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 Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Secrets & Lies (1996) 13,417,292
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Big Night (1996) 11,881,039
Secrets & Lies (1996) 13,417,292 Contact (1997) 149,887,543 Dead Man Walking (1995) 39,025,000
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409
Contact (1997) 149,887,543 Titanic (1997) 600,779,824 Ridicule (1996) 2,503,829
Big Night (1996) 11,881,039 Return of the Jedi (1983) 500,773,409 Amadeus (1984) 23,401,401
Antonia's Line (1995) 4,823,217 Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000
Lone Star (1996) 13,269,963 Dead Man Walking (1995) 39,025,000 Antonia's Line (1995) 4,823,217
Dead Man Walking (1995) 39,025,000 Secrets & Lies (1996) 13,417,292 English Patient, The (1996) 111,415,132
Average 139,188,723 Average 259,681,115 Average 81,436,429

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
Independence Day (ID4) (1996) 483,359,255
Emma (1996) 22,201,883
Full Monty, The (1997) 45,857,453
Spitfire Grill, The (1996) 12,643,776
Air Force One (1997) 250,384,803
Eat Drink Man Woman (1994) 7,294,403
Raising Arizona (1987) 22,847,564
Horseman on the Roof, The (Hussard sur le toit, Le) (1995) 1,877,179
Jean de Florette (1986) 4,940,939
Shawshank Redemption, The (1994) 28,341,469
Diabolique (1996) 17,000,000
Postino, Il (1994) 20,681,301
Sabrina (1995) 76,780,029
Sense and Sensibility (1995) 62,493,774
River Wild, The (1994) 69,356,343
Men in Black (1997) 367,992,228
Strictly Ballroom (1992) 11,738,022
Smilla's Sense of Snow (1997) 2,221,994
Henry V (1989) 10,161,099
Addicted to Love (1997) 34,656,904
Average 77,641,520
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