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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Air Force One (1997) 250,384,803
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Ulee's Gold (1997) 9,054,736
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 In & Out (1997) 63,826,569
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Desperate Measures (1998) 13,806,137
Ulee's Gold (1997) 9,054,736 Fargo (1996) 24,611,975 Duoluo tianshi (1995) 113,000
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Contact (1997) 149,887,543
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Fargo (1996) 24,611,975
In & Out (1997) 63,826,569 Star Wars (1977) 731,853,665 Full Monty, The (1997) 45,857,453
Cop Land (1997) 64,207,716 In & Out (1997) 63,826,569 Lost Highway (1997) 3,796,699
L.A. Confidential (1997) 64,604,977 Scream (1996) 103,001,286 Celluloid Closet, The (1995) 1,507,800
Average 138,463,072 Average 214,622,322 Average 56,284,671

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
Beautiful Thing (1996) 1,449,934
Preacher's Wife, The (1996) 69,743,611
In Love and War (1996) 14,466,354
Ice Storm, The (1997) 7,837,632
For the Moment (1994) 121,548
Jerry Maguire (1996) 228,557,864
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Toy Story (1995) 133,344,903
Truth About Cats & Dogs, The (1996) 34,073,143
Emma (1996) 22,201,883
Chasing Amy (1997) 12,006,514
Jane Eyre (1996) 5,173,860
Liar Liar (1997) 277,327,280
Sense and Sensibility (1995) 62,493,774
Infinity (1996) 145,697
Average 58,544,128
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