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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Kolya (1996) 5,730,711 Leaving Las Vegas (1995) 31,968,347 Kolya (1996) 5,730,711
Leaving Las Vegas (1995) 31,968,347 Scream (1996) 103,001,286 Leaving Las Vegas (1995) 31,968,347
Boogie Nights (1997) 26,384,919 Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Liar Liar (1997) 277,327,280
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Kolya (1996) 5,730,711 Dead Man Walking (1995) 39,025,000
Postino, Il (1994) 20,681,301 Boogie Nights (1997) 26,384,919 Jurassic Park (1993) 563,476,625
Chasing Amy (1997) 12,006,514 Return of the Jedi (1983) 500,773,409 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Average 60,989,204 Average 118,376,750 Average 140,362,973

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
Secrets & Lies (1996) 13,417,292
As Good As It Gets (1997) 215,563,842
Ulee's Gold (1997) 9,054,736
Fly Away Home (1996) 24,506,082
Fargo (1996) 24,611,975
Apt Pupil (1998) 8,838,938
Amistad (1997) 44,175,394
Men in Black (1997) 367,992,228
Star Wars (1977) 731,853,665
Good Will Hunting (1997) 192,328,280
Ulee's Gold (1997) 9,054,736
Seven Years in Tibet (1997) 37,901,509
Conspiracy Theory (1997) 111,189,998
Evita (1996) 73,298,979
Sense and Sensibility (1995) 62,493,774
Titanic (1997) 600,779,824
G.I. Jane (1997) 70,277,032
Lone Star (1996) 13,269,963
Full Monty, The (1997) 45,857,453
Rosewood (1997) 13,104,494
Antonia's Line (1995) 4,823,217
Godfather, The (1972) 291,702,411
Tomorrow Never Dies (1997) 184,221,129
Jerry Maguire (1996) 228,557,864
Toy Story (1995) 133,344,903
English Patient, The (1996) 111,415,132
Average 139,370,571
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