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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Ransom (1996) 207,758,522
Ransom (1996) 207,758,522 English Patient, The (1996) 111,415,132 Face/Off (1997) 163,746,077
Mission: Impossible (1996) 274,049,639 Liar Liar (1997) 277,327,280 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Leaving Las Vegas (1995) 31,968,347 Pulp Fiction (1994) 84,022,201
Leaving Las Vegas (1995) 31,968,347 Ransom (1996) 207,758,522 Heat (1995) 97,783,000
Face/Off (1997) 163,746,077 Face/Off (1997) 163,746,077 Forrest Gump (1994) 485,691,196
Silence of the Lambs, The (1991) 137,332,208 Mission: Impossible (1996) 274,049,639 Fifth Element, The (1997) 92,897,302
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Silence of the Lambs, The (1991) 137,332,208
Liar Liar (1997) 277,327,280 Dead Man Walking (1995) 39,025,000 Princess Bride, The (1987) 21,277,649
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Aladdin (1992) 328,782,825
Average 195,085,755 Average 184,740,202 Average 164,763,244

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
Donnie Brasco (1997) 60,851,988
Twelve Monkeys (1995) 82,512,000
Men in Black (1997) 367,992,228
Sense and Sensibility (1995) 62,493,774
Contact (1997) 149,887,543
Star Wars (1977) 731,853,665
Kingpin (1996) 24,944,213
Courage Under Fire (1996) 87,335,823
Jerry Maguire (1996) 228,557,864
Star Trek: First Contact (1996) 207,001,027
That Thing You Do! (1996) 25,809,813
Sleepers (1996) 76,705,552
Twister (1996) 375,152,715
Hercules (1997) 142,729,205
Return of the Jedi (1983) 500,773,409
Frighteners, The (1996) 16,524,115
Air Force One (1997) 250,384,803
Toy Story (1995) 133,344,903
Scream (1996) 103,001,286
Mr. Holland's Opus (1995) 119,078,097
Primal Fear (1996) 80,646,667
Independence Day (ID4) (1996) 483,359,255
Down Periscope (1996) 25,785,603
Private Parts (1997) 59,339,346
Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975
Average 181,245,356
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