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
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Chasing Amy (1997) 12,006,514
Boogie Nights (1997) 26,384,919 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Secrets & Lies (1996) 13,417,292
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Forrest Gump (1994) 485,691,196
Schindler's List (1993) 140,409,248 Boogie Nights (1997) 26,384,919 Titanic (1997) 600,779,824
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Contact (1997) 149,887,543
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Schindler's List (1993) 140,409,248 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 136,546,279 Average 160,662,966 Average 154,126,602

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
Amadeus (1984) 23,401,401
Sleepers (1996) 76,705,552
Return of the Jedi (1983) 500,773,409
Big Lebowski, The (1998) 17,439,163
Star Wars (1977) 731,853,665
Fifth Element, The (1997) 92,897,302
Fried Green Tomatoes (1991) 117,503,000
English Patient, The (1996) 111,415,132
Unbearable Lightness of Being, The (1988) 10,006,806
Back to the Future (1985) 303,398,294
Boot, Das (1981) 11,433,134
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Piano, The (1993) 40,158,000
Average 157,081,498
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