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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Boot, Das (1981) 11,433,134
Dead Man Walking (1995) 39,025,000 Full Monty, The (1997) 45,857,453 Welcome to the Dollhouse (1995) 4,429,002
Losing Chase (1996) 31,176 Contact (1997) 149,887,543 Chasing Amy (1997) 12,006,514
Full Monty, The (1997) 45,857,453 Dead Man Walking (1995) 39,025,000 Emma (1996) 22,201,883
Kolya (1996) 5,730,711 L.A. Confidential (1997) 64,604,977 Chasing Amy (1997) 12,006,514
Contact (1997) 149,887,543 Boot, Das (1981) 11,433,134 Angels and Insects (1995) 5,304,000
Boot, Das (1981) 11,433,134 Chasing Amy (1997) 12,006,514 A Chef in Love (1996) 603,957
Welcome to the Dollhouse (1995) 4,429,002 Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000
L.A. Confidential (1997) 64,604,977 Twelve Monkeys (1995) 82,512,000 Contact (1997) 149,887,543
Chasing Amy (1997) 12,006,514 Kolya (1996) 5,730,711 Kolya (1996) 5,730,711
Average 106,485,917 Average 174,369,082 Average 26,262,825

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
Breaking the Waves (1996) 4,040,691
Swingers (1996) 4,505,922
Leaving Las Vegas (1995) 31,968,347
Trees Lounge (1996) 673,269
Spitfire Grill, The (1996) 12,643,776
Fargo (1996) 24,611,975
Michael Collins (1996) 11,085,316
Trainspotting (1996) 16,501,785
Postino, Il (1994) 20,681,301
Marvin's Room (1996) 12,782,508
Godfather, The (1972) 291,702,411
Mighty Aphrodite (1995) 6,700,000
English Patient, The (1996) 111,415,132
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Jane Eyre (1996) 5,173,860
Grosse Pointe Blank (1997) 28,014,536
Sense and Sensibility (1995) 62,493,774
Big Night (1996) 11,881,039
Antonia's Line (1995) 4,823,217
Young Poisoner's Handbook, The (1995) 749,812
Lone Star (1996) 13,269,963
Average 31,428,905
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