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 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Clockwork Orange, A (1971) 38,589,355
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Twelve Monkeys (1995) 82,512,000
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 GoodFellas (1990) 67,336,394
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Empire Strikes Back, The (1980) 225,554,189 Silence of the Lambs, The (1991) 137,332,208 Reservoir Dogs (1992) 2,687,008
Usual Suspects, The (1995) 1,120,000 Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
Princess Bride, The (1987) 21,277,649 Shawshank Redemption, The (1994) 28,341,469 Usual Suspects, The (1995) 1,120,000
Average 210,297,622 Average 271,710,688 Average 62,251,510

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 and the Holy Grail (1974) 1,821,082
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Toy Story (1995) 133,344,903
When Harry Met Sally... (1989) 134,613,546
Seven Years in Tibet (1997) 37,901,509
Pulp Fiction (1994) 84,022,201
Patton (1970) 89,800,000
Clerks (1994) 3,151,130
Girl 6 (1996) 4,903,000
Gandhi (1982) 77,737,889
Groundhog Day (1993) 103,406,973
Back to the Future (1985) 303,398,294
My Left Foot (1989) 14,743,391
Mr. Holland's Opus (1995) 119,078,097
Sling Blade (1996) 24,475,416
Raising Arizona (1987) 22,847,564
Down by Law (1986) 1,419,835
Heat (1995) 97,783,000
Apocalypse Now (1979) 42,606,290
Dead Man Walking (1995) 39,025,000
Cool Hand Luke (1967) 7,300,000
American President, The (1995) 95,000,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Unbearable Lightness of Being, The (1988) 10,006,806
Scream (1996) 103,001,286
Dead Poets Society (1989) 144,288,116
Average 71,859,785
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