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
Jerry Maguire (1996) 228,557,864 Star Wars (1977) 731,853,665 Mr. Holland's Opus (1995) 119,078,097
Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975 Spitfire Grill, The (1996) 12,643,776
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Sabrina (1995) 76,780,029
Mr. Holland's Opus (1995) 119,078,097 Jerry Maguire (1996) 228,557,864 Mirror Has Two Faces, The (1996) 59,629,485
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
Independence Day (ID4) (1996) 483,359,255 Titanic (1997) 600,779,824 Jerry Maguire (1996) 228,557,864
Dead Man Walking (1995) 39,025,000 Mr. Holland's Opus (1995) 119,078,097 Celluloid Closet, The (1995) 1,507,800
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Chasing Amy (1997) 12,006,514
English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000 Monty Python and the Holy Grail (1974) 1,821,082
Average 262,191,325 Average 218,441,145 Average 72,651,716

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
Godfather, The (1972) 291,702,411
Grumpier Old Men (1995) 105,662,663
First Wives Club, The (1996) 150,063,383
Evening Star, The (1996) 12,747,242
One Fine Day (1996) 68,829,020
Sense and Sensibility (1995) 62,493,774
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Tin Cup (1996) 77,003,584
Career Girls (1997) 2,506,039
Boot, Das (1981) 11,433,134
In & Out (1997) 63,826,569
Average 77,024,785
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