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 Lone Star (1996) 13,269,963
Leaving Las Vegas (1995) 31,968,347 Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977
Lone Star (1996) 13,269,963 Leaving Las Vegas (1995) 31,968,347 People vs. Larry Flynt, The (1996) 20,191,312
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Angels and Insects (1995) 5,304,000
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Pillow Book, The (1995) 2,293,037
Contact (1997) 149,887,543 Lone Star (1996) 13,269,963 Chasing Amy (1997) 12,006,514
Twelve Monkeys (1995) 82,512,000 Titanic (1997) 600,779,824 Emma (1996) 22,201,883
Pulp Fiction (1994) 84,022,201 Twelve Monkeys (1995) 82,512,000 Forrest Gump (1994) 485,691,196
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Usual Suspects, The (1995) 1,120,000
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132
Average 72,912,092 Average 118,949,150 Average 73,809,801

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
Kolya (1996) 5,730,711
Eve's Bayou (1997) 14,821,531
Trainspotting (1996) 16,501,785
Star Wars (1977) 731,853,665
Raising Arizona (1987) 22,847,564
Annie Hall (1977) 57,253,791
Breaking the Waves (1996) 4,040,691
Farinelli: il castrato (1994) 2,122,948
Rumble in the Bronx (1995) 32,333,860
Looking for Richard (1996) 1,361,420
Toy Story (1995) 133,344,903
Full Monty, The (1997) 45,857,453
Grosse Pointe Blank (1997) 28,014,536
Swingers (1996) 4,505,922
Godfather, The (1972) 291,702,411
Sense and Sensibility (1995) 62,493,774
Return of the Jedi (1983) 500,773,409
Postino, Il (1994) 20,681,301
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Secrets & Lies (1996) 13,417,292
James and the Giant Peach (1996) 28,900,101
Ridicule (1996) 2,503,829
Jackie Chan's First Strike (1996) 14,511,338
Big Night (1996) 11,881,039
Heat (1995) 97,783,000
Mighty Aphrodite (1995) 6,700,000
A Chef in Love (1996) 603,957
Antonia's Line (1995) 4,823,217
Men in Black (1997) 367,992,228
Godfather: Part II, The (1974) 87,973,000
Brassed Off (1996) 2,560,471
Boot, Das (1981) 11,433,134
Fargo (1996) 24,611,975
Average 80,392,153
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