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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Desperate Measures (1998) 13,806,137
Kolya (1996) 5,730,711 Titanic (1997) 600,779,824 Fly Away Home (1996) 24,506,082
Anna Karenina (1997) 791,830 Star Wars (1977) 731,853,665 Scream (1996) 103,001,286
Star Wars (1977) 731,853,665 Air Force One (1997) 250,384,803 Swingers (1996) 4,505,922
Seven Years in Tibet (1997) 37,901,509 Kolya (1996) 5,730,711 Midnight in the Garden of Good and Evil (1997) 25,078,937
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903
Desperate Measures (1998) 13,806,137 In & Out (1997) 63,826,569 Lone Star (1996) 13,269,963
Average 163,735,321 Average 219,076,752 Average 51,814,531

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
Postino, Il (1994) 20,681,301
Antonia's Line (1995) 4,823,217
Trainspotting (1996) 16,501,785
George of the Jungle (1997) 149,879,375
Emma (1996) 22,201,883
Sense and Sensibility (1995) 62,493,774
Contact (1997) 149,887,543
Average 60,924,125
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