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
Secrets & Lies (1996) 13,417,292 Contact (1997) 149,887,543 Emma (1996) 22,201,883
Lone Star (1996) 13,269,963 English Patient, The (1996) 111,415,132 Independence Day (ID4) (1996) 483,359,255
Godfather, The (1972) 291,702,411 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Kolya (1996) 5,730,711
Full Monty, The (1997) 45,857,453 Secrets & Lies (1996) 13,417,292 Titanic (1997) 600,779,824
Dead Man Walking (1995) 39,025,000 L.A. Confidential (1997) 64,604,977 Antonia's Line (1995) 4,823,217
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Celluloid Closet, The (1995) 1,507,800
L.A. Confidential (1997) 64,604,977 Dead Man Walking (1995) 39,025,000 L.A. Confidential (1997) 64,604,977
Kolya (1996) 5,730,711 Lone Star (1996) 13,269,963 A Chef in Love (1996) 603,957
Average 75,952,245 Average 135,457,157 Average 125,408,105

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
Rumble in the Bronx (1995) 32,333,860
Ponette (1996) 1,351,319
That Thing You Do! (1996) 25,809,813
Fly Away Home (1996) 24,506,082
Men in Black (1997) 367,992,228
Postino, Il (1994) 20,681,301
Jane Eyre (1996) 5,173,860
Shall We Dance? (1996) 9,676,677
Fast, Cheap & Out of Control (1997) 832,785
Sense and Sensibility (1995) 62,493,774
Return of the Jedi (1983) 500,773,409
Star Wars (1977) 731,853,665
When We Were Kings (1996) 2,666,118
Average 137,395,760
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