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 Full Monty, The (1997) 45,857,453
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Dead Man Walking (1995) 39,025,000 Contact (1997) 149,887,543 Kolya (1996) 5,730,711
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Godfather: Part II, The (1974) 87,973,000
Pulp Fiction (1994) 84,022,201 Dead Man Walking (1995) 39,025,000 Schindler's List (1993) 140,409,248
Kolya (1996) 5,730,711 Boot, Das (1981) 11,433,134 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467 Pulp Fiction (1994) 84,022,201 Shawshank Redemption, The (1994) 28,341,469
Godfather: Part II, The (1974) 87,973,000 Chasing Amy (1997) 12,006,514 Trainspotting (1996) 16,501,785
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 Good Will Hunting (1997) 192,328,280
Citizen Kane (1941) 1,640,769 Schindler's List (1993) 140,409,248 2001: A Space Odyssey (1968) 25,761,621
Average 174,309,833 Average 231,604,799 Average 63,200,038

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
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Evita (1996) 73,298,979
Leaving Las Vegas (1995) 31,968,347
Swingers (1996) 4,505,922
Amadeus (1984) 23,401,401
Lone Star (1996) 13,269,963
Postino, Il (1994) 20,681,301
Ice Storm, The (1997) 7,837,632
One Flew Over the Cuckoo's Nest (1975) 171,940,000
GoodFellas (1990) 67,336,394
Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411
Annie Hall (1977) 57,253,791
Big Night (1996) 11,881,039
Secrets & Lies (1996) 13,417,292
Chinatown (1974) 42,400,000
L.A. Confidential (1997) 64,604,977
Sense and Sensibility (1995) 62,493,774
English Patient, The (1996) 111,415,132
Average 58,065,171
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