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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Dead Man Walking (1995) 39,025,000
Dead Man Walking (1995) 39,025,000 Air Force One (1997) 250,384,803 Sense and Sensibility (1995) 62,493,774
Air Force One (1997) 250,384,803 Dead Man Walking (1995) 39,025,000 Postino, Il (1994) 20,681,301
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Air Force One (1997) 250,384,803
Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774 Chasing Amy (1997) 12,006,514
Postino, Il (1994) 20,681,301 Jerry Maguire (1996) 228,557,864 Jurassic Park (1993) 563,476,625
As Good As It Gets (1997) 215,563,842 Mr. Holland's Opus (1995) 119,078,097 Boogie Nights (1997) 26,384,919
Jerry Maguire (1996) 228,557,864 Liar Liar (1997) 277,327,280 Pulp Fiction (1994) 84,022,201
Boogie Nights (1997) 26,384,919 Boot, Das (1981) 11,433,134 Pillow Book, The (1995) 2,293,037
Average 111,640,069 Average 126,160,914 Average 117,218,330

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
Twelve Monkeys (1995) 82,512,000
Full Monty, The (1997) 45,857,453
Apt Pupil (1998) 8,838,938
Long Kiss Goodnight, The (1996) 33,328,051
Brassed Off (1996) 2,560,471
Toy Story (1995) 133,344,903
Donnie Brasco (1997) 60,851,988
Anne Frank Remembered (1995) 1,310,200
Star Wars (1977) 731,853,665
Amistad (1997) 44,175,394
Trainspotting (1996) 16,501,785
Scream (1996) 103,001,286
People vs. Larry Flynt, The (1996) 20,191,312
Leaving Las Vegas (1995) 31,968,347
Fargo (1996) 24,611,975
L.A. Confidential (1997) 64,604,977
Grosse Pointe Blank (1997) 28,014,536
Secrets & Lies (1996) 13,417,292
Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409
That Thing You Do! (1996) 25,809,813
Face/Off (1997) 163,746,077
Good Will Hunting (1997) 192,328,280
Titanic (1997) 600,779,824
Primal Fear (1996) 80,646,667
Average 132,109,242
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