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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Full Monty, The (1997) 45,857,453
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Chasing Amy (1997) 12,006,514
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Postino, Il (1994) 20,681,301 Chasing Amy (1997) 12,006,514 Silence of the Lambs, The (1991) 137,332,208
Good Will Hunting (1997) 192,328,280 Postino, Il (1994) 20,681,301 Schindler's List (1993) 140,409,248
Chasing Amy (1997) 12,006,514 Good Will Hunting (1997) 192,328,280 Fargo (1996) 24,611,975
In & Out (1997) 63,826,569 Liar Liar (1997) 277,327,280 Men in Black (1997) 367,992,228
Twelve Monkeys (1995) 82,512,000 In & Out (1997) 63,826,569 L.A. Confidential (1997) 64,604,977
Antonia's Line (1995) 4,823,217 Twelve Monkeys (1995) 82,512,000 Apt Pupil (1998) 8,838,938
Average 111,203,211 Average 138,453,617 Average 100,319,975

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
Toy Story (1995) 133,344,903
Contact (1997) 149,887,543
Dead Man Walking (1995) 39,025,000
Leaving Las Vegas (1995) 31,968,347
Seven Years in Tibet (1997) 37,901,509
Celluloid Closet, The (1995) 1,507,800
Secrets & Lies (1996) 13,417,292
Trainspotting (1996) 16,501,785
Lone Star (1996) 13,269,963
English Patient, The (1996) 111,415,132
Face/Off (1997) 163,746,077
Kolya (1996) 5,730,711
Fly Away Home (1996) 24,506,082
Return of the Jedi (1983) 500,773,409
Everyone Says I Love You (1996) 9,714,482
Boot, Das (1981) 11,433,134
Scream (1996) 103,001,286
Star Wars (1977) 731,853,665
Mighty Aphrodite (1995) 6,700,000
Sense and Sensibility (1995) 62,493,774
Air Force One (1997) 250,384,803
Jerry Maguire (1996) 228,557,864
Godfather, The (1972) 291,702,411
Average 127,775,520
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