheart (1995) 110,286,945 L.A. Confidential (1997) 64,604,977 Independence Day (ID4) (1996) 483,359,255
Indiana Jones and the Last Crusade (1989) 312,671,806 Full Monty, The (1997) 45,857,453 Rear Window (1954) 6,759,601
Amadeus (1984) 23,401,401 Twelve Monkeys (1995) 82,512,000 Reservoir Dogs (1992) 2,687,008
Average 178,513,901 Average 178,101,809 Average 126,685,837

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
Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409
Cop Land (1997) 64,207,716
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Shawshank Redemption, The (1994) 28,341,469
Maverick (1994) 151,131,272
Forrest Gump (1994) 485,691,196
Absolute Power (1997) 73,037,233
Pulp Fiction (1994) 84,022,201
Better Off Dead... (1985) 10,297,601
Dead Poets Society (1989) 144,288,116
Four Weddings and a Funeral (1994) 75,888,832
Army of Darkness (1993) 11,502,976
Shine (1996) 53,830,909
Chasing Amy (1997) 12,006,514
Sling Blade (1996) 24,475,416
Apollo 13 (1995) 94,378,651
Monty Python's Life of Brian (1979) 646,124
Monty Python and the Holy Grail (1974) 1,821,082
Immortal Beloved (1994) 9,914,409
Star Wars (1977) 731,853,665
Star Trek: First Contact (1996) 207,001,027
Gandhi (1982) 77,737,889
Clerks (1994) 3,151,130
Much Ado About Nothing (1993) 22,551,000
Fantasia (1940) 49,310,882
Tomorrow Never Dies (1997) 184,221,129
Princess Bride, The (1987) 21,277,649
English Patient, The (1996) 111,415,132
Casablanca (1942) 5,806,467
Schindler's List (1993) 140,409,248
Empire Strikes Back, The (1980) 225,554,189
Average 121,296,431
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